A bio-inspired AlexNet-DrpXLm architype for an effective brain stroke lesion detection and classification Sunil Babu Melingi, Ramesh Kumar Mojjada, Vanga Karunakar Reddy, Ch. V. M. S. N. Pavan Kumar, K. Ashok Kumar Concurrency and Computation Practice and Experience, 2022 In this article, a bio‐inspired AlexNet‐DrpXLm architype is proposed for an effective brain stroke lesion detection and classification within a short period. Here, the input CT image datasets are collected from Himalayan Institute of Medical Sciences, then the images are preprocessed to take away the noises and also enhance the quality of the images. After that, the input images are trained and the features are extracted with the help of AlexNet model, and then classified as the brain images of normal and abnormal. The last three layers of the AlexNet model are replaced with the dropout extreme learning machine (DrpXLM) classifier to classify the images in efficient manner. The DrpXLM weight parameters are tuned by improved dolphin swarm optimization algorithm. The proposed method attains higher accuracy 99.54%, high precision 90.43%, high F‐score 89.40%, higher specificity 93.56%, higher sensitivity 93.56%, lower computational time 0.02 s, and the proposed method is compared to the existing methods, like random decision forest with gravitational search algorithm, hybrid native Bayes and sample weighted with random forest classification algorithm, and random forest with fractional‐order Darwinian particle swarm optimization.
Dual-band Micro-Strip Antenna using Split Ring Resonators for ISM Bands Venkataramanan C, Sarojini R, Porchelvi N, Pavan Kumar VMSN, Ramalingam S Proceedings International Conference on Augmented Intelligence and Sustainable Systems Icaiss 2022, 2022 The new generation of communication devices integrated more than one standard into a single system. When the frequency band of the antenna increases, it leads to an increase in antenna complexity. The primary purpose of this dual-band antenna is to achieve a smaller size, enhanced bandwidth and good gain. Initially, the general design equations and parameters are used to design the conventional patch antenna for 2.4 GHz; further, simple modifications (i.e. using slots and split rings) are included in the patch as well as ground to operate the antenna in dual-band mode. ANSYS High-Frequency Structure Simulator software (HFSS) is used to design and assess the proposed antenna for performance evaluation. The Return Loss of the suggested pattern at 2.45 GHz is −22.0729 dB and at 5.8 GHz is −27.4999 dB, whereas VSWR values are 1.17 and 1.08. The maximum gain at the 5.8 GHz band and 2.45 GHz band is found to be 6.511 dB and 3.219 dB, which is good for superior WLAN coverage and other IS M band applications.
Performance Measures of Spatially Multiplexed MIMO-OFDM System using Different Modulation Techniques Purna Satish A, Tejaswini A, Pavan Kumar Ch, Ashraf A, Akash K, et al. 2022 2nd International Conference on Advances in Electrical Computing Communication and Sustainable Technologies Icaect 2022, 2022 Multiple input multiple output (MIMO) systems employ more than one antenna at each of the two ends of the communication link and may transport at least two data streams over a single channel without requiring additional transmission capacity or power. In order to construct a stable communication stream, the receiving side should often have more antennas than the broadcasting side. Because of their better presentation abilities, MIMO frameworks have quickly gained popularity over the last decade. However, multi-stream interference and inter-symbol interference are encountered in spatially multiplexed MIMO systems as a result of the remote channel’s time-dispersive characteristics. To provide dependable and reliable communication, the influence of interference must be appropriately limited at the recipient. In order to counteract interference in spatially multiplexed wireless channels, orthogonal frequency division multiplexing (OFDM) is usually used. The study found that combining MIMO and OFDM delivers higher productivity, unwavering quality, gain, and information rate, and that it is an appealing air-interface suggestion for next-generation WLAN and WMANs. As a result, a spatially multiplexed MIMO-OFDM system was developed in this study, and performance measures such as bit error rate and bit energy to noise ratio were investigated using various modulation methods. At the receiver, the proposed method uses a zero forcing equalizer to spatially de-multiplex the data.
Dynamic allocation of spectrum in hybrid access cognitive femtocell networks with practical spectrum sensing International Journal of Advanced Science and Technology, 2019
A review on 3GPP femtocell networks and its technical challenges CH. V. M. S. N. Pavan Kumar, S. Tamilselvan Indian Journal of Science and Technology, 2016 Background/Objective: The demand for the data traffic is exponentially increasing day to day because of the proliferation of smart phones, tablets and internet-connected devices. To meet this requirements network operators has to dramatically increase their network capacities. Methods: One of the possible ways to increase the system capacity is bringing the transmitter and receiver nearer to each other. It gives dual benefits higher quality and spectrum efficiency. Findings: The cost effective solution is installing the low power nodes instead of traditional high power macro base stations. Examples of these low power nodes are microcells, picocells, femtocells and distributed antenna systems. The network, which consists of different power nodes, architectures, and protocols is called Heterogeneous network. To overcome the indoor coverage and increased system capacity femtocells also called low power base stations are selected by the researchers as the suitable solution. In this paper we overview the femtocell deployment scenarios, access modes, and technical challenges briefly. Improvements: This paper gives the details about solutions available in the literature and gives future research directions to solve the technical challenges faced by femtocells.
RECENT SCHOLAR PUBLICATIONS
Optimization driven spike deep belief neural network classifier: a deep-learning based multichannel spike sorting neural signal processor (nsp) module for high-channel-count … VK Reddy, SB Melingi, CVP Kumar, KA Kumar, RK Mojjada Artificial Intelligence Review 56 (Suppl 2), 2207-2233 , 2023 2023 Citations: 8
Automatic Recognition of Lung Tumor Using Convolutional Neural Networks HD Praveena, CVP Kumar, A Rajani, P Bharathi Cardiometry, 302-308 , 2023 2023
A bio-inspired AlexNet-DrpXLm architype for an effective brain stroke lesion detection and classification KAK Sunil Babu Melingi, Ramesh Kumar Mojjada, Vanga Karunakar Reddy, Ch. V ... Concurrency Computation Practice and Experience, 1-18 , 2022 2022 Citations: 5
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DYNAMIC ALLOCATION OF SPECTRUM IN HYBRID ACCESS COGNITIVE FEMTOCELL NETWORKS WITH PRACTICAL SPECTRUM SENSING ST Ch.V.M.S.N.Pavan Kumar, P.V.Ramana, B.Senthil Kumar International Journal of Advanced Science and Technology 28 (19), 151-160 , 2019 2019
Design, Simulation and Testing of Digital Beacon Receiver using Ads Software KCVMSNP Revathi.V., Parvathi. P., Hemachandra. G. i-manager’s Journal on Communication Engineering and Systems 7 (3), 16-27 , 2018 2018
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Multifunctional operation and application of GPS RB Rustamov, AM Hashimov BoD–Books on Demand , 2018 2018 Citations: 45
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High Density Impulse Noise Removal using Trimmed Global Mean CVMSNPK H.D.Praveena, K.Sudha, V.Navya Journal of Advanced Research in Dynamical and Control Systems 9 (14), 780-789 , 2017 2017
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A review on 3GPP femtocell networks and its technical challenges CHVP Kumar, S Tamilselvan Indian J. Sci. Technol. 9 (16) , 2016 2016 Citations: 5
Interference mitigation in femtocell networks by efficient frequency reuse P Prabhakaran, CVP Kumar, S Tamilselvan International Journal of Knowledge Engineering and Soft Data Paradigms 5 (3 … , 2016 2016
Design, Analysis and FPGA Implementation of N Bit Vedic Multiplier Based on Different Adder Architectures CHVMSNPK S.Tamilselvan, V.Anil Kumar, V.Kamalkannan International Journal of Advanced Research in Computer and Communication … , 2015 2015 Citations: 4
REGION OF INTEREST MEDICAL IMAGE COMPRESSION USING SET PARTITIONING IN HIERARCHICAL TREES [J] VA Kumar, VPK Ch 2015 Citations: 1
Development of a Method for Wavelet Multispectral Analysis to Weather Forecasting DAPK D. Bullibabu, Ch.V.M.S.N. Pavan Kumar International Journal on Recent and Innovation Trends in Computing and … , 2014 2014
MOST CITED SCHOLAR PUBLICATIONS
Multifunctional operation and application of GPS RB Rustamov, AM Hashimov BoD–Books on Demand , 2018 2018 Citations: 45
Optimization driven spike deep belief neural network classifier: a deep-learning based multichannel spike sorting neural signal processor (nsp) module for high-channel-count … VK Reddy, SB Melingi, CVP Kumar, KA Kumar, RK Mojjada Artificial Intelligence Review 56 (Suppl 2), 2207-2233 , 2023 2023 Citations: 8
Reconfigurable Tri-band Planar Monopole Antenna for LTE and WiMAX Applications using FR4 Material GGP Ch.V.M.S.N.Pavan Kumar, Senthil Kumar B, V Mounika Reddy Materials Today: Proceedings 39 (1), 513-519 , 2021 2021 Citations: 7
A bio-inspired AlexNet-DrpXLm architype for an effective brain stroke lesion detection and classification KAK Sunil Babu Melingi, Ramesh Kumar Mojjada, Vanga Karunakar Reddy, Ch. V ... Concurrency Computation Practice and Experience, 1-18 , 2022 2022 Citations: 5
A review on 3GPP femtocell networks and its technical challenges CHVP Kumar, S Tamilselvan Indian J. Sci. Technol. 9 (16) , 2016 2016 Citations: 5
Design, Analysis and FPGA Implementation of N Bit Vedic Multiplier Based on Different Adder Architectures CHVMSNPK S.Tamilselvan, V.Anil Kumar, V.Kamalkannan International Journal of Advanced Research in Computer and Communication … , 2015 2015 Citations: 4
Review on Sparse-Based Multipath Estimation and Mitigation: Intense Solution to Counteract the Effects GA Elango, BS Kumar Multifunctional Operation and Application of GPS, 1 , 2018 2018 Citations: 2
REGION OF INTEREST MEDICAL IMAGE COMPRESSION USING SET PARTITIONING IN HIERARCHICAL TREES [J] VA Kumar, VPK Ch 2015 Citations: 1
Automatic Recognition of Lung Tumor Using Convolutional Neural Networks HD Praveena, CVP Kumar, A Rajani, P Bharathi Cardiometry, 302-308 , 2023 2023
Non-Dominated Sorting Particle Swarm Optimization (NSPSO) for Multi-Channel Cooperative Spectrum Sensing in Heterogeneous Green CRNs CVMSNPK Senthil Kumar Babu International Journal of Advanced Intelligence Paradigms 18 (1), 25-45 , 2021 2021
Road Irregularities Detection and Driver Alert System GAE B.Senthil Kumar, VMSN Pavan Kumar Ch, N. Ashokkumar Journal of University of Shanghai for Science and Technology 22 (11), 860-866 , 2020 2020
Optimial decoder architecture for polar codes using belief propagation technique VMSNPKC K. Haneesha Journal of Emerging Technologies and Innovative Research 6 (5), 35-41 , 2019 2019
DYNAMIC ALLOCATION OF SPECTRUM IN HYBRID ACCESS COGNITIVE FEMTOCELL NETWORKS WITH PRACTICAL SPECTRUM SENSING ST Ch.V.M.S.N.Pavan Kumar, P.V.Ramana, B.Senthil Kumar International Journal of Advanced Science and Technology 28 (19), 151-160 , 2019 2019
Design, Simulation and Testing of Digital Beacon Receiver using Ads Software KCVMSNP Revathi.V., Parvathi. P., Hemachandra. G. i-manager’s Journal on Communication Engineering and Systems 7 (3), 16-27 , 2018 2018
A Game Theory Based Approach for Dynamic Spectrum Allocation in Hybrid Access Cognitive Femtocell Network CV Kumar, S Tamilselvan Journal of Computational and Theoretical Nanoscience 15 (6-7), 2092-2098 , 2018 2018
High Density Impulse Noise Removal using Trimmed Global Mean CVMSNPK H.D.Praveena, K.Sudha, V.Navya Journal of Advanced Research in Dynamical and Control Systems 9 (14), 780-789 , 2017 2017
Paraunitary Filter Bank Based Spectrum Sensing To Avoid Interference in Macro-Femto Cellular Networks ST Ch.V.M.S.N.Pavan Kumar Journal of Advanced Research in Dynamical and Control Systems 9 (12) , 2017 2017
Performance Comparison of Paraunitary Analysis Filter Bank Based Spectrum Sensing Technique over Multipath Channels ST Ch.V.M.S.N.Pavan Kumar Indian Journal of Science and Technology 10 (1) , 2017 2017
Interference mitigation in femtocell networks by efficient frequency reuse P Prabhakaran, CVP Kumar, S Tamilselvan International Journal of Knowledge Engineering and Soft Data Paradigms 5 (3 … , 2016 2016
Development of a Method for Wavelet Multispectral Analysis to Weather Forecasting DAPK D. Bullibabu, Ch.V.M.S.N. Pavan Kumar International Journal on Recent and Innovation Trends in Computing and … , 2014 2014