International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
Design of Area Efficient Digital FIR Filter using MACIRJET Journal
This document describes the design of an area efficient digital FIR filter using a single MAC (multiply-accumulate) unit. It begins with an introduction to digital filters and FIR filters. It then discusses related work on optimizing FIR filter design through techniques like coefficient quantization and constant multiplication. The proposed methodology involves specifying the FIR filter, generating coefficients by rounding to integers, and designing the filter architecture using a single MAC unit, multiplexers, and other components. This approach aims to reduce area by avoiding two's complement circuits and using a single MAC unit instead of multiple parallel multipliers. The document concludes the proposed work provides a good direction for optimizing the area of digital filters.
FOLDED ARCHITECTURE FOR NON CANONICAL LEAST MEAN SQUARE ADAPTIVE DIGITAL FILT...VLSICS Design
Power consumption reduction is transpiring drift in area of VLSI digital signal processing. This gives rise
to need of minimization of silicon area which is done by folding algorithm. As silicon area decreases power
consumption of a circuit decreases. Folding is an algorithm which reduces silicon chip area by combining
various arithmetic operations into one operation by time scheduling technique. It is applied on iterative
data flow graph with appropriate folding set. Least mean square algorithm alters coefficients of Adaptive
filter in order to achieve desired output. Proposed work is focused on design of efficient VLSI architecture
for LMS adaptive filter aims at reducing mainly area which results in power consumption reduction and
hardware complexity. LMS filter structure used here is called non-canonical as transpose FIR structure is
used. Results show that numbers of adders are reduced by 37.5 % and multipliers by 33.33% without
changing characteristics of filter.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
IRJET- Decimator Filter for Hearing Aid Application Based on FPGAIRJET Journal
This document describes a proposed decimation filter design for hearing aid applications using FPGAs. The filter uses a cascaded integrator comb (CIC) filter to downsample the signal, followed by a half-band FIR filter and corrector FIR filter. The design is simulated in MATLAB and implemented on an FPGA using VHDL. Decimation filters can help hearing aid users by amplifying sounds and reducing the sampling frequency in a way that matches the individual's audiogram. The proposed filter structure aims to reduce complexity, power consumption, and improve performance for digital hearing aids.
CANONIC SIGNED DIGIT BASED DESIGN OF MULTIPLIER-LESS FIR FILTER USING SELFORG...ijaia
This document summarizes a research paper that proposes a design for multiplier-less finite impulse response (FIR) filters using the Self-organizing Random Immigrants Genetic Algorithm (SORIGA). FIR filter coefficients can be represented in binary or Canonic Signed Digit (CSD) number systems to reduce hardware costs by eliminating multipliers. The paper describes these number system representations and the SORIGA technique is used to optimize the coefficients to minimize hardware costs while maintaining filter performance. Simulation results are presented and hardware costs of the designed filter are analyzed and compared to other existing designs.
Performance Analysis of Fractional Sample Rate Converter Using Audio Applicat...iosrjce
Fractional rate converters which are generally used for many applications with different frequencies
and are an essential part of communication systems. In this paper fractional rate converter with use of both
FIR and Nyquist FIR have been compared and analyzed. Its implementation can be easily found in the
developing communication systems, but here results are taken for audio applications. The proposed design and
analysis have been developed with the help of MATLAB with order 50 for FIR and 71 for Nyquist, sampling
frequency 48000Hz. The filters are then interpolated by an interpolation factor 2 and decimated by a decimation
factor of 3. The cost implementation of both has been taken into consideration and a result is drawn which
concludes that fractional rate converter for Nyquist FIR filter much more cost effective as compared to the
fractional rate converter for FIR filter
Design of Low Pass Digital FIR Filter Using Cuckoo Search AlgorithmIJERA Editor
This paper presents a novel approach of designing linear phase FIR low pass filter using cuckoo Search Algorithm (CSA). FIR filter design is a multi-modal optimization problem. The conventional optimization techniques are not efficient for digital filter design. An iterative method is introduced to find the best solution of FIR filter design problem.Flat passband and high stopband attenuation are the major characteristics required in FIR filter design. To achieve these characteristics, a Cuckoo Search algorithm (CSA) is proposed in this paper. CSA have been used here for the design of linear phase finite impulse response (FIR) filters. Results are presented in this paper that seems to be promising tool for FIR filter design
Design and implementation of DA FIR filter for bio-inspired computing archite...IJECEIAES
This paper elucidates the system construct of DA-FIR filter optimized for design of distributed arithmetic (DA) finite impulse response (FIR) filter and is based on architecture with tightly coupled co-processor based data processing units. With a series of look-up-table (LUT) accesses in order to emulate multiply and accumulate operations the constructed DA based FIR filter is implemented on FPGA. The very high speed integrated circuit hardware description language (VHDL) is used implement the proposed filter and the design is verified using simulation. This paper discusses two optimization algorithms and resulting optimizations are incorporated into LUT layer and architecture extractions. The proposed method offers an optimized design in the form of offers average miminimizations of the number of LUT, reduction in populated slices and gate minimization for DAfinite impulse response filter. This research paves a direction towards development of bio inspired computing architectures developed without logically intensive operations, obtaining the desired specifications with respect to performance, timing, and reliability.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
FPGA Implementation of Optimized CIC Filter for Sample Rate Conversion in Sof...idescitation
A software radio receiver is one which is tuned to
receive a transmitted signal on multiple communication
standards through software rather than hardware. To
incorporate multi-standard radio communications an
intermediate frequency of high ranges is used. Such high
intermediate frequencies when sampled with Nyquist rate
gets oversampled due to the phenomenon of Band Pass
sampling depending on the radio communication standard.
Hence a digital down converter (DDC) capable of reducing
the sampling rate in accordance with the radio communication
standard is required. Cascaded Integrated Comb (CIC) filters
are used for large sample rate conversion factors. In this paper
an optimized architecture for DDC employing CORDIC in
the mixer stage and the reconfigurable decimation factors for
CIC filters has been implemented. Optimized implementation
of CIC filter for sample rate conversion of multi-standard
radio communications reduces the hardware resources by more
than twenty percent when compared with the non-optimized
architecture.
IRJET- Low Complexity and Critical Path Based VLSI Architecture for LMS A...IRJET Journal
This document proposes a low complexity and critical path based VLSI architecture for an LMS adaptive filter. It presents a Booth multiplier based FIR filter with fixed coefficients to reduce complexity. A variable coefficient FIR filter is then proposed that applies the LMS algorithm to adapt filter coefficients and minimize error. Design considerations including hardware resources and power consumption are discussed. Simulation results show the proposed filter removes noise from an input signal while using less logic than other FIR filter designs through Booth recoding and selective multiplication techniques.
Welcome to International Journal of Engineering Research and Development (IJERD)IJERD Editor
This document discusses the design and analysis of multirate filters for WiMAX applications. It proposes a programmable multirate filter architecture that can be implemented using software-defined radio technology and multirate signal processing principles. The filters are designed using MATLAB's filter design and analysis tool to meet WiMAX specifications. A digital upconverter is presented that uses three cascaded FIR filters with interpolation factors of 1, 2, and 4 to achieve an overall interpolation factor of 8 as required by WiMAX. The filters are analyzed and simulated in MATLAB to verify they satisfy WiMAX's spectral mask requirements.
Application of MUSIC Algorithm for Adaptive Beamforming Smart AntennaIRJET Journal
This document discusses direction of arrival (DOA) estimation using the MUSIC algorithm. It begins with an abstract that introduces DOA estimation and the MUSIC algorithm. It then provides background on smart antennas and switched beam arrays. The document presents the system model and mathematical formulation for signal propagation and antenna array output. It then describes the MUSIC algorithm, which uses eigendecomposition of the covariance matrix to estimate DOA. The algorithm is able to simultaneously measure multiple signals with high precision and resolution. The document concludes by discussing implementation of the algorithm using a 4-element antenna array to estimate DOA.
Implementation Cost Analysis of the Interpolator for the Wimax Technologyiosrjce
The design of the multirate filter (programmable) has been proposed which can be used in digital
transceivers that meets 802.16d/e (wimax) standard in the wireless communication system. Wimax is a
technology emerging in the wireless communication system in order to increase the broadband wireless internet
access. As there is wide spread need of the digital representation of the signal for the transmission and storage
which create the challenges in DSP [1]. In this paper, analysis of the implementation cost of interpolator for the
wimax technology, and cost of interpolator is analyzed on the basis of number of adders and multiplier. The
Filters are designed using the FDA (filters design and analysis) tool in MATLAB.
Design Band Pass FIR Digital Filter for Cut off Frequency Calculation Using A...IRJET Journal
The document describes a study that uses artificial neural networks (ANN) to calculate cut-off frequencies for band pass FIR digital filters designed using different window methods. FDA Tool was used to design band pass FIR digital filters with Hamming, Hanning, and Kaiser windows. ANN algorithms including feedforward backpropagation and radial basis function were then used to estimate cut-off frequencies based on filter coefficients, and results were compared to actual frequencies from FDA Tool. The ANN approaches estimated cut-off frequencies accurately with low mean square errors.
IRJET- A Review on Paper Problem in OFDM SchemeIRJET Journal
This document reviews peak-to-average power ratio (PAPR) problem in orthogonal frequency-division multiplexing (OFDM) schemes. OFDM is used in wireless technologies like LTE but suffers from high PAPR due to the summation of subcarriers. High PAPR causes signal distortion. The document discusses the mathematical model of PAPR in OFDM and evaluates companding as a PAPR reduction technique. Companding compresses the signal before transmission and expands it afterwards to improve the signal-to-noise ratio. The document concludes companding can effectively reduce PAPR in OFDM implementation.
Performance Analysis and Simulation of Decimator for Multirate ApplicationsIJEEE
1) The document presents the design and simulation of a decimator for multirate digital signal processing applications.
2) A decimator with different filter orders was designed using MATLAB to analyze performance based on ripple factor. Higher filter orders resulted in lower ripple factors but increased implementation costs.
3) A decimator with an order of 64 had the lowest ripple factor of 60% compared to orders of 32 and 16, though it had a higher implementation cost due to increased hardware requirements like multipliers and adders.
The document is the International Journal of Electronics and Communication Engineering & Technology (IJECET) from January 2014. It discusses a hybrid optimization method for multi-user detection in SDMA-OFDM systems that combines genetic algorithms and particle swarm optimization. This approach aims to overcome limitations of existing detection methods. The hybrid method is shown to provide better performance than minimum mean square error and maximum likelihood detection, especially when the number of users is high relative to base station antennas. The document provides details on the proposed hybrid method and compares its performance to other approaches through simulation.
This document presents a new partial transmit sequence (PTS) technique to reduce peak-to-average power ratio (PAPR) in orthogonal frequency division multiplexing (OFDM) systems. The proposed single inverse fast Fourier transform (IFFT) block PTS technique aims to reduce computational complexity compared to conventional PTS by using a single IFFT block instead of multiple blocks. Simulation results show the complementary cumulative distribution function curves of PAPR for different system parameters, demonstrating PAPR reduction performance of the new technique. The technique delivers better performance than conventional PTS while significantly reducing hardware complexity by minimizing the number of IFFT blocks needed.
IRJET- Device Activation based on Voice Recognition using Mel Frequency Cepst...IRJET Journal
The document presents a voice recognition system that uses the Mel Frequency Cepstral Coefficients (MFCC) algorithm to extract voice features from a user's speech and activate a device if the voice matches a stored sample. The system operates in two phases: 1) recording and extracting voice features to create a database, and 2) comparing input voice samples to those in the database. If a match is found, the system activates a testing device (Arduino Uno). The MFCC algorithm frames the voice, applies windowing and FFT, filters to a triangular shape, and uses DCT to extract features. Vector quantization is used to match input features to the database for authentication and device activation. Simulation results demonstrate the system's
The document describes a project to implement a finite impulse response (FIR) filter on an ADSP-BF537 digital signal processor. It provides background on FIR filters and their properties. The project involved generating filter coefficients in Matlab, programming the FIR algorithm on the DSP board using tools like VisualDSP++, and simulating the lowpass filter output on a spectrum analyzer. Key instruments used included an oscilloscope, spectrum analyzer, function generator, and an evaluation board with the Blackfin DSP processor.
IRJET- Filter Design for Educational Set Via Labview Software ProgramIRJET Journal
This document describes the design of a digital filter set for educational purposes using LabVIEW software. The goals are to help students understand filtering concepts and processes through interactive simulation. LabVIEW allows users to design and test different types of FIR filters by adjusting filter parameters in real time on the front panel. As an example, a band-stop FIR filter is designed to filter 60Hz noise from a recorded ECG signal. The filter coefficients are calculated, magnitude and phase responses are analyzed, and the filtered output is displayed. The interactive nature of the LabVIEW program allows students to observe how the filter response changes as they modify filter properties. This provides a clear and flexible platform to learn about digital filtering compared to other programs like MATLAB.
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...ijwmn
In this paper, an optimized Recursive One-Sided Hypothesis Testing (ROHT) threshold estimation algorithm for energy detection based on Cognitive Radio (CR) application is presented. The ROHT algorithm is well known to compute and correct threshold values based on the choice of the parameter
values; namely the coefficient of standard deviation (z-value) and the stopping criteria (). A fixed computational process has been employed in most cases to estimate these parameter values, thus rendering them non-adaptive under different sensing conditions. Also, this fixed (manual tuning) process requires prior knowledge of some noise level to enable pre-configuration of a predefined target false alarm rate.
This renders the parameter estimation process cumbrous and unworkable for real-time purposes, particularly for autonomous CR applications. Furthermore, using wrong parameter values may lead to either too high or too low false alarms or detection rates of the algorithm. Sequel to aforementioned mentioned constraints, we propose a new mechanism for instantaneous parameter optimization of the ROHT algorithm using Particle Swarm Optimization (PSO) algorithm. Our PSO-ROHT model design was extensively tested under different conditions and results were compared to the non-optimized ROHT. The
results obtained show that the proposed design effectively adapts the parameter values of the Recursive One-Sided Hypothesis Testing algorithm in accordance with the input dataset under consideration. Also, that the proposed optimized model outperforms its non-optimized counterpart following the estimated detection probability and false alarm probability of both schemes, particularly in detecting Orthogonal Frequency-Division Multiplexing signals. In detecting the Orthogonal Frequency-Division Multiplexing signals at signal-to-noise ratio of 3dB and above, the proposed model achieved a higher detection rate of 96.23% while maintaining a low false alarm rate below 10%, which complies with the IEEE 802.22standard for Cognitive Radio application. Our PSO-ROHT algorithm is shown to be highly effective for autonomous and full blind signal detection in CR, with strong potentials for application in other areas requiring automatic threshold estimation.
Area Efficient and high-speed fir filter implementation using divided LUT methodIJMER
Traditional method of implementing FIR filters costs considerable hardware resourses,
which goes against the decrease of circuit scale and the increase of system speed. A new design and
implementation of FIR filters using Distributed Arithmetic is provided in this paper to slove this
problem. Distributed Arithmetic structure is used to increase the resourse useage while pipeline
structure is also used to increase the system speed. In addition, the devided LUT method is also used to
decrease the required memory units. The simulation results indicate that FIR filters using Distributed
Arithmetic can work stable with high speed and can save almost 50 percent hardware resourses to
decrease the circuit scale, and can be applied to a variety of areas for its great flexibility and high
reliability
Analysis of Microstrip Finger on Bandwidth of Interdigital Band Pass Filter u...IJREST
This document discusses using artificial neural networks to estimate the bandwidth of an interdigital band pass filter based on variations in the finger length. An ANN model was developed using data from electromagnetic simulations of filters with finger lengths ranging from 34mm to 24mm. Both multi-layer perceptron and radial basis function networks were tested, with the RBF network providing more accurate results with a mean squared error of 1.13173e-005. The proposed ANN approach allows estimating the filter bandwidth without complex calculations and provides a fast design method for interdigital band pass filters.
(1) This document outlines the scheme of instruction and evaluation for the 1st semester of the 2nd year of the 4-year B.Tech degree program in Electronics and Communication Engineering.
(2) It lists 7 courses along with the number of lecture, tutorial, and practical hours per week. It also provides the details of the external and sessional evaluation schemes including duration of exams, maximum marks for each.
(3) The courses include Mathematics-II, Electronic Measurements and Instrumentation, Switching Theory and Logic Design, Electronic Devices and Circuits-I, Electrical Technology, Network Analysis and Synthesis, and labs for Electrical Technology & Networks and Electronic Devices & Circuits-I.
link of a reference: http://www.slideshare.net/zena_mohammed/advanced-digital-signal-processing-book. digital_signal_processing__a_practical_approach. this reference for asked me for pictures in presentation of Multirate Digital Signal Processing.
Design and implementation of DA FIR filter for bio-inspired computing archite...IJECEIAES
This paper elucidates the system construct of DA-FIR filter optimized for design of distributed arithmetic (DA) finite impulse response (FIR) filter and is based on architecture with tightly coupled co-processor based data processing units. With a series of look-up-table (LUT) accesses in order to emulate multiply and accumulate operations the constructed DA based FIR filter is implemented on FPGA. The very high speed integrated circuit hardware description language (VHDL) is used implement the proposed filter and the design is verified using simulation. This paper discusses two optimization algorithms and resulting optimizations are incorporated into LUT layer and architecture extractions. The proposed method offers an optimized design in the form of offers average miminimizations of the number of LUT, reduction in populated slices and gate minimization for DAfinite impulse response filter. This research paves a direction towards development of bio inspired computing architectures developed without logically intensive operations, obtaining the desired specifications with respect to performance, timing, and reliability.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
FPGA Implementation of Optimized CIC Filter for Sample Rate Conversion in Sof...idescitation
A software radio receiver is one which is tuned to
receive a transmitted signal on multiple communication
standards through software rather than hardware. To
incorporate multi-standard radio communications an
intermediate frequency of high ranges is used. Such high
intermediate frequencies when sampled with Nyquist rate
gets oversampled due to the phenomenon of Band Pass
sampling depending on the radio communication standard.
Hence a digital down converter (DDC) capable of reducing
the sampling rate in accordance with the radio communication
standard is required. Cascaded Integrated Comb (CIC) filters
are used for large sample rate conversion factors. In this paper
an optimized architecture for DDC employing CORDIC in
the mixer stage and the reconfigurable decimation factors for
CIC filters has been implemented. Optimized implementation
of CIC filter for sample rate conversion of multi-standard
radio communications reduces the hardware resources by more
than twenty percent when compared with the non-optimized
architecture.
IRJET- Low Complexity and Critical Path Based VLSI Architecture for LMS A...IRJET Journal
This document proposes a low complexity and critical path based VLSI architecture for an LMS adaptive filter. It presents a Booth multiplier based FIR filter with fixed coefficients to reduce complexity. A variable coefficient FIR filter is then proposed that applies the LMS algorithm to adapt filter coefficients and minimize error. Design considerations including hardware resources and power consumption are discussed. Simulation results show the proposed filter removes noise from an input signal while using less logic than other FIR filter designs through Booth recoding and selective multiplication techniques.
Welcome to International Journal of Engineering Research and Development (IJERD)IJERD Editor
This document discusses the design and analysis of multirate filters for WiMAX applications. It proposes a programmable multirate filter architecture that can be implemented using software-defined radio technology and multirate signal processing principles. The filters are designed using MATLAB's filter design and analysis tool to meet WiMAX specifications. A digital upconverter is presented that uses three cascaded FIR filters with interpolation factors of 1, 2, and 4 to achieve an overall interpolation factor of 8 as required by WiMAX. The filters are analyzed and simulated in MATLAB to verify they satisfy WiMAX's spectral mask requirements.
Application of MUSIC Algorithm for Adaptive Beamforming Smart AntennaIRJET Journal
This document discusses direction of arrival (DOA) estimation using the MUSIC algorithm. It begins with an abstract that introduces DOA estimation and the MUSIC algorithm. It then provides background on smart antennas and switched beam arrays. The document presents the system model and mathematical formulation for signal propagation and antenna array output. It then describes the MUSIC algorithm, which uses eigendecomposition of the covariance matrix to estimate DOA. The algorithm is able to simultaneously measure multiple signals with high precision and resolution. The document concludes by discussing implementation of the algorithm using a 4-element antenna array to estimate DOA.
Implementation Cost Analysis of the Interpolator for the Wimax Technologyiosrjce
The design of the multirate filter (programmable) has been proposed which can be used in digital
transceivers that meets 802.16d/e (wimax) standard in the wireless communication system. Wimax is a
technology emerging in the wireless communication system in order to increase the broadband wireless internet
access. As there is wide spread need of the digital representation of the signal for the transmission and storage
which create the challenges in DSP [1]. In this paper, analysis of the implementation cost of interpolator for the
wimax technology, and cost of interpolator is analyzed on the basis of number of adders and multiplier. The
Filters are designed using the FDA (filters design and analysis) tool in MATLAB.
Design Band Pass FIR Digital Filter for Cut off Frequency Calculation Using A...IRJET Journal
The document describes a study that uses artificial neural networks (ANN) to calculate cut-off frequencies for band pass FIR digital filters designed using different window methods. FDA Tool was used to design band pass FIR digital filters with Hamming, Hanning, and Kaiser windows. ANN algorithms including feedforward backpropagation and radial basis function were then used to estimate cut-off frequencies based on filter coefficients, and results were compared to actual frequencies from FDA Tool. The ANN approaches estimated cut-off frequencies accurately with low mean square errors.
IRJET- A Review on Paper Problem in OFDM SchemeIRJET Journal
This document reviews peak-to-average power ratio (PAPR) problem in orthogonal frequency-division multiplexing (OFDM) schemes. OFDM is used in wireless technologies like LTE but suffers from high PAPR due to the summation of subcarriers. High PAPR causes signal distortion. The document discusses the mathematical model of PAPR in OFDM and evaluates companding as a PAPR reduction technique. Companding compresses the signal before transmission and expands it afterwards to improve the signal-to-noise ratio. The document concludes companding can effectively reduce PAPR in OFDM implementation.
Performance Analysis and Simulation of Decimator for Multirate ApplicationsIJEEE
1) The document presents the design and simulation of a decimator for multirate digital signal processing applications.
2) A decimator with different filter orders was designed using MATLAB to analyze performance based on ripple factor. Higher filter orders resulted in lower ripple factors but increased implementation costs.
3) A decimator with an order of 64 had the lowest ripple factor of 60% compared to orders of 32 and 16, though it had a higher implementation cost due to increased hardware requirements like multipliers and adders.
The document is the International Journal of Electronics and Communication Engineering & Technology (IJECET) from January 2014. It discusses a hybrid optimization method for multi-user detection in SDMA-OFDM systems that combines genetic algorithms and particle swarm optimization. This approach aims to overcome limitations of existing detection methods. The hybrid method is shown to provide better performance than minimum mean square error and maximum likelihood detection, especially when the number of users is high relative to base station antennas. The document provides details on the proposed hybrid method and compares its performance to other approaches through simulation.
This document presents a new partial transmit sequence (PTS) technique to reduce peak-to-average power ratio (PAPR) in orthogonal frequency division multiplexing (OFDM) systems. The proposed single inverse fast Fourier transform (IFFT) block PTS technique aims to reduce computational complexity compared to conventional PTS by using a single IFFT block instead of multiple blocks. Simulation results show the complementary cumulative distribution function curves of PAPR for different system parameters, demonstrating PAPR reduction performance of the new technique. The technique delivers better performance than conventional PTS while significantly reducing hardware complexity by minimizing the number of IFFT blocks needed.
IRJET- Device Activation based on Voice Recognition using Mel Frequency Cepst...IRJET Journal
The document presents a voice recognition system that uses the Mel Frequency Cepstral Coefficients (MFCC) algorithm to extract voice features from a user's speech and activate a device if the voice matches a stored sample. The system operates in two phases: 1) recording and extracting voice features to create a database, and 2) comparing input voice samples to those in the database. If a match is found, the system activates a testing device (Arduino Uno). The MFCC algorithm frames the voice, applies windowing and FFT, filters to a triangular shape, and uses DCT to extract features. Vector quantization is used to match input features to the database for authentication and device activation. Simulation results demonstrate the system's
The document describes a project to implement a finite impulse response (FIR) filter on an ADSP-BF537 digital signal processor. It provides background on FIR filters and their properties. The project involved generating filter coefficients in Matlab, programming the FIR algorithm on the DSP board using tools like VisualDSP++, and simulating the lowpass filter output on a spectrum analyzer. Key instruments used included an oscilloscope, spectrum analyzer, function generator, and an evaluation board with the Blackfin DSP processor.
IRJET- Filter Design for Educational Set Via Labview Software ProgramIRJET Journal
This document describes the design of a digital filter set for educational purposes using LabVIEW software. The goals are to help students understand filtering concepts and processes through interactive simulation. LabVIEW allows users to design and test different types of FIR filters by adjusting filter parameters in real time on the front panel. As an example, a band-stop FIR filter is designed to filter 60Hz noise from a recorded ECG signal. The filter coefficients are calculated, magnitude and phase responses are analyzed, and the filtered output is displayed. The interactive nature of the LabVIEW program allows students to observe how the filter response changes as they modify filter properties. This provides a clear and flexible platform to learn about digital filtering compared to other programs like MATLAB.
OPTIMIZATION OF THE RECURSIVE ONE-SIDED HYPOTHESIS TESTING TECHNIQUE FOR AUTO...ijwmn
In this paper, an optimized Recursive One-Sided Hypothesis Testing (ROHT) threshold estimation algorithm for energy detection based on Cognitive Radio (CR) application is presented. The ROHT algorithm is well known to compute and correct threshold values based on the choice of the parameter
values; namely the coefficient of standard deviation (z-value) and the stopping criteria (). A fixed computational process has been employed in most cases to estimate these parameter values, thus rendering them non-adaptive under different sensing conditions. Also, this fixed (manual tuning) process requires prior knowledge of some noise level to enable pre-configuration of a predefined target false alarm rate.
This renders the parameter estimation process cumbrous and unworkable for real-time purposes, particularly for autonomous CR applications. Furthermore, using wrong parameter values may lead to either too high or too low false alarms or detection rates of the algorithm. Sequel to aforementioned mentioned constraints, we propose a new mechanism for instantaneous parameter optimization of the ROHT algorithm using Particle Swarm Optimization (PSO) algorithm. Our PSO-ROHT model design was extensively tested under different conditions and results were compared to the non-optimized ROHT. The
results obtained show that the proposed design effectively adapts the parameter values of the Recursive One-Sided Hypothesis Testing algorithm in accordance with the input dataset under consideration. Also, that the proposed optimized model outperforms its non-optimized counterpart following the estimated detection probability and false alarm probability of both schemes, particularly in detecting Orthogonal Frequency-Division Multiplexing signals. In detecting the Orthogonal Frequency-Division Multiplexing signals at signal-to-noise ratio of 3dB and above, the proposed model achieved a higher detection rate of 96.23% while maintaining a low false alarm rate below 10%, which complies with the IEEE 802.22standard for Cognitive Radio application. Our PSO-ROHT algorithm is shown to be highly effective for autonomous and full blind signal detection in CR, with strong potentials for application in other areas requiring automatic threshold estimation.
Area Efficient and high-speed fir filter implementation using divided LUT methodIJMER
Traditional method of implementing FIR filters costs considerable hardware resourses,
which goes against the decrease of circuit scale and the increase of system speed. A new design and
implementation of FIR filters using Distributed Arithmetic is provided in this paper to slove this
problem. Distributed Arithmetic structure is used to increase the resourse useage while pipeline
structure is also used to increase the system speed. In addition, the devided LUT method is also used to
decrease the required memory units. The simulation results indicate that FIR filters using Distributed
Arithmetic can work stable with high speed and can save almost 50 percent hardware resourses to
decrease the circuit scale, and can be applied to a variety of areas for its great flexibility and high
reliability
Analysis of Microstrip Finger on Bandwidth of Interdigital Band Pass Filter u...IJREST
This document discusses using artificial neural networks to estimate the bandwidth of an interdigital band pass filter based on variations in the finger length. An ANN model was developed using data from electromagnetic simulations of filters with finger lengths ranging from 34mm to 24mm. Both multi-layer perceptron and radial basis function networks were tested, with the RBF network providing more accurate results with a mean squared error of 1.13173e-005. The proposed ANN approach allows estimating the filter bandwidth without complex calculations and provides a fast design method for interdigital band pass filters.
(1) This document outlines the scheme of instruction and evaluation for the 1st semester of the 2nd year of the 4-year B.Tech degree program in Electronics and Communication Engineering.
(2) It lists 7 courses along with the number of lecture, tutorial, and practical hours per week. It also provides the details of the external and sessional evaluation schemes including duration of exams, maximum marks for each.
(3) The courses include Mathematics-II, Electronic Measurements and Instrumentation, Switching Theory and Logic Design, Electronic Devices and Circuits-I, Electrical Technology, Network Analysis and Synthesis, and labs for Electrical Technology & Networks and Electronic Devices & Circuits-I.
link of a reference: http://www.slideshare.net/zena_mohammed/advanced-digital-signal-processing-book. digital_signal_processing__a_practical_approach. this reference for asked me for pictures in presentation of Multirate Digital Signal Processing.
This document summarizes a presentation on multirate digital signal processing. Multirate systems involve processing signals at different sampling rates, using operations like decimation to lower the sampling rate and interpolation to increase it. Decimation involves downsampling by discarding samples, while interpolation involves upsampling by inserting zeros. These operations are used for applications like sampling rate conversion, audio/video encoding, and communications systems. Key aspects of multirate signal processing discussed include anti-alias filtering, sampling rate conversion using cascaded decimation and interpolation, and choosing optimal filter designs.
This document outlines the policies and procedures for a B-Tech program under the Kerala Technological University (KTU). It details the credit system and requirements for each year and semester. It describes the subject distribution, internal and external assessments, grading policies, and requirements for promotion to the next semester. An academic calendar is provided with important dates for tests, submission of marks, exams and results.
This document discusses multirate signal processing, which involves changing the sampling rate of signals in different parts of a system. It describes how up-samplers are used to increase the sampling rate by an integer factor, while down-samplers decrease the sampling rate by an integer factor. Examples of where multirate signal processing is used include audio signal processing, transmultiplexers, and narrowband filtering for fetal ECG and EEG signals. The document also provides block diagrams to illustrate up-sampling and down-sampling operations.
This document provides an overview of digital signal processors (DSPs). It defines a DSP as an integrated circuit designed for high-speed data manipulation used in applications such as audio, communications, and image processing. The document discusses how DSPs work by converting analog signals to digital signals and processing them. It explains that DSPs are needed because they can perform multiplication and division faster than general-purpose processors. The rest of the document details the architecture of DSPs, examples of DSP chip families like TMS320, and how instruction pipelining is implemented on the TMS320C54X DSP processor.
This document contains two-mark questions and answers related to transmission lines and waveguides from the Department of Electronics and Communication Engineering at The Indian Engineering College, Vadakankulam. It covers topics such as transmission line theory, radio frequency lines, and guided waves. Some key points addressed include defining transmission line parameters like characteristic impedance and propagation constant. It also discusses topics like standing waves, impedance matching using transmission lines, and the different types of guided wave modes.
FOLDED ARCHITECTURE FOR NON CANONICAL LEAST MEAN SQUARE ADAPTIVE DIGITAL FILT...VLSICS Design
Power consumption reduction is transpiring drift in area of VLSI digital signal processing. This gives rise to need of minimization of silicon area which is done by folding algorithm. As silicon area decreases power consumption of a circuit decreases. Folding is an algorithm which reduces silicon chip area by combining various arithmetic operations into one operation by time scheduling technique. It is applied on iterative data flow graph with appropriate folding set. Least mean square algorithm alters coefficients of Adaptive filter in order to achieve desired output. Proposed work is focused on design of efficient VLSI architecture for LMS adaptive filter aims at reducing mainly area which results in power consumption reduction and hardware complexity. LMS filter structure used here is called non-canonical as transpose FIR structure is used. Results show that numbers of adders are reduced by 37.5 % and multipliers by 33.33% without changing characteristics of filter.
Design of Multiplier Less 32 Tap FIR Filter using VHDLIJMER
This Paper provide the principles of Distributed Arithmetic, and introduce it into the FIR
filters design, and then presents a 32-Tap FIR low-pass filter using Distributed Arithmetic, which save
considerable MAC blocks to decrease the circuit scale and pipeline structure is also used to increase the
system speed. The implementation of FIR filters on FPGA based on traditional method costs considerable
hardware resources, which goes against the decrease of circuit scale and the increase of system speed.
It is very well known that the FIR filter consists of Delay elements, Multipliers and Adders. Because of
usage of Multipliers in early design gives rise to 2 demerits that are:
(i) Increase in Area and
(ii) Increase in the Delay which ultimately results in low performance (Less speed).
So the Distributed Arithmetic for FIR Filter design and Implementation is provided in this work to solve
this problem. Distributed Arithmetic structure is used to increase the recourse usage and pipeline
structure is used to increase the system speed. Distributed Arithmetic can save considerable hardware
resources through using LUT to take the place of MAC units
Implementation of Low Complex Universal Filtered MulticarrierIJASRD Journal
In 5G technology for enhancing the high speed data process the Filter Bank Multicarrier (FBMC), Universal Filtered multicarrier (UFMC), and Generalized Frequency Division Multiplexing (GFDM) techniques are used in effective manner. The FIR filter plays an important role in 5G mobile communication technology. In this paper, the hardware complexity reduced by using the FIR filter. In previous technique, 73 multipliers are required to the filtering process. Here to reduce the number of multipliers by using the multiplexers. The 73 multipliers to be replaced with the 5 number of 16:1 multiplexers, 5 multipliers and 4 registers. The Multiple Constant Multiplication (MCM) scheme is also presented for the block implementation FIR filters. Reducing the memory usage for using the less number of multipliers. Use the less number multipliers the difficulties are to be reduced. The overall implementation has a result of 42% reduction in hardware complexity.
Linear Phase FIR Low Pass Filter Design Based on Firefly Algorithm IJECEIAES
In this paper, a linear phase Low Pass FIR filter is designed and proposed based on Firefly algorithm. We exploit the exploitation and exploration mechanism with a local search routine to improve the convergence and get higher speed computation. The optimum FIR filters are designed based on the Firefly method for which the finite word length is used to represent coefficients. Furthermore, Particle Swarm Optimization (PSO) and Differential Evolution algorithm (DE) will be used to show the solution. The results will be compared with PSO and DE methods. Firefly algorithm and Parks–McClellan (PM) algorithm are also compared in this paper thoroughly. The design goal is successfully achieved in all design examples using the Firefly algorithm. They are compared with that obtained by using the PSO and the DE algorithm. For the problem at hand, the simulation results show that the Firefly algorithm outperforms the PSO and DE methods in some of the presented design examples. It also performs well in a portion of the exhibited design examples particularly in speed and quality.
Design of Optimized FIR Filter Using FCSD Representation IJEEE
This paper presents the design and implementation of an eight order efficient FIR filter for wireless communication system. In this work, factored canonical signed digit representation (FCSD) is used for representing the filter coefficients in order to reduce the design complexity, area and delay of the FIR filter. Complexity of the system has been reduced by replacing binary coefficients with FCSD representation. Further area and delay has been improved by replacing multiplication operation with add and shift method where carry save adder (CSA) is used for addition of two numbers and barrel shifter is used for shifting the data words. Representation of coefficient in the FCSD format along with fastest adder and shifter improves the performance of the system. FIR filter has been designed using an equiripple method in MATLAB and further synthesized on Spartan 3E XC3S500E target FPGA device. Simulation results show that optimized FCSD based FIR filter offers a less number of slices, look up tables (LUTs) and flip-flops as compared to CSD and conventional FCSD based FIR filter, in addition to enhanced performance.
Power efficient and high throughput of fir filter using block least mean squa...eSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
Memory Based Hardware Efficient Implementation of FIR FiltersDr.SHANTHI K.G
The document summarizes memory-based hardware efficient implementations of finite impulse response (FIR) filters. FIR filters are commonly used in digital signal processing systems. The paper explores memory-based realization of FIR filters using techniques like direct memory implementation and distributed arithmetic. Direct memory implementation replaces multiplications with filter coefficients with pre-computed values stored in a read-only memory (ROM) or lookup table (LUT). Distributed arithmetic implements MAC operations using LUT accesses and shift-accumulation, making it well-suited for field-programmable gate arrays. The paper compares different memory-based architectures for FIR filters in terms of ROM size, delay, and throughput to assist in selecting the best architecture for a given application.
Design and Implementation of Digital Chebyshev Type II Filter using XSG for N...IJERA Editor
ASIC Chips and Digital Signal Processors are generally used for implementing digital filters. Now days the
advanced technologies lead to use of field programmable Gate Array (FPGA) for the implementation of Digital
Filters.The present paper deals with Design and Implementation of Digital IIR Chebyshev type II filter using
Xilinx System Generator. The Quantization and Overflow are main crucial parameters while designing the filter
on FPGA and that need to be consider for getting the stability of the filter. As compare to the conventional DSP
the speed of the system is increased by implementation on FPGA. Digital Chebyshev type II filter is initially
designed analytically for the desired Specifications and simulated using Simulink in Matlab environment. This
paper also proposes the method to implement Digital IIR Chebyshev type II Filter by using XSG platform. The
filter has shown good performance for noise removal in ECG
International Journal of Engineering Research and Development (IJERD)IJERD Editor
This document summarizes a research paper on hardware efficient reconfigurable FIR filters. It discusses two new architectures proposed: the constant shifts method (CSM) and programmable shifts method (PSM). CSM partitions coefficients into fixed groups and stores them directly in a lookup table. PSM eliminates redundancy in coefficients using a binary common subexpression algorithm before storing in a coded format. Both methods use a shift-and-add unit and multiplexers to efficiently implement coefficient multiplication and allow reconfiguration for different standards. The architectures aim to integrate reconfigurability with low complexity for FIR filters used in wireless communications.
Review On Design Of Digital FIR FiltersIRJET Journal
This document reviews various approaches for designing digital finite impulse response (FIR) filters. It discusses sequential, parallel and symmetric FIR filter architectures implemented using multipliers like Wallace tree and Vedic multipliers. FPGA and ASIC implementations of 8-tap and 16-tap FIR filters are summarized and compared based on parameters like minimum period, maximum operating frequency, area and slice LUTs. Distributed arithmetic and its variants are also evaluated. The review finds that Wallace tree multipliers provide less delay but more area compared to Booth multipliers which offer moderate delay but reduce partial products, enabling high-speed designs.
International Journal of Engineering Research and DevelopmentIJERD Editor
This document describes a proposed VLSI architecture for an optimized low power digit serial finite impulse response (FIR) filter using multiple constant multiplications (MCM). It introduces an algorithm to optimize the area of digit serial MCM operations at the gate level by considering implementation costs of digit serial addition, subtraction, and shift operations. The proposed filter architecture aims to reduce area and power compared to designs using generic digit serial multipliers through the use of MCM blocks optimized for area. Experimental results indicate the algorithm leads to lower complexity digit serial MCM designs.
This document summarizes a research paper on designing low power digit serial finite impulse response (FIR) filters using multiple constant multiplication (MCM) techniques. It proposes an architecture that optimizes the area of digit serial MCM operations at the gate level by considering the implementation costs of digit serial addition, subtraction and shift operations. An algorithm is presented to design digit serial FIR filters under a shift-adds architecture to reduce area compared to designs using generic digit serial multipliers. Experimental results show the technique leads to lower complexity digit serial MCM designs.
FPGA based Efficient Interpolator design using DALUT Algorithmcscpconf
The document describes the design and implementation of an efficient interpolator for wireless communication systems using FPGA. It proposes a multiplier-less technique using distributed arithmetic look-up tables (DALUT) that replaces multiply-accumulate operations with LUT accesses. A 66th-order half-band polyphase FIR structure is implemented using the DALUT approach on Spartan-3E and Virtex2Pro FPGAs. Results show the proposed design achieves maximum frequencies of 92.859MHz on Virtex Pro and 61.6MHz on Spartan 3E while consuming fewer resources than a traditional MAC-based design.
FPGA based Efficient Interpolator design using DALUT Algorithmcscpconf
Interpolator is an important sampling device used for multirate filtering to
provide signal processing in wireless communication system. There are many
applications in which sampling rate must be changed. Interpolators and decimators are
utilized to increase or decrease the sampling rate. In this paper an efficient method has
been presented to implement high speed and area efficient interpolator for wireless
communication systems. A multiplier less technique is used which substitutes multiplyand-accumulate
operations with look up table (LUT) accesses. Interpolator has been
implemented using Partitioned distributed arithmetic look up table (DALUT)
technique. This technique has been used to take an optimal advantage of embedded
LUTs of the target FPGA. This method is useful to enhance the system performance in
terms of speed and area. The proposed interpolator has been designed using half band
poly phase FIR structure with Matlab, simulated with ISE, synthesized with Xilinx
Synthesis Tools (XST) and implemented on Spartan-3E and Virtex2pro device. The
proposed LUT based multiplier less approach has shown a maximum operating
frequency of 92.859 MHz with Virtex Pro and 61.6 MHz with Spartan 3E by
consuming considerably less resources to provide cost effective solution for wireless
communication systems.
The effectiveness of adaptive filters are mainly dependent on the design
techniques and the algorithm of adaptation. The most common adaptation
technique used is least mean square (LMS) due its computational simplicity.
The application depends on the adaptive filter configuration used and are well
known for system identification and real time applications. In this work, a
modified delayed μ-law proportionate normalized least mean square
(DMPNLMS) algorithm has been proposed. It is the improvised version of the
µ-law proportionate normalized least mean square (MPNLMS) algorithm.
The algorithm is realized using Ladner-Fischer type of parallel prefix
logarithmic adder to reduce the silicon area. The simulation and
implementation of very large-scale integration (VLSI) architecture are done
using MATLAB, Vivado suite and complementary metal–oxide–
semiconductor (CMOS) 90 nm technology node using Cadence RTL and
Genus Compiler respectively. The DMPNLMS method exhibits a reduction
in mean square error, a higher rate of convergence, and more stability. The
synthesis results demonstrate that it is area and delay effective, making it
practical for applications where a faster operating speed is required.
This document discusses the design and analysis of a digital down converter (DDC) for WiMAX applications using MATLAB. It contains the following key points:
1. It describes the functional blocks and design of a DDC, including a mixer, numerically controlled oscillator (NCO), and FIR filter chain.
2. It discusses WiMAX standards and requirements for DDC design in WiMAX systems.
3. It presents the windowing technique for designing FIR filters and compares different window functions to determine the best filter specifications.
Matlab Based Decimeter Design Analysis Wimax Appliacationiosrjce
The document discusses the design and analysis of a digital down converter (DDC) for WIMAX applications using MATLAB. It contains the following key points:
1. It describes the functional blocks and design of a DDC including a mixer, numerically controlled oscillator (NCO), and FIR filter chain.
2. It analyzes different window functions that can be used for FIR filter design including Kaiser, Blackman-Harris, and presents the magnitude response, phase response, and step response of filters designed using Kaiser and Blackman windows.
3. It compares the implementation cost of the filters designed using different windows by calculating the number of multipliers and adders used.
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology.
An fpga implementation of the lms adaptive filter eSAT Journals
This document describes an FPGA implementation of the Least Mean Square (LMS) adaptive filter algorithm for active vibration control. It compares fixed-point and floating-point implementations in terms of area usage and performance. The LMS algorithm is implemented using a finite state machine model with separate modules for operations like filtering, error estimation, and weight adaptation. Both implementations utilize this structural model. The fixed-point version uses 16-bit integers and fractions, while the floating-point version leverages IP cores. Results show the floating-point implementation has better accuracy and resource utilization than the fixed-point version for active vibration control applications on FPGAs.
Submission Deadline: 30th September 2022
Acceptance Notification: Within Three Days’ time period
Online Publication: Within 24 Hrs. time Period
Expected Date of Dispatch of Printed Journal: 5th October 2022
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...IAEME Publication
White layer thickness (WLT) formed and surface roughness in wire electric discharge turning (WEDT) of tungsten carbide composite has been made to model through response surface methodology (RSM). A Taguchi’s standard Design of experiments involving five input variables with three levels has been employed to establish a mathematical model between input parameters and responses. Percentage of cobalt content, spindle speed, Pulse on-time, wire feed and pulse off-time were changed during the experimental tests based on the Taguchi’s orthogonal array L27 (3^13). Analysis of variance (ANOVA) revealed that the mathematical models obtained can adequately describe performance within the parameters of the factors considered. There was a good agreement between the experimental and predicted values in this study.
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSIAEME Publication
The study explores the reasons for a transgender to become entrepreneurs. In this study transgender entrepreneur was taken as independent variable and reasons to become as dependent variable. Data were collected through a structured questionnaire containing a five point Likert Scale. The study examined the data of 30 transgender entrepreneurs in Salem Municipal Corporation of Tamil Nadu State, India. Simple Random sampling technique was used. Garrett Ranking Technique (Percentile Position, Mean Scores) was used as the analysis for the present study to identify the top 13 stimulus factors for establishment of trans entrepreneurial venture. Economic advancement of a nation is governed upon the upshot of a resolute entrepreneurial doings. The conception of entrepreneurship has stretched and materialized to the socially deflated uncharted sections of transgender community. Presently transgenders have smashed their stereotypes and are making recent headlines of achievements in various fields of our Indian society. The trans-community is gradually being observed in a new light and has been trying to achieve prospective growth in entrepreneurship. The findings of the research revealed that the optimistic changes are taking place to change affirmative societal outlook of the transgender for entrepreneurial ventureship. It also laid emphasis on other transgenders to renovate their traditional living. The paper also highlights that legislators, supervisory body should endorse an impartial canons and reforms in Tamil Nadu Transgender Welfare Board Association.
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSIAEME Publication
Since ages gender difference is always a debatable theme whether caused by nature, evolution or environment. The birth of a transgender is dreadful not only for the child but also for their parents. The pain of living in the wrong physique and treated as second class victimized citizen is outrageous and fully harboured with vicious baseless negative scruples. For so long, social exclusion had perpetuated inequality and deprivation experiencing ingrained malign stigma and besieged victims of crime or violence across their life spans. They are pushed into the murky way of life with a source of eternal disgust, bereft sexual potency and perennial fear. Although they are highly visible but very little is known about them. The common public needs to comprehend the ravaged arrogance on these insensitive souls and assist in integrating them into the mainstream by offering equal opportunity, treat with humanity and respect their dignity. Entrepreneurship in the current age is endorsing the gender fairness movement. Unstable careers and economic inadequacy had inclined one of the gender variant people called Transgender to become entrepreneurs. These tiny budding entrepreneurs resulted in economic transition by means of employment, free from the clutches of stereotype jobs, raised standard of living and handful of financial empowerment. Besides all these inhibitions, they were able to witness a platform for skill set development that ignited them to enter into entrepreneurial domain. This paper epitomizes skill sets involved in trans-entrepreneurs of Thoothukudi Municipal Corporation of Tamil Nadu State and is a groundbreaking determination to sightsee various skills incorporated and the impact on entrepreneurship.
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSIAEME Publication
The banking and financial services industries are experiencing increased technology penetration. Among them, the banking industry has made technological advancements to better serve the general populace. The economy focused on transforming the banking sector's system into a cashless, paperless, and faceless one. The researcher wants to evaluate the user's intention for utilising a mobile banking application. The study also examines the variables affecting the user's behaviour intention when selecting specific applications for financial transactions. The researcher employed a well-structured questionnaire and a descriptive study methodology to gather the respondents' primary data utilising the snowball sampling technique. The study includes variables like performance expectations, effort expectations, social impact, enabling circumstances, and perceived risk. Each of the aforementioned variables has a major impact on how users utilise mobile banking applications. The outcome will assist the service provider in comprehending the user's history with mobile banking applications.
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSIAEME Publication
Technology upgradation in banking sector took the economy to view that payment mode towards online transactions using mobile applications. This system enabled connectivity between banks, Merchant and user in a convenient mode. there are various applications used for online transactions such as Google pay, Paytm, freecharge, mobikiwi, oxygen, phonepe and so on and it also includes mobile banking applications. The study aimed at evaluating the predilection of the user in adopting digital transaction. The study is descriptive in nature. The researcher used random sample techniques to collect the data. The findings reveal that mobile applications differ with the quality of service rendered by Gpay and Phonepe. The researcher suggest the Phonepe application should focus on implementing the application should be user friendly interface and Gpay on motivating the users to feel the importance of request for money and modes of payments in the application.
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOIAEME Publication
The prototype of a voice-based ATM for visually impaired using Arduino is to help people who are blind. This uses RFID cards which contain users fingerprint encrypted on it and interacts with the users through voice commands. ATM operates when sensor detects the presence of one person in the cabin. After scanning the RFID card, it will ask to select the mode like –normal or blind. User can select the respective mode through voice input, if blind mode is selected the balance check or cash withdraw can be done through voice input. Normal mode procedure is same as the existing ATM.
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IAEME Publication
There is increasing acceptability of emotional intelligence as a major factor in personality assessment and effective human resource management. Emotional intelligence as the ability to build capacity, empathize, co-operate, motivate and develop others cannot be divorced from both effective performance and human resource management systems. The human person is crucial in defining organizational leadership and fortunes in terms of challenges and opportunities and walking across both multinational and bilateral relationships. The growing complexity of the business world requires a great deal of self-confidence, integrity, communication, conflict and diversity management to keep the global enterprise within the paths of productivity and sustainability. Using the exploratory research design and 255 participants the result of this original study indicates strong positive correlation between emotional intelligence and effective human resource management. The paper offers suggestions on further studies between emotional intelligence and human capital development and recommends for conflict management as an integral part of effective human resource management.
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYIAEME Publication
Our life journey, in general, is closely defined by the way we understand the meaning of why we coexist and deal with its challenges. As we develop the "inspiration economy", we could say that nearly all of the challenges we have faced are opportunities that help us to discover the rest of our journey. In this note paper, we explore how being faced with the opportunity of being a close carer for an aging parent with dementia brought intangible discoveries that changed our insight of the meaning of the rest of our life journey.
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...IAEME Publication
The main objective of this study is to analyze the impact of aspects of Organizational Culture on the Effectiveness of the Performance Management System (PMS) in the Health Care Organization at Thanjavur. Organizational Culture and PMS play a crucial role in present-day organizations in achieving their objectives. PMS needs employees’ cooperation to achieve its intended objectives. Employees' cooperation depends upon the organization’s culture. The present study uses exploratory research to examine the relationship between the Organization's culture and the Effectiveness of the Performance Management System. The study uses a Structured Questionnaire to collect the primary data. For this study, Thirty-six non-clinical employees were selected from twelve randomly selected Health Care organizations at Thanjavur. Thirty-two fully completed questionnaires were received.
Living in 21st century in itself reminds all of us the necessity of police and its administration. As more and more we are entering into the modern society and culture, the more we require the services of the so called ‘Khaki Worthy’ men i.e., the police personnel. Whether we talk of Indian police or the other nation’s police, they all have the same recognition as they have in India. But as already mentioned, their services and requirements are different after the like 26th November, 2008 incidents, where they without saving their own lives has sacrificed themselves without any hitch and without caring about their respective family members and wards. In other words, they are like our heroes and mentors who can guide us from the darkness of fear, militancy, corruption and other dark sides of life and so on. Now the question arises, if Gandhi would have been alive today, what would have been his reaction/opinion to the police and its functioning? Would he have some thing different in his mind now what he had been in his mind before the partition or would he be going to start some Satyagraha in the form of some improvement in the functioning of the police administration? Really these questions or rather night mares can come to any one’s mind, when there is too much confusion is prevailing in our minds, when there is too much corruption in the society and when the polices working is also in the questioning because of one or the other case throughout the India. It is matter of great concern that we have to thing over our administration and our practical approach because the police personals are also like us, they are part and parcel of our society and among one of us, so why we all are pin pointing towards them.
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...IAEME Publication
The goal of this study was to see how talent management affected employee retention in the selected IT organizations in Chennai. The fundamental issue was the difficulty to attract, hire, and retain talented personnel who perform well and the gap between supply and demand of talent acquisition and retaining them within the firms. The study's main goals were to determine the impact of talent management on employee retention in IT companies in Chennai, investigate talent management strategies that IT companies could use to improve talent acquisition, performance management, career planning and formulate retention strategies that the IT firms could use. The respondents were given a structured close-ended questionnaire with the 5 Point Likert Scale as part of the study's quantitative research design. The target population consisted of 289 IT professionals. The questionnaires were distributed and collected by the researcher directly. The Statistical Package for Social Sciences (SPSS) was used to collect and analyse the questionnaire responses. Hypotheses that were formulated for the various areas of the study were tested using a variety of statistical tests. The key findings of the study suggested that talent management had an impact on employee retention. The studies also found that there is a clear link between the implementation of talent management and retention measures. Management should provide enough training and development for employees, clarify job responsibilities, provide adequate remuneration packages, and recognise employees for exceptional performance.
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...IAEME Publication
Globally, Millions of dollars were spent by the organizations for employing skilled Information Technology (IT) professionals. It is costly to replace unskilled employees with IT professionals possessing technical skills and competencies that aid in interconnecting the business processes. The organization’s employment tactics were forced to alter by globalization along with technological innovations as they consistently diminish to remain lean, outsource to concentrate on core competencies along with restructuring/reallocate personnel to gather efficiency. As other jobs, organizations or professions have become reasonably more appropriate in a shifting employment landscape, the above alterations trigger both involuntary as well as voluntary turnover. The employee view on jobs is also afflicted by the COVID-19 pandemic along with the employee-driven labour market. So, having effective strategies is necessary to tackle the withdrawal rate of employees. By associating Emotional Intelligence (EI) along with Talent Management (TM) in the IT industry, the rise in attrition rate was analyzed in this study. Only 303 respondents were collected out of 350 participants to whom questionnaires were distributed. From the employees of IT organizations located in Bangalore (India), the data were congregated. A simple random sampling methodology was employed to congregate data as of the respondents. Generating the hypothesis along with testing is eventuated. The effect of EI and TM along with regression analysis between TM and EI was analyzed. The outcomes indicated that employee and Organizational Performance (OP) were elevated by effective EI along with TM.
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...IAEME Publication
By implementing talent management strategy, organizations would have the option to retain their skilled professionals while additionally working on their overall performance. It is the course of appropriately utilizing the ideal individuals, setting them up for future top positions, exploring and dealing with their performance, and holding them back from leaving the organization. It is employee performance that determines the success of every organization. The firm quickly obtains an upper hand over its rivals in the event that its employees having particular skills that cannot be duplicated by the competitors. Thus, firms are centred on creating successful talent management practices and processes to deal with the unique human resources. Firms are additionally endeavouring to keep their top/key staff since on the off chance that they leave; the whole store of information leaves the firm's hands. The study's objective was to determine the impact of talent management on organizational performance among the selected IT organizations in Chennai. The study recommends that talent management limitedly affects performance. On the off chance that this talent is appropriately management and implemented properly, organizations might benefit as much as possible from their maintained assets to support development and productivity, both monetarily and non-monetarily.
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...IAEME Publication
Banking regulations act of India, 1949 defines banking as “acceptance of deposits for the purpose of lending or investment from the public, repayment on demand or otherwise and withdrawable through cheques, drafts order or otherwise”, the major participants of the Indian financial system are commercial banks, the financial institution encompassing term lending institutions. Investments institutions, specialized financial institution and the state level development banks, non banking financial companies (NBFC) and other market intermediaries such has the stock brokers and money lenders are among the oldest of the certain variants of NBFC and the oldest market participants. The asset quality of banks is one of the most important indicators of their financial health. The Indian banking sector has been facing severe problems of increasing Non- Performing Assets (NPAs). The NPAs growth directly and indirectly affects the quality of assets and profitability of banks. It also shows the efficiency of banks credit risk management and the recovery effectiveness. NPA do not generate any income, whereas, the bank is required to make provisions for such as assets that why is a double edge weapon. This paper outlines the concept of quality of bank loans of different types like Housing, Agriculture and MSME loans in state Haryana of selected public and private sector banks. This study is highlighting problems associated with the role of commercial bank in financing Small and Medium Scale Enterprises (SME). The overall objective of the research was to assess the effect of the financing provisions existing for the setting up and operations of MSMEs in the country and to generate recommendations for more robust financing mechanisms for successful operation of the MSMEs, in turn understanding the impact of MSME loans on financial institutions due to NPA. There are many research conducted on the topic of Non- Performing Assets (NPA) Management, concerning particular bank, comparative study of public and private banks etc. In this paper the researcher is considering the aggregate data of selected public sector and private sector banks and attempts to compare the NPA of Housing, Agriculture and MSME loans in state Haryana of public and private sector banks. The tools used in the study are average and Anova test and variance. The findings reveal that NPA is common problem for both public and private sector banks and is associated with all types of loans either that is housing loans, agriculture loans and loans to SMES. NPAs of both public and private sector banks show the increasing trend. In 2010-11 GNPA of public and private sector were at same level it was 2% but after 2010-11 it increased in many fold and at present there is GNPA in some more than 15%. It shows the dark area of Indian banking sector.
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...IAEME Publication
An experiment conducted in this study found that BaSO4 changed Nylon 6's mechanical properties. By changing the weight ratios, BaSO4 was used to make Nylon 6. This Researcher looked into how hard Nylon-6/BaSO4 composites are and how well they wear. Experiments were done based on Taguchi design L9. Nylon-6/BaSO4 composites can be tested for their hardness number using a Rockwell hardness testing apparatus. On Nylon/BaSO4, the wear behavior was measured by a wear monitor, pinon-disc friction by varying reinforcement, sliding speed, and sliding distance, and the microstructure of the crack surfaces was observed by SEM. This study provides significant contributions to ultimate strength by increasing BaSO4 content up to 16% in the composites, and sliding speed contributes 72.45% to the wear rate
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...IAEME Publication
The majority of the population in India lives in villages. The village is the back bone of the country. Village or rural industries play an important role in the national economy, particularly in the rural development. Developing the rural economy is one of the key indicators towards a country’s success. Whether it be the need to look after the welfare of the farmers or invest in rural infrastructure, Governments have to ensure that rural development isn’t compromised. The economic development of our country largely depends on the progress of rural areas and the standard of living of rural masses. Village or rural industries play an important role in the national economy, particularly in the rural development. Rural entrepreneurship is based on stimulating local entrepreneurial talent and the subsequent growth of indigenous enterprises. It recognizes opportunity in the rural areas and accelerates a unique blend of resources either inside or outside of agriculture. Rural entrepreneurship brings an economic value to the rural sector by creating new methods of production, new markets, new products and generate employment opportunities thereby ensuring continuous rural development. Social Entrepreneurship has the direct and primary objective of serving the society along with the earning profits. So, social entrepreneurship is different from the economic entrepreneurship as its basic objective is not to earn profits but for providing innovative solutions to meet the society needs which are not taken care by majority of the entrepreneurs as they are in the business for profit making as a sole objective. So, the Social Entrepreneurs have the huge growth potential particularly in the developing countries like India where we have huge societal disparities in terms of the financial positions of the population. Still 22 percent of the Indian population is below the poverty line and also there is disparity among the rural & urban population in terms of families living under BPL. 25.7 percent of the rural population & 13.7 percent of the urban population is under BPL which clearly shows the disparity of the poor people in the rural and urban areas. The need to develop social entrepreneurship in agriculture is dictated by a large number of social problems. Such problems include low living standards, unemployment, and social tension. The reasons that led to the emergence of the practice of social entrepreneurship are the above factors. The research problem lays upon disclosing the importance of role of social entrepreneurship in rural development of India. The paper the tendencies of social entrepreneurship in India, to present successful examples of such business for providing recommendations how to improve situation in rural areas in terms of social entrepreneurship development. Indian government has made some steps towards development of social enterprises, social entrepreneurship, and social in- novation, but a lot remains to be improved.
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...IAEME Publication
Distribution system is a critical link between the electric power distributor and the consumers. Most of the distribution networks commonly used by the electric utility is the radial distribution network. However in this type of network, it has technical issues such as enormous power losses which affect the quality of the supply. Nowadays, the introduction of Distributed Generation (DG) units in the system help improve and support the voltage profile of the network as well as the performance of the system components through power loss mitigation. In this study network reconfiguration was done using two meta-heuristic algorithms Particle Swarm Optimization and Gravitational Search Algorithm (PSO-GSA) to enhance power quality and voltage profile in the system when simultaneously applied with the DG units. Backward/Forward Sweep Method was used in the load flow analysis and simulated using the MATLAB program. Five cases were considered in the Reconfiguration based on the contribution of DG units. The proposed method was tested using IEEE 33 bus system. Based on the results, there was a voltage profile improvement in the system from 0.9038 p.u. to 0.9594 p.u.. The integration of DG in the network also reduced power losses from 210.98 kW to 69.3963 kW. Simulated results are drawn to show the performance of each case.
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...IAEME Publication
Manufacturing industries have witnessed an outburst in productivity. For productivity improvement manufacturing industries are taking various initiatives by using lean tools and techniques. However, in different manufacturing industries, frugal approach is applied in product design and services as a tool for improvement. Frugal approach contributed to prove less is more and seems indirectly contributing to improve productivity. Hence, there is need to understand status of frugal approach application in manufacturing industries. All manufacturing industries are trying hard and putting continuous efforts for competitive existence. For productivity improvements, manufacturing industries are coming up with different effective and efficient solutions in manufacturing processes and operations. To overcome current challenges, manufacturing industries have started using frugal approach in product design and services. For this study, methodology adopted with both primary and secondary sources of data. For primary source interview and observation technique is used and for secondary source review has done based on available literatures in website, printed magazines, manual etc. An attempt has made for understanding application of frugal approach with the study of manufacturing industry project. Manufacturing industry selected for this project study is Mahindra and Mahindra Ltd. This paper will help researcher to find the connections between the two concepts productivity improvement and frugal approach. This paper will help to understand significance of frugal approach for productivity improvement in manufacturing industry. This will also help to understand current scenario of frugal approach in manufacturing industry. In manufacturing industries various process are involved to deliver the final product. In the process of converting input in to output through manufacturing process productivity plays very critical role. Hence this study will help to evolve status of frugal approach in productivity improvement programme. The notion of frugal can be viewed as an approach towards productivity improvement in manufacturing industries.
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTIAEME Publication
In this paper, we investigated a queuing model of fuzzy environment-based a multiple channel queuing model (M/M/C) ( /FCFS) and study its performance under realistic conditions. It applies a nonagonal fuzzy number to analyse the relevant performance of a multiple channel queuing model (M/M/C) ( /FCFS). Based on the sub interval average ranking method for nonagonal fuzzy number, we convert fuzzy number to crisp one. Numerical results reveal that the efficiency of this method. Intuitively, the fuzzy environment adapts well to a multiple channel queuing models (M/M/C) ( /FCFS) are very well.
"Boiler Feed Pump (BFP): Working, Applications, Advantages, and Limitations E...Infopitaara
A Boiler Feed Pump (BFP) is a critical component in thermal power plants. It supplies high-pressure water (feedwater) to the boiler, ensuring continuous steam generation.
⚙️ How a Boiler Feed Pump Works
Water Collection:
Feedwater is collected from the deaerator or feedwater tank.
Pressurization:
The pump increases water pressure using multiple impellers/stages in centrifugal types.
Discharge to Boiler:
Pressurized water is then supplied to the boiler drum or economizer section, depending on design.
🌀 Types of Boiler Feed Pumps
Centrifugal Pumps (most common):
Multistage for higher pressure.
Used in large thermal power stations.
Positive Displacement Pumps (less common):
For smaller or specific applications.
Precise flow control but less efficient for large volumes.
🛠️ Key Operations and Controls
Recirculation Line: Protects the pump from overheating at low flow.
Throttle Valve: Regulates flow based on boiler demand.
Control System: Often automated via DCS/PLC for variable load conditions.
Sealing & Cooling Systems: Prevent leakage and maintain pump health.
⚠️ Common BFP Issues
Cavitation due to low NPSH (Net Positive Suction Head).
Seal or bearing failure.
Overheating from improper flow or recirculation.
its all about Artificial Intelligence(Ai) and Machine Learning and not on advanced level you can study before the exam or can check for some information on Ai for project
The Fluke 925 is a vane anemometer, a handheld device designed to measure wind speed, air flow (volume), and temperature. It features a separate sensor and display unit, allowing greater flexibility and ease of use in tight or hard-to-reach spaces. The Fluke 925 is particularly suitable for HVAC (heating, ventilation, and air conditioning) maintenance in both residential and commercial buildings, offering a durable and cost-effective solution for routine airflow diagnostics.
How to use nRF24L01 module with ArduinoCircuitDigest
Learn how to wirelessly transmit sensor data using nRF24L01 and Arduino Uno. A simple project demonstrating real-time communication with DHT11 and OLED display.
Analysis of reinforced concrete deep beam is based on simplified approximate method due to the complexity of the exact analysis. The complexity is due to a number of parameters affecting its response. To evaluate some of this parameters, finite element study of the structural behavior of the reinforced self-compacting concrete deep beam was carried out using Abaqus finite element modeling tool. The model was validated against experimental data from the literature. The parametric effects of varied concrete compressive strength, vertical web reinforcement ratio and horizontal web reinforcement ratio on the beam were tested on eight (8) different specimens under four points loads. The results of the validation work showed good agreement with the experimental studies. The parametric study revealed that the concrete compressive strength most significantly influenced the specimens’ response with the average of 41.1% and 49 % increment in the diagonal cracking and ultimate load respectively due to doubling of concrete compressive strength. Although the increase in horizontal web reinforcement ratio from 0.31 % to 0.63 % lead to average of 6.24 % increment on the diagonal cracking load, it does not influence the ultimate strength and the load-deflection response of the beams. Similar variation in vertical web reinforcement ratio leads to an average of 2.4 % and 15 % increment in cracking and ultimate load respectively with no appreciable effect on the load-deflection response.
Raish Khanji GTU 8th sem Internship Report.pdfRaishKhanji
This report details the practical experiences gained during an internship at Indo German Tool
Room, Ahmedabad. The internship provided hands-on training in various manufacturing technologies, encompassing both conventional and advanced techniques. Significant emphasis was placed on machining processes, including operation and fundamental
understanding of lathe and milling machines. Furthermore, the internship incorporated
modern welding technology, notably through the application of an Augmented Reality (AR)
simulator, offering a safe and effective environment for skill development. Exposure to
industrial automation was achieved through practical exercises in Programmable Logic Controllers (PLCs) using Siemens TIA software and direct operation of industrial robots
utilizing teach pendants. The principles and practical aspects of Computer Numerical Control
(CNC) technology were also explored. Complementing these manufacturing processes, the
internship included extensive application of SolidWorks software for design and modeling tasks. This comprehensive practical training has provided a foundational understanding of
key aspects of modern manufacturing and design, enhancing the technical proficiency and readiness for future engineering endeavors.
"Feed Water Heaters in Thermal Power Plants: Types, Working, and Efficiency G...Infopitaara
A feed water heater is a device used in power plants to preheat water before it enters the boiler. It plays a critical role in improving the overall efficiency of the power generation process, especially in thermal power plants.
🔧 Function of a Feed Water Heater:
It uses steam extracted from the turbine to preheat the feed water.
This reduces the fuel required to convert water into steam in the boiler.
It supports Regenerative Rankine Cycle, increasing plant efficiency.
🔍 Types of Feed Water Heaters:
Open Feed Water Heater (Direct Contact)
Steam and water come into direct contact.
Mixing occurs, and heat is transferred directly.
Common in low-pressure stages.
Closed Feed Water Heater (Surface Type)
Steam and water are separated by tubes.
Heat is transferred through tube walls.
Common in high-pressure systems.
⚙️ Advantages:
Improves thermal efficiency.
Reduces fuel consumption.
Lowers thermal stress on boiler components.
Minimizes corrosion by removing dissolved gases.
ADVXAI IN MALWARE ANALYSIS FRAMEWORK: BALANCING EXPLAINABILITY WITH SECURITYijscai
With the increased use of Artificial Intelligence (AI) in malware analysis there is also an increased need to
understand the decisions models make when identifying malicious artifacts. Explainable AI (XAI) becomes
the answer to interpreting the decision-making process that AI malware analysis models use to determine
malicious benign samples to gain trust that in a production environment, the system is able to catch
malware. With any cyber innovation brings a new set of challenges and literature soon came out about XAI
as a new attack vector. Adversarial XAI (AdvXAI) is a relatively new concept but with AI applications in
many sectors, it is crucial to quickly respond to the attack surface that it creates. This paper seeks to
conceptualize a theoretical framework focused on addressing AdvXAI in malware analysis in an effort to
balance explainability with security. Following this framework, designing a machine with an AI malware
detection and analysis model will ensure that it can effectively analyze malware, explain how it came to its
decision, and be built securely to avoid adversarial attacks and manipulations. The framework focuses on
choosing malware datasets to train the model, choosing the AI model, choosing an XAI technique,
implementing AdvXAI defensive measures, and continually evaluating the model. This framework will
significantly contribute to automated malware detection and XAI efforts allowing for secure systems that
are resilient to adversarial attacks.
This paper proposes a shoulder inverse kinematics (IK) technique. Shoulder complex is comprised of the sternum, clavicle, ribs, scapula, humerus, and four joints.