Dr Harikumar R – Bannari Amman Institute of Technology

Experience Type	Organization	Date of Joining	To	Total Experience
Engineering	BIT-Sathy	01.09.2006
Research	Thiagarajar Colllege of Engineering	21.01.2004	30.08.2006	2 Year(s) & 7 Month(s)
Engineering	Amrita Institute of Technology	15.11.2001	20.01.2004	2 Year(s) & 2 Month(s)
Engineering	PSG College of Technology Coimbatore	24.11.2000	13.11.2001	0 Year(s) & 11 Month(s)
Engineering	PSNA College of Engg and Tech Dindigul	02.07.1990	22.11.2000	10 Year(s) & 3 Month(s)

Degree	Specialization	Institute	University	Year of Passing
B E	ECE	Regional Engineering College Trichy	Bharathidasan University, Tirchy	1988
M E	Applied Electronics	COLLEGE OF ENGG	Anna University, Chennai	1990
Ph.D	Bio signal Processing	THIAGARAJAR COLLEGE OF ENGG	Anna University, Chennai	2009

Harikumar Rajaguru ,Sannasi Chakravarthy S R Efficient Denoising Framework for Mammogram Images with a New Impulse Detector and Non-Local Means Asian Pacific Journal of Cancer Prevention 21 1 179 – 183 JAN 2020

N. Bharanidharan Modified Grey Wolf Randomized Optimization in Dementia Classification Using MRI Images IETE Journal of Research https://doi.org/10.1080/03772063.2020.1715852 – JAN 2020

N. Bharanidharan, Harikumar Rajaguru Improved chicken swarm optimization to classify dementia MRI images using a novel controlled randomness optimization algorithm International Journal of Imaging syatems and technology DOI: 10.1002/ima.22402 – FEB 2020

K. Nirmalakumari, Haikumar Rajaguru, P. Rajkumar Performance analysis of classifiers for colon cancer detection from dimensionality reduced microarray gene data International Journal of Imaging Systems and Technology Early view 1 – 20 MAR 2020

Harikumar Rajaguru, Sunil Kumar Prabhakar PPG Signal Analysis for Cardiovascular Patient Using Correlation Dimension and Hilbert Transform Based Classification New Trends in Computational Vision and Bio-inspired Computing 220 5 – SEP 2020

Dr S.N.Shivappriya, Mr T Gowrishankar Identification of Cardiac Arrhythmia Using ECG Signal Based ANFIS Classifier TierÃ¤rztliche Praxis 40 89 – SEP 2020

Sunil Kumar Prabhakar, Harikumar Rajaguru , Sun-Hee Kim Fuzzy-Inspired Photoplethysmography Signal Classification with Bio-Inspired Optimization for Analyzing Cardiovascular Disorders, Diagnostics Diagnostics 10.3390/diagnostics10100763 – SEP 2020

Sunil Kumar Prabhakar, Harikumar Rajaguru, and Sun-Hee Kim An Amalgamated Approach to Bi level Feature Selection Techniques Utilizing Soft Computing Methods for Classifying Colon Cancer BioMed Research International 2020 10.1155/2020/8427574 – OCT 2020

Bharanidharan N, Rajaguru H. Dementia MRI image classification using transformation technique based on elephant herding optimization with Randomized Adam method for updating the hyper-parameters Int J Imaging Syst Technol 1-25 – OCT 2020

Sunil Kumar Prabhakar, Harikumar Rajaguru, and Sun-Hee Kim Schizophrenia EEG Signal Classification Based on Swarm Intelligence Computing Computational Intelligence and Neuroscience 2020 8853835 – NOV 2020

Sunil Kumar Prabhakar, Harikumar Rajaguru Alcoholic EEG signal classification with Correlation Dimension based distance metrics approach and Modified Adaboost classification 6 12 – DEC 2020

Kavin Mullai Kalki Chaotic-Based Big Bang Big Crunch Algorithm (CBCA) for Energy Management System of Hybrid Isolated Micro-grid Energy Sources, Part A: Recovery, Utilization, and Environmental Effects 12 – DEC 2020

S. K. Prabhakar, H. Rajaguru and S. Lee A Framework for Schizophrenia EEG Signal Classification With Nature Inspired Optimization Algorithms IEEE Access 8 2020 – MAR 2020

Gowthami, S., Harikumar, R Conventional neural network for blind image blur correction using latent semantics Soft Computing 3 – MAR 2020

Harikumar Rajaguru, Sanjai Khan N, Vinitha Krishnamoorthy Performance Analysis of Classifiers in Identifying NREM Sleep and Awaken Stages from EEG Signals International Journal of Recent Technology and Engineering (IJRTE) 8 6 – MAR 2020

J.Poornimasre,DR.R.Harikumar A Study On Test Pattern Generation Using Arithmetic Approach For Iscas 85 Benchmark Circuits IJSTR 9 5 152 – 155 MAY 2020

Sannasi Chakravarthy S R, Harikumar Rajaguru Lung Cancer Detection using Probabilistic Neural Network with modified Crow-Search Algorithm Asian Pacific Journal of Cancer Prevention 20 7 2159 – 2166 JUL 2019

Harikumar Rajaguru Insight to mutual information and Matrix factorization with linear Neural networks for epilepsy Classification from EEG signals International Journal of Mechanical Engineering and Technology 10 01 – JAN 2019

Harikumar Rajaguru Wavelet Transform Analysis (Haar and Sym8) For Epilepsy Classification With Soft Discriminant Classifier International Journal of Mechanical Engineering and Technology 10 02 – FEB 2019

Sannasi Chakravarthy S R, Harikumar Rajaguru Impulse Noise Removal in Mammograms using Bi-Dimensional Empirical Mode Decomposition and Fast Adaptive Bilateral Filter International Journal of Recent Technology and Engineering (IJRTE) 8 2 674 – 678 JUL 2019

Harikumar Rajaguru, Monish Ramesh, Manoranjith.K Performance Analysis of Classifiers in Identification of Dry and Wet Spells During the Monsoon Period International Journal of Recent Technology and Engineering (IJRTE) 8 2 3342 – 3346 JUL 2019

Bharanidharan N, Harikumar Rajaguru Performance enhancement of swarm intellige techniques in dementia classification using dragonfly-based hybrid algorithms International Journal of Imaging Systems and Technology DOI: 10.1002/ima.22365 – AUG 2019

Sannasi Chakravarthy S R, Harikumar Rajaguru Comparison Analysis of Linear Discriminant Analysis and Cuckoo-Search Algorithm in the Classification of Breast Cancer from Digital Mammograms Asian Pacific Journal of Cancer Prevention 20 8 2333 – 2337 AUG 2019

Sannasi Chakravarthy S R, Harikumar Rajaguru Detection and classification of microcalcification from digital mammograms with firefly algorithm, extreme learning machine and nonâ??linear regression models: A comparison International Journal of Imaging Systems and Technology Article in Press 1 – 21 AUG 2019

Harikumar Rajaguru, Sannasi Chakravarthy S R Cumulant Features based Classification of Brain MR Images using ANN and LS-SVM Algorithm International Journal of Innovative Technology and Exploring Engineering 8 11 4008 – 4012 SEP 2019

D. Ramachandran, V. Ponnusamy Thangapandian, Harikumar Rajaguru Computerized Approach for Cardiovascular Risk Level Detection using Photoplethysmography Signals Measurement Article in Press – SEP 2019

Sunil Kumar Prabhakar , Harikumar Rajaguru , Seong-Whan Lee Metaheuristic Based Dimensionality Reduction and Classification Analysis of PPG Signals for Interpreting Cardiovascular Disease IEEE Access 10 – OCT 2019

Harikumar Rajaguru ,Sannasi Chakravarthy S R Analysis of Decision Tree and K-Nearest Neighbor Algorithm in the Classification of Breast Cancer Asian Pacific Journal of Cancer Prevention 20 12 3777 – 3781 DEC 2019

R.Harikumar, P.Sunil Kumar Analysis of Singular Value Decomposition (SVD) and Radial Basis Function (RBF) Neural Networks for Epilepsy Risk Level Classification nternational Journal of Mechanical Engineering and Technology (IJMET) 9 1 369 – 377 JAN 2018

R.Harikumar, P.Sunil Kumar Analysis of Hierarchical Functions Decision Trees and Minimum Relative Entropy in the Detection of Epilepsy Risk Levels from EEG Signals International Journal of Mechanical Engineering and Technology (IJMET) 9 2 1 – 14 FEB 2018

R.Harikumar, P.Sunil Kumar Fuzzy Optimization with Modified Adaboost Classifier for Epilepsy Classification from EEG Signals Springer Lecture Notes on Computational Vision and Biomechanics, 28 1 604 – 612 FEB 2018

R.Harikumar, P.Sunil Kumar E-health design with spectral analysis, Linear Layer Neural Networks and Adaboost Classifier for Epilepsy Classification from EEG Signals Springer Lecture Notes on Computational Vision and Biomechanics 28 1 634 – 640 FEB 2018

R.Harikumar, P.Sunil Kumar A Hybrid Classification Model Using Artificial Bee Colony with Particle Swarm Optimization and Minimum Relative Entropy as Post Classifier for Epilepsy Classification Springer Lecture Notes on Computational Vision and Biomechanics 28 1 593 – 603 FEB 2018

R.Harikumar, P.Sunil Kumar Application of Morphological Filtering with Modifications in Linear Discriminant Analysis Classifier for Epilepsy Classification from EEG Signals Springer Lecture Notes on Computational Vision and Biomechanics, 28 1 613 – 624 FEB 2018

R.Harikumar, P.Sunil Kumar Analysis of Dimensionality Reduction Techniques with ABC-PSO Classifier for Classification of Epilepsy from EEG Signals Springer Lecture Notes on Computational Vision and Biomechanics, 28 1 625 – 633 FEB 2018

R.Harikumar, P.Sunil Kumar Simulation of Photoplethysmographic Glucometer International Journal of Mechanical Engineering and Technology (IJMET) 9 3 375 – 381 MAR 2018

R.Harikumar, P.Sunil Kumar Design and Simulation of Simplified Epilepsy Risk Level Classification Technique from EEG Signals International Journal of Pure and Applied Mathematics 119 10 1967 – 1971 MAR 2018

Harikumar Rajaguru, Vigneshkumar Arunachalam Performance Analysis of Compensatory Expectation Maximization (EM) Classifiers in Detection of Alcoholics from EEG signals with DWT and PSD Features Journal of Advanced Research in Dynamical and Control Systems 10 Special Issue 362 – 371 JUL 2018

K.Nirmalakumari, Harikumar Rajaguru, P.Rajkumar Early Stage Lung Cancer Detection using Template Matching and Area Tracing Algorithms International Journal of Pure and Applied Mathematics 119 16 4485 – 4491 JUL 2018

S.N.Shivappriya, R.Harikumar, A.Kalaiselvi Classification and prediction of Cardiac Vascular disease International Journal of Pure and Applied Mathematics 119 15 2483 – 2491 JUN 2018

R.Harikumar Performance Analysis of Extreme Learning Machines in Detection and Classification of Epilepsy Risk Levels from EEG Signals International Journal of Mechanical Engineering and Technology (IJMET) 9 6 210 – 222 JUN 2018

Dr.R.Harikumar FPGA Implementation of A Wavelet Neural Network With Particle Swarm Optimization Learning For Epileptic Seizure Detection International Journal of Mechanical Engineering and Technology (IJMET) 9 6 1141 – 1154 JUL 2018

Dr.R.Harikumar Performance Analysis of PSO as Post Classifier in Detection of Epilepsy Risk Levels From EEG Signals International Journal of Mechanical Engineering and Technology (IJMET) 9 7 – JUL 2018

Dr.R.Harikumar Wavelet Neural Networks, Elman Back propagation and Multilayer Perceptrons for Epilepsy Classification from EEG Signals Research Journal of Pharmacy and Technology 11 4 1301 – 1306 APR 2018

Sannasi Chakravarthy S R, Harikumar Rajaguru Fast And Efficient Image Compression Technique Using Different Encoding Schemes International Journal of Pure and Applied Mathematics 119 16 4633 – 4640 JUL 2018

R.Harikumar Performance Analysis of PSO-EM Hybrid Edge Detection in Ultrasound Images International Journal of Mechanical Engineering and Technology (IJMET) 9 11 106 – 113 NOV 2018

R.Harikumar, P.Sunil Kumar Development of an Efficient Epilepsy Classification System from EEG Signals for Telemedicine Application International Journal of Civil Engineering and Technology (IJCIET) 8 12 38 – 52 DEC 2017

R.Harikumar, P.Sunil Kumar An Insight To Breast Cancer Classification With Ant Colony System Algorithm, International Journal of Civil Engineering and Technology (IJCIET) 8 12 53 – 59 DEC 2017

R.Harikumar, P.Sunil Kumar Performance Analysis of Logistic Regression and Kernel Logistic Regression for Breast Cancer Classificatio International Journal of Civil Engineering and Technology (IJCIET) 8 12 60 – 68 DEC 2017

R.Harikumar, P.Sunil Kumar Analysis Of Genetic Algorithm Driven Autoencoders For Epilepsy Classification Using Certain Post Classifiers International Journal of Mechanical Engineering and Technology (IJMET) 8 12 80 – 90 DEC 2017

R.Harikumar, P.Sunil Kumar Analysis of Probabilistic Neural Networks with Dimensionality Reduction for Epilepsy Classification from EEG International Journal of Mechanical Engineering and Technology (IJMET) 8 12 91 – 98 DEC 2017

R.Harikumar, P.Sunil Kumar Analysis of PAC Learning Based Bayesian Optimization with Auto Encoders for Epilepsy Classification from EEG Signals International Journal of Mechanical Engineering and Technology (IJMET) 8 12 206 – 212 DEC 2017

M.Jothi, N.B.Balamurugan, R.Harikumar Performance Analysis of Fuzzy processor for a Healthcare Application Diabetic Epilepsy Risk Classifier Asian Journal of Research in Social Sciences and Humanities 7 2 124 – 140 FEB 2017

K.Kavin Mullai ,R.Harikumar Intellignet Control Based Dynamic Power Tracking for wind Energy Conversion System Asian Journal of Research in Social Sciences and Humanities 7 3 975 – 984 MAR 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru Conceptual Analysis of Epilepsy Classification Using Probabilistic Mixture Models International Journal of Bioengineering Sciences Review and Research 4 1 43 – 44 MAY 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar A Framework for Epilepsy Classification Using Modified Sparse Representation Classifiers and Native Bayesian Classifier from EEG Signals Journal of Medical Imaging and Health Informatics 12 6 1829 – 1837 DEC 2016

R.Harikumar, P.Sunil Kumar Intelligent Computing Techniques for Epilepsy Classification from EEG Signals Utilized for Wireless Telemedicine Systems International Journal Of Pharmacy 8 7 11874 – 11885 JUN 2016

R.Harikumar, P.Sunil Kumar Comparison of Support Vector Machine with Particle Swarm Optimization Technique for epilepsy classification from EEG International Journal Of Pharmacy 8 2 11904 – 11915 JUN 2016

R.Prabu,R.Harikumar A Performance Analysis of GA-ELM Classifier in Classification of Abnormality Detection in Electrical Impednce Tomography (EIT) Lung Images Journal of Scientific Journal of Scientific 75 7 404 – 411 JUL 2016

R.Harikumar, P.Sunil Kumar An Approach Towards Wireless Telemedicine Application with Reduced PAPR and BER for Epilepsy Classification Int. J. Pharm. Sci. Rev. Res 39 1 330 – 337 AUG 2016

R.Harikumar, Karthick Ganesan B.Vinoth Kumar, Earlier Detection of Cancer Regions from MR Image Features and SVM Classifers Int J Imaging Syst Technol 26 3 196 – 208 AUG 2016

R.Harikumar, P.Sunil Kumar Optimization of Fuzzy Output through Gaussian Mixture Model for Epilepsy Detection Research Journal of Pharmaceutical, Biological and Chemical Sciences 7 5 105 – 113 SEP 2016

R.Harikumar,P.Sunil kumar Assessment of epilepsy classification using techniques such as singular value Decomposition, approximate entropy, and weighted k-nearest neighbors Measures Asian Journal of Pharmaceutical and Clinical Research 9 5 91 – 96 SEP 2016

R.Harikumar, P.Sunil Kumar,Manjusha Performance Analysis of Original Particle Swarm Optimization and Modified PSO Technique for Robust Classification of Epilepsy Risk Level from EEE Signals International Journal Of Pharmacy 8 3 18273 – 18283 SEP 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru ICA, LGE and FMI as Dimensionality Reduction Techniques followed by GMM as Post Classifier for the Classification of Epilepsy Risk Levels from EEG Signals International Journal of Simulation, Systems Science 17 33 271 – 278 NOV 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru Classification of Epilepsy Risk using Variable Thresholding Based Feature Extraction Technique and suitable Post Classifiers International Journal of Simulation, Systems Science 17 33 28 – 29 NOV 2016

R.Harikumar, P.Sunil Kumar Efficient Automatic Seizure Detection Algorithms to Classify Epilepsy from EEG Signals Using Certain Post Classifiers Int. J. Pharm. Sci. Rev. Res 41 2 337 – 343 DEC 2016

P. Manimekalai, R. Harikumar, and S. Raghavan SOGI Algorithm-Based Shunt Active Power Filter for Grid Integration of Photovoltaic Systems J CIRCUIT SYST COMP 25 5 221 – 240 MAY 2016

R.Harikumar, B.Manjurathi Test Data Compression and Power Reduction Using Similarity Based Reordering Technique for Wireless Systems Wireless Personal Communications An International Journal 90 2 26 – 39 JAN 2016

B.Manjurathi,R.Harikumar Analysis of test data compression and power reduction using multiple encoding for Opto Electronic circuits Journal Of Optoelectronics And Advanced Materials Journal Of Opto electronics And Advanced Materials 18 2 112 – 117 FEB 2016

K. Kavin Mullai, R. Harikumar and P. Santhoshini Fuzzy Logic Control Based Permanent Magnet Synchronous Generator with Sepic Converter for Wind Energy Conversion System Middle-East Journal of Scientific Research 26 1 142 – 148 JAN 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru Analysis of Epilepsy Classification from EEG Signals using Dimensionality Reduction Techniques with ApEn and SRC as Post Classifiers International Journal of Advanced Engineering Technology 7 1 486 – 489 JAN 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru Soft Thresholding Techniques With PCA As Post Classifier For Epilepsy Risk level Classification Int J Pharm Bio Sci 7 2 687 – 693 APR 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru Utilizing Genetic Algorithms with Dimensionality Reduction Techniques for Epilepsy Classification from EEG Signals International Journal Of Pharmacy 8 1 11334 – 11346 MAR 2016

R.Harikumar, P.Sunil Kumar A Versatile Approach to Epilepsy Classification Using Approximate Entropy as Post Classifier International Journal of Current Pharmaceutical Review and Research 7 3 166 – 170 APR 2016

R.Harikumar, P.Sunil Kumar A Weighted KNN Measures for Epilepsy Classification from EEG signals utilized in Telemedicine Applications with a PSO Based Reduced PAPR and BER Analysis J.Pharm. Sci. 8 4 – APR 2016

R.Harikumar, P.Sunil Kumar LDA, GA and SVMâ??s for Classification of Epilepsy From EEG Signals Research Journal of Pharmaceutical, Biological and Chemical Sciences 7 3 2044 – 2049 MAY 2016

R.Harikumar, P.Sunil Kumar An Exhaustive Analysis of Code Converters as Pre-Classifiers and Kmeans, SVD, PCA, EM, MEM, PSO, HPSO and MRE as Post Classifiers for Classification of Epilepsy from EEG Signals Journal of Chemical and Pharmaceutical Sciences, 9 3 818 – 822 MAY 2016

R.Harikumar, P.Sunil Kumar Clinical Health Care for Long Distance using Matrix Factorization and Mahalanobis Based Sparse Representation Measures for Epilepsy Classification from EEG Signals Int. J. Pharm. Sci. Rev. Res 38 1 144 – 148 JUN 2016

R.Harikumar, P.Sunil Kumar A Unique Approach to Epilepsy Classification from EEG signals Using Dimensionality Reduction Technique and Neural Networks Circuits and Systems 7 8 1455 – 1464 JUN 2016

R Prabu, R.Harikumar A Performance Analysis of GA-ELM Classifier in Classification of Abnormality Detection in Electrical Impedance Tomography (EIT) Lung Images Asian Journal of Research in Social Sciences and Humanities 6 6 1935 – 1948 JUN 2016

R Prabu, R.Harikumar A Performance Analysis of GA-ELM Classifier in Classification of Abnormality Detection in Electrical Impedance Tomography (EIT) Lung Images Asian Journal of Research in Social Sciences and Humanities 6 6 1935 – 1948 JUN 2016

R Prabu, R.Harikumar, S.Raghavan Performance Analysis of ELM Classifier for Classification of Electrical Impedance Tomography (EIT) Images with Infinite Feature Selection Asian Journal of Research in Social Sciences and Humanities, 6 8 381 – 389 AUG 2016

B.Vinoth Kumar, R.Hari Kumar, G.Karthick, P.Sunil Kumar Medical Image Segmentation based on Minimization of Region â?? Scalable Fitting Energy Asian Journal of Research in Social Sciences and Humanities 6 12 830 – 840 DEC 2016

P.Sunil Kumar R. Harikumar Code Converters with City Block Distance Measures for Classifying Epilepsy from EEG Signals Elsevier – Procedia Computer Science 87 5 – 11 APR 2016

Harikumar R , Vijayakumar T A real time experimental setup for classification of epilepsy risk levels Applied soft computing 5 35 493 – 501 JUL 2015

Harikumar R , Vinoth Kumar B Performace Analysis of medical image segmentation and edge detection using MEM and PSO algorithms Applied mathematics 9 6 3235 – 3243 NOV 2015

Harikumar R , Kowsalya P K Performance Analysis of adaptive routing structure for wireless sensor network based n load balancing springer wireless personal communication 91 2 – 33 SEP 2015

P. Manimekalai, R. Harikumar, S.Raghavan Enhancement of Fuzzy Controlled Photovoltaic Diesel System With Battery Storage Using Interleaved Converter With Hybrid MPPT for Rural Home Journal of Solar Energy Engineering AMSE 137 12 1 – 9 SEP 2015

R.Harikumar, P.Sunil Kumar Fuzzy Techniques and Aggregation Operators in Classification of Epilepsy Risk Levels for Diabetic Patients Using EEG Signals and Cerebral Blood Flow Journal of Biomaterials and Tissue Engineering 5 4 316 – 322 APR 2015

R.Harikumar, B.Vinoth Kumar Performance Analysis of Neural Networks for Classification of Medical Images with Wavelets as a Feature Extractor Int J Imaging Syst Technol 25 4 33 – 47 MAR 2015

R.Harikumar, P.Sunil Kumar Analysis of Singular Value Decomposition as a Dimensionality Reduction Technique and Sparse Representation Classifier as a Post Classifier for the Classification of Epilepsy Risk Levels from EEG Signals Journal of Chemical and Pharmaceutical Sciences 8 2 191 – 194 JUN 2015

R.Harikumar, P.Sunil Kumar Dimensionality Reduction with Linear Graph Embedding Technique for Electroencephalography signals of an Epileptic Patient Research Journal of Pharmacy and Technology 8 5 554 – 556 JUN 2015

P.K. Kowsalya, R. Harikumar , R. Valarmathi Prolong The Life Time of WSN sink Mobility of PEGASIS with BFO International Journal of Applied Engineering Research (IJAER) 10 23417 – 23422 JUN 2015

R.Prabu,Dr.R.Harikumar Electrical Impedance Tomography (EIT) image Classification Using GLCM Based Feature Extractionin Artificial Neural Network (ANN) International Journal of Applied Engineering Research (IJAER) 10 28828 – 28833 JUN 2015

R.Harikumar, P.Sunil Kumar Dimensionality Reduction Techniques for Processing Epileptic Encephalographic Signals Biomedical and Pharmacology Journal 8 1 103 – 106 JUN 2015

R.Harikumar, P.Sunil Kumar Performance Comparison of EM, MEM, CTM, PCA, ICA, Entropy and MI for Photoplethysmography Signals Bio Medical and Pharamacology 8 1 413 – 418 JAN 2015

R.Harikumar, P.Sunil Kumar Performance Analysis Using Code Converter Approach and the application of Approximate Entropy as Post Classifier for the Classification of Epilepsy Risk levels from EEG Signals Asian Journal of Pharmaceutical and Clinical Research 8 4 287 – 290 JUN 2015

R.Harikumar, P.Sunil Kumar Classifiers for the Epilepsy Risk Level Classification from Electroencephalographic Signals Research Journal of Pharmaceutical, Biological and Chemical Sciences 6 4 469 – 474 JUL 2015

R.Harikumar, P.Sunil Kumar Fuzzy Mutual Information as a Dimensionality Reduction Technique for Epileptic Electroencephalography Signals Research Journal of Applied Sciences, Engineering and Technology 10 9 1035 – 1037 JUN 2015

P.Sunil Kumar,R. Harikumar Performance Analysis of ApEn as a Feature Extraction Technique and Time Delay Neural Networks, Multi Layer Perceptron as Post Classifiers for the Classification of Epilepsy Risk Levels from EEG Signals Computational Intelligence, Cyber Security and Computation Models, Advances in Intelligent Systems and Computing 412 1 89 – 97 FEB 2015

Harikumar Rajaguru and Sunil Kumar Prabhakar A Comprehensive Review on Photoplethysmography and Its Application for Heart Rate Turbulence Clinical Diagnosis Adv. Sci. Lett 21 3602 – 3604 DEC 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru Analysis of Centre Tendency Mode Chaotic Modeling for Electroencephalography Signals obtained from an Epileptic Patient Advanced Studies in Theoretical Physics 9 4 171 – 177 MAR 2015

P.K.Kowsalya, R.Harikumar Energy Efficient Adaptive Broadcasting scheme for wireless sensor networks ARPN Journal of Engineering and Applied Sciences 10 4 1970 – 1974 MAR 2015

RHarikumar, M.Balasubramani, Performance Analysis of SVD, ICA and Hidden Markov Model in Classification of Epilepsy Risk Level from EEG Signal International Journal of Applied Engineering Research 10 3 6405 – 6417 MAR 2015

R.Harikumar, P.Sunil Kumar Frequency behaviors of electroencephalography signals in epileptic patients from a wavelet Thresholding perspective Applied Mathematical Sciences 9 2451 – 2457 JUL 2015

R.Harikumar, P.Sunil Kumar Statistical techniques for the analysis of electroencephalography signals from epileptic patients Journal of Chemical and Pharmaceutical Research 7 3 841 – 845 MAR 2015

K.Priya, R.Harikumar,B.Vinoth kumar A Comparison of Extreme Learning Machine and Neural Network in the Classification of Epilepsy Risk Levels From EEG Signals International Journal of Applied Engineering Research (IJAER) 10 9 7167 – 7173 SEP 2015

P. Manimekalai, R. Harikumar H-Bridge Inverter with Sinusoidal Pulse Width Modulation Technique using Uni polar switching for PV applications International Journal of Applied Engineering Research (IJAER) 10 13 11480 – 11484 SEP 2015

R.Harikumar , T.Vijayakumar Analysis of Wavelet Transforms and RBF Neural Networks for Epilepsy Risk Level Classification from EEG Signals International Journal of Applied Engineering Research (IJAER) 10 20 19783 – 19788 MAR 2015

R.Harikumar, P.Sunil Kumar Principal Component Analysis as a Dimensionality Reduction Technique and Sparse Representation Classifier as a Post Classifier for the Classification of Epilepsy Risk Levels from EEG Signals J. Pharm. Sci. 6 7 282 – 284 APR 2015

K.Nirmalakumari, R. Harikumar, P. Rajkumar Clustering Techniques from Significance Analysis of Micro arrays Advances in Intelligent Systems and Computing, Springer Series 412 1 181 – 194 DEC 2015

M.Balasubramani, R.Harikumar, C.Ganeshbabu and G.A.Nivhedhitha Performance Analysis of Extreme Learning Machine for Robust Classification of Epilepsy Detection from EEG Signals, INFORMATION An International Interdisciplinary Journal 17 4 1313 – 1324 APR 2015

Harikumar Rajaguru and Vijayakumar Thangavel, Performance analysis of wavelet transforms and morphological operator-based classification of epilepsy risk levels EURASIP Journal on Advances in Signal Processing 59 5 1 – 15 MAY 2014

Sunil Kumar Prabhakar, Harikumar Rajaguru Analysis of PPG signals with respect to SVD, Hurst Exponent, Euclidean Distance and K-means Clustering International Journal of Applied Engineering Research 9 11793 – 11797 MAY 2014

P. Manimekalai, R. Harikumar and S. Raghavan A Hybrid Maximum Power Point Tracking (MPPT) with Interleaved Converter for Standalone Photo Voltaic (PV) Power Generation System International Energy Journal (IEJ) 14 3 143 – 154 SEP 2014

R.Harikumar, B.Vinoth Kumar Performance Analysis of EM, SVD, and SVM Classifiers in Classification of Carcinogenic Regions of Medical Image Int J Imaging Syst Technol 24 1 16 – 22 MAR 2014

R Harikumar, C Ganeshbabu, M Balasubramani, GA Nivhedhita Performance Analysis of Extreme Learning Machine for Robust Classification of Epilepsy from EEG Signals International Journal of Computer Applications 1 1 1 – 5 DEC 2014

M.Jothi, N.B.Balamurugan, R.Harikumar, Design and Implementation of VLSI Fuzzy Classifier for Biomedical Application, International Journal of Innovative Research in Science, Engineering and Technology 3 3 2641 – 2648 MAR 2014

R.Harikumar, S.N.Shivappriya and S.Raghavan Comparison of Different Optimization Algorithms for Cardiac Arrhythmia Classification INFORMATION- An International Interdisciplinary Journal 17 8 3859 – 3866 AUG 2014

R.Harikumar, Ms.S.N.Shivappriya, R.Janani Evaluation of Wavelets and Classifiers in Classifying Cardiovascular Disorders using Wavelet Transform International Journal of Computational Intelligence and Informatics 4 2 145 – 154 SEP 2014

R.Harikumar, R.S.Hemanth, B.Vinoth Kumar Wavelet Neural Network as a Classifier for Medical Diagnosis – A Review International Journal of Scientific Research in Computer Science Applications and Management Studies 3 1 61 – 64 JAN 2014

B. Manjurathi, R. Hari Kumar, P. Nirmal Kumar Test data compression using multiple run length code technique International Review on Computers and Software (IRECOS) 9 1 197 – 202 JAN 2014

B. Manjurathi, R. Harikumar, K.S.Ganesh Kumar, Karen Thangam Jacob, A Test Data Compression Scheme for Minimizing Test Data Volume and Scan Power Journal of Theoretical and Applied Information Technology (JATIT) 62 3 634 – 642 APR 2014

Harikumar Rajaguru and Vijayakumar Thangavel Wavelets and Morphological Operators Based Classification of Epilepsy Risk Levels Mathematical Problems in Engineering 2014 3 1 – 13 MAR 2014

T.S.Harivikram, R.Harikumar, C.Ganesh Babu, P.Murugamanickam Adaptive Modulation and Coding Rate for OFDM Systems International Journal of Emerging Technology and Advanced Engineering 3 2 250 – 255 FEB 2013

R.Harikumar, B.Vinoth Kumar Comprehensive Analysis of LPG-PCA Algorithms in Denoising and De blurring of Medical Images Int J Imaging Syst Technol 23 5 157 – 170 JUN 2013

Jennifer S Raj, R.Harikumar A Localized Computing Approach for Connectivity Improvement Analysis in Wireless Personal Networks Wireless Personal Communications An International Journal 70 3 17 – 29 JUN 2013

R.Harikumar, M.Balasubramani, C.Ganesh Babu FPGA Implementation of Wavelet neural network for Epileptic Seizure Detection IEICE Electronics Express 10 24 1 – 6 DEC 2013

Harikumar R, Raj JS Ad hoc node connectivity improvement analysis- Why not through mesh clients? Elsevier Computers and Electrical Engineering 22 2 474 – 483 FEB 2013

Jennifer S Raj, R.Harikumar A Neighbor-Aware Connectivity Architecture for Mobile Internet Maintenance, Smart computing Review 3 2 62 – 73 APR 2013

P.Manimekalai, R.Harikumar Analysis of Soft Switching Interleaved Boost Converters for Photo Voltaic (PV) Systems using MATLAB Simulations International Review on Modeling and simulations (IREMOS) 6 2 311 – 316 APR 2013

Jennifer S Raj, R.Harikumar A Self organized Structure for Mobility Management in Unstable Networks ERES International Journal of Computer Networks 1 2 61 – 68 JUN 2013

International Journal of Advanced Research in Computer and Communication Engineering FPGA Synthesis of Fuzzy Based Simple Traffic Controller International Journal of Advanced Research in Computer and Communication Engineering 2 7 2497 – 2502 JUL 2013

R.Harikumar, R.Prabu, S.Raghavan Electrical Impedance Tomography (EIT) and its Medical Applications: A Review International Journal of Soft Computing Engineering 3 4 193 – 198 SEP 2013

P.Manimekalai, R.Harikumar, S.Raghavan Evaluating the Effect of Interleaving and Maximum Power Point Tracking (MPPT) in boost converter for Photovoltaic (PV) Power Generation System using MATLAB International Journal of Simulation, Systems Science 14 5 50 – 57 OCT 2013

R.Harikumar, M.Balasubramani, C.Ganesh babu Performance Analysis of SVD, PCA, ICA, Hidden Markov Model in Classification of Epilepsy Risk Level from EEG Signal Pensee Journal 75 10 279 – 291 OCT 2013

R.Harikumar, T.Vijayakumar A Comparison of Elman and Radial Basis Function (RBF) Neural Networks in Optimization of Fuzzy outputs for Epilepsy Risk Levels Classification from EEG Signals, International Journal of Soft Computing Engineering 6 2 295 – 303 JAN 2013

R.Harikumar, B.Vinoth Kumar, K.Karthick, L.K.Chand , C.Navin Kumar Baysian Imaging Concepts for Smart Fracture Detection in X-Ray Images International Journal of Electronics Communication and Computer Technology (IJECCT) 3 1 347 – 351 JAN 2013

T.S.Harivikram, R.Harikumar, C.Ganesh Babu, P.Murugamanickam Adaptive Modulation and Coding Rate for OFDM Systems, International Journal of Emerging Technology and Advanced Engineering (IJETAE) 3 2 250 – 255 FEB 2013

R.Harikumar, T.Vijayakumar, R.Kasthuri, Analysis of PSO and Hybrid PSO in Calculation of Epileptic Risk Level in EEG International Journal of Soft Computing Engineering 3 1 154 – 159 MAR 2013

R.Harikumar, M.Balasubramani, S.Saravanan FPGA Implementation of Wavelet Neural Network for Epilepsy Detection, International Journal of Engineering and Innovative Technology (IJEIT) 2 9 50 – 55 MAR 2013

S.Kannan, R.Harikumar, K.Paramasivam, N.Viswanathan Simulation and Evaluation , Performance and Cost Metrics of 3D NOC Architecture IJESCC 4 1 65 – 74 JAN 2013

R.Harikumar, C.Ganeshbabu, P.Sampath , M.Ramkumar Performance Analysis of an Activity Based Measurement of Blood Flow using Impedance Plethysmography Springer Lecture series in Electrical engineering 222 2 35 – 46 DEC 2012

R. HariKumar, V.K. Sudhaman, C.Ganesh Babu FPGA Synthesis of Fuzzy (PD and PID) Controller for Insulin Pumps in Diabetes Using Cadence International Journal of Soft Computing and Engineering (IJSCE) 1 6 324 – 331 JAN 2012

R.Harikumar, T.Vijayakumar Comprehensive Analysis of Hierarchical Aggregation Functions Decision Trees, SVD, K-means Clustering, PCA and Rule Based AI Optimization in the Classification of Fuzzy based Epilepsy Risk Levels from EEG Signals International Journal of Computer Information Systems and Industrial Management Applications (IJCISIM) 5 2 260 – 268 DEC 2012

R.Harikumar, C Ganesh Babu, T.Vijayakumar Performance Analysis of Elman Neural Networks as Post Classifiers for Wavelet Transforms Based Feature Extraction Using Hard and Soft Thresholding Methods in the Classification of Epilepsy Risk Levels from EEG Signals European Journal of Scientific Research 71 2 221 – 232 APR 2012

R.Hari Kumar, C Ganesh Babu, M.RamKumar A Novel Method for Blood Flow Measurement using Plethysmography KARPAGAM Journal of Computer Science 6 5 237 – 245 AUG 2012

R.Harikumar, N.S.Vasanthi, M.Balasubramani Performance Analysis of Artificial Neural Networks and Statistical Methods in Classification of Oral and Breast Cancer Stages International Journal of Soft Computing Engineering 2 3 263 – 269 JUL 2012

Manimekalai.P, R.Harikumar, Aiswarya.R An Overview of Converters for Photo Voltaic Power Generating Systems. IJCA Foundation of Computer Science 3 2 25 – 30 AUG 2012

R.Harikumar,B.Vinoth kumar,K.Karthik,Jagdsh L.K.Chand, C.Navin kumar Performance Analysis of Singular Value Decomposition (SVD) and Radial basis Function (RBF) Neural Networks for Epilepsy Risk Levels Classifications from EEG Signals Journal of Soft Computing Engineering 2 4 232 – 236 SEP 2012

R.Harikumar, M.Jothi, N.B.Balamurugan FPGA Synthesis of SIRM Fuzzy systems classification of Diabetic epilepsy risk levels Procedia Engineering, Elsevier 38 2 391 – 404 FEB 2012

R.Harikumar, T.Vijayakumar, M.G.Sreejith Comprehensive Analysis of Hierarchical Aggregation Functions Decision Trees and Minimum Relative Entropy as Post Classifiers in the Classification of Fuzzy Based Epilepsy Risk Levels International Journal of Soft Computing Engineering 5 4 148 – 154 NOV 2012

Jennifer S Raj,R.Harikumar Dynamic overlay approach for mobility maintenance in personal communication networks Springer Peer to Peer Networking Applications 7 4 118 – 128 DEC 2012

R.Harikumar, T.Vijayakumar, C.Ganesh Babu, M.G.Sreejith Performance Analysis of Morphological Operators based Feature Extraction and SVD, Neural Networks as Post Classifier for the Classification of Epilepsy Risk Levels Springer Lecture series in Electrical engineering 221 1 1 – 12 DEC 2012

R.Harikumar, T.Vijayakumar, C.Ganesh Babu, M.G.Sreejith Performance Analysis of Wavelet Transforms and Principal Components as Post Classifier for the Classification of Epilepsy Risk Levels from EEG Signals Springer Lecture series in Electrical engineering 221 1 25 – 36 DEC 2012

R.Harikumar, C.Ganesh Babu, M.Balasubramani, P.Sinthiya Analysis of SVD Neural Networks for Classification of Epilepsy Risk Level from EEG Signals Springer Lecture series in Electrical engineering 222 2 27 – 34 DEC 2012

R.Harikumar, N.B.Balamurugan, M.Jothi FPGA Synthesis of SIRM Fuzzy System Classification of Diabetic Epilepsy Risk Levels From EEG signal Parameters and CBF Springer Lecture series in Electrical engineering 221 1 313 – 322 DEC 2012

R.Harikumar, B.Vinoth Kumar, G.Karthick, L.K.Chand , C.Navin Kumar Hierarchical Clustering Algorithm for Intensity Based Cluster Merging and Edge Detection In Medical Images Springer Lecture series in Electrical engineering 221 1 323 – 338 DEC 2012

R.Hari Kumar, S.N.Shivappriya, A Novel Approach For Different Morphological Characterization Of ECG Signal, Springer Lecture series in Electrical engineering 221 1 13 – 24 DEC 2012

Sampath.P, R.Harikumar, Gunavathi.K CMOS 2nd Order Gm-C Intermediate Frequency Band Pass Filters for Wireless Systems Springer Lecture series in Electrical engineering 222 2 237 – 244 DEC 2012

Hari R Kumar, Vinoth B Kumar and S Gowthami Performance Evaluation of LPG-PCA Algorithm in Deblurring of CT and MRI Images. International Journal of Computer Applications 60 16 28 – 33 DEC 2012

R.Harikumar, T.Vijayakumar, R.Kasthuri Performance Analysis of Particle Swarm Optimization Technique for classification of Epileptic Risk Level from EEG signals Journal of Microengineering 3 2 69 – 74 DEC 2012

P.Manimekalai, R.Harikumar, S.Raghavan Comparison of Photo Voltaic (PV) panels and Soft Switching Boost Converters for PV power Generation Systems, International Energy Journal, 13 4 22 – 28 DEC 2012

R. Harikumar, T. Vijayakumar, C. Palanisamy, Madan Chakravarthy. R Performance Analysis of Wavelet Transforms and Elman Neural Networks for the Classification of Epilepsy Risk Levels from EEG Signals International Journal of Neural Network and Applications 4 1 61 – 67 JUN 2011

R. Harikumar, C.Palanisamy and T.Vijayakumar Performance Analysis of Fuzzy Soft Decision Trees Models and Support Vector Machines for Epilepsy Risk Level Classifications from EEG Signal Parameters International Journal of Biomedical Signal processing 2 1 61 – 68 JUN 2011

Sannasi Chakravarthy S R, “A novel ensemble flower-pollination algorithm for automatic breast cancer classification using haar features”, First International Conference on Circuits, Signals, Systems and Securities – ICCSSS 2020, , , December 2020

Harikumar R, Monish Ramesh, Manoranjith.K, , “Analysis of Epilepsy Risk levels from EEG Features through Support Vector Machines and Minimum Relative Entropy Models”, First International Conference on Circuits, Signals, Systems and Securities- ICCSSS 2020, , , December 2020

Harikumar R, Karthikamani.R , “Performance Analysis of Classifiers in Detection of Abnormalities from Ultra sound Images-A Review”, First International Conference on Circuits, Signals, Systems, and Securities – ICCSSS 2020, , , December 2020

Issac.K., Bharadwaj.K, Bharanidharan.N., Harikumar.R, “Investigation on Enhancing Binary Classification Accuracy of Supervised Classifiers Using Various Transforms”, First International Conference on Circuits, Signals, Systems and Securities- ICCSSS 2020, , , December 2020

Rajaguru Harikumar; Prabhakar Sunil Kumar, “Margin Pruning Adaboost Classification with Nature Inspired Optimization for Alcoholic EEG Classification”, 7th International Conference on Advancements of Medicine and Health Care through Technology , , Romania, October 2020

N Bharanidharan ; Rajaguru Harikumar, “Modified Adam to update control parameters of Crow Search Algorithm in Transformation Technique Based Dementia MRI Image Classification”, 7th International Conference on Advancements of Medicine and Health Care through Technology , , Romania, October 2020

S R. Sannasi Chakravarthy; Rajaguru Harikumar , “Voting Based CAD Model for Breast Cancer Classification”, 7th International Conference on Advancements of Medicine and Health Care through Technology , , Romania, October 2020

Deepa R, Harikumar R, Ganesh Babu C , “Comprehensive performance analysis of classifiers in diagnosis of epilepsy”, International Conference on Materials, Manufacturing and Machining for Industry 4.0 (ICMMM 2.0) , Department of Mechanical Engineering, Bannari Amman Institute of Technology, Sathyamangalam, October 2020

K. Issac , G. Pranay ,N Bharanidharan ; Rajaguru Harikumar, “A Study on Real World Implementation and Future Trends of the Internet of Things”, Fourth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC) , , , October 2020

Gowthami S , Harikumar R, “Semantic Regularization for Blind image Deconvolution in Medical Images with extended sparseness”, International conference, 2020 IEEE Region 10 Symposium (TENSYMP), , Dhaka, Bangladesh, June 2020

S. K. Prabhakar, H. Rajaguru, S.-W. Lee, “Eigen Vector Method with Swarm and Non Swarm Intelligence Techniques for Epileptic Seizure Classification”, 8th IEEE International Winter Conference on Brain-Computer Interface High1 Resort, , South Korea, February 2020

Bharanidharan, N. P.Yuvashree,Rajaguru, H., “Classification of leukemia Microscopic Images Using Blended Biogeography Optimization”, 5th International conference on Inventive Computation technologies (ICICT 2020) , , , February 2020

BHARANIDHARAN N, HARIKUMAR RAJAGURU, “Classification of B-Cell Acute Lymphoblastic Leukemia Microscopic Images Using Crow Search Algorithm”, 17th International Conference on Biomedical Engineering (ICBME 2019), Biomedical Engineering department, National university of Singapore, National university of Singapore, December 2019

BHARANIDHARAN N, HARIKUMAR RAJAGURU, “Classification of Dementia MRI Images Using Hybrid Meta-Heuristic Optimization Techniques Based on Harmony Search Algorithm”, 17th International Conference on Biomedical Engineering (ICBME 2019), Biomedical Engineering department, National university of Singapore, National university of Singapore, December 2019

Bharanidharan N, Harikumar Rajaguru, “Dementia MRI classification using hybrid dragonfly based support vector machine”, IEEE R10 Humanitarian Technology Conference, IEEE R10, Jakarta, Indonesia, November 2019

K.Nirmalakumari, Harikumar Rajaguru, P.Rajkumar, “Plant Leaf Disease Detection using Modified Segmentation Process and Classification”, ICCVBIC 2019, RVS Technical Campus, Coimbatore, RVS coimbatore, September 2019

Sannasi Chakravarthy S R, Harikumar Rajaguru, “Image denoising method using median type filter fuzzy logic and genetic algorithm”, ICCVBIC 2019, RVS Technical Campus, Coimbatore, September 2019

M.Kalamani, M.Krishnamoorthi , R.Harikumar, and R.S.Valarmathi , “Swarm Intelligence based Feature Clustering for Continuous Speech Recognition under Noisy Environments “, 3rd Springer International Conference on Computational Vision and Bio Inspired Computing, RVS Technical Campus, Coimbatore, September 2019

Bharanidharan N, Harikumar Rajaguru, “Vlassification of dementia MRI images using blended biogeography based optimization”, ECTI-CON 2019, ECTI association, Pattaya, Thailand, July 2019

Sannasi Chakravarthy S R and Harikumar Rajaguru, “Removal of Salt and Pepper Noise in Digital Mammogram Images Based on Statistical Algorithms”, 5th IEEE ICACCE 2019, , BIT, April 2019

K.Nirmalakumari, Harikumar Rajaguru, P.Rajkumar, “EFFICIENT MINUTIAE MATCHING ALGORITHM FOR FINGERPRINT RECOGNITION”, 5th IEEE International Conference on Advances in Computing and Communication Engineering, ECE, IT and CSE Department, BIT, Sathy, Sathy, April 2019

S Chittukala, Harikumar Rajaguru, M Bhuvaneshwari, N Bharanidharan, “Multisurface operational bot for cleaning between railway tracks”, 5th IEEE International conference on advances in computing and communication engineering (IcACCE 2019), , Sathyamangalam, April 2019

S Chittukala, M Bhuvaneshwari, N Bharanidharan, Harikumar Rajaguru, “Smart Health Monitoring System for pregnant woman using IoT technology”, 5th international conference in latest trends in science, engineering and technology, , Coimbatore, March 2019

Sannasi Chakravarthy S R, “Efficient Denoising Framework for Mammogram Images with a New Impulse Detector and Non-Local Means”, ISMAC-CVB 2019, , , March 2019

Sannasi Chakravarthy S R, “Analysis of Decision Tree and KNN Algorithm in the Classification of Breast Cancer”, ISMAC_CVB 2019, , , March 2019

Harikumar Rajaguru, “Spectral Density Analysis with Logarithmic regression Dependent Gaussian Mixture Model for Epilepsy Classification”, International Conference on IoT, Social, Mobile, Analytics and Cloud Computing in Computational Vision and Bio Engineering , , , March 2019

Harikumar Rajaguru, “Correlation Dimension and Bayesian Linear Discriminant Analysis for Alcohol Risk Level Detection”, International Conference on IoT, Social, Mobile, Analytics and Cloud Computing in Computational Vision and Bio Engineering , , , March 2019

Harikumar Rajaguru, “Performance Analysis of ICA with GMM and HMM for Epilepsy Classification”, International Conference on IoT, Social, Mobile, Analytics and Cloud Computing in Computational Vision and Bio Engineering , , , March 2019

Harikumar Rajaguru, “Thresholding and Clustering with SVD for Alcoholic EEG Analysis”, International Conference on IoT, Social, Mobile, Analytics and Cloud Computing in Computational Vision and Bio Engineering , , , March 2019

Harikumar Rajaguru, “A Comprehensive Analysis of Alcoholic EEG Signals with Detrend Fluctuation Analysis and Post Classifiers”, 7th IEEE International Winter Conference on Brain-Computer Interface High1 Resort, Gangwon Province , , South Korea , February 2019

R. Harikumar, “PPG Signal Analysis for Cardiovascular Patient Using Correlation Dimension and Hilbert Transform Based Classification “, Springer Proceedings of International Conference on Computational Vision and Bio Inspired Computing (ICCVBIC 2018), Springer , RVS Technical Campus Coimbatore, November 2018

Harikumar Rajaguru, “Isometric Mapping and Probabilistic Classiï¬?er for Epilepsy Classiï¬?cation from EEG Signals”, 3rd International Conference on Communication and Electronics Systems ICCES 2018, , , October 2018

Harikumar Rajaguru, “Hessian LLE and NaÃ¯ve Bayesian Classiï¬?er for Epilepsy Classiï¬?cation from EEG Signals”, 3rd International Conference on Communication and Electronics Systems ICCES 2018, , , October 2018

Harikumar Rajaguru, Nirmala Kumari, “PCA and DWT Based Gene Selection Technique for Classiï¬?cation of Microarray Data”, 3rd International Conference on Communication and Electronics Systems ICCES 2018, , , October 2018

K.Nirmalakumari, Harikumar Rajaguru, P.Rajkumar , “PCA and DWT Based Gene Selection Technique for Classification of Microarray Data”, 2nd International Conference on Electronics, Communication and Aerospace Technology (ICECA 2018), RVS Technical Campus Coimbatore, , March 2018

Harikumar Rajaguru, Sunil Kumar Prabhakar , “Hessian LLE and Naive Bayesian Classifier for Epilepsy Classification from EEG Signals”, 2nd International Conference on Electronics, Communication and Aerospace Technology (ICECA 2018), RVS Technical Campus Coimbatore, , March 2018

Harikumar Rajaguru, Sunil Kumar Prabhakar , “Multilayer Autoencoders and EM-PCA with Genetic Algorithm for Epilepsy Classification from EEG”, IEEE 2nd International Conference on Electronics, Communication and Aerospace Technology (ICECA 2018), RVS Technical Campus Coimbatore, Coimbatore, March 2018

Harikumar Rajaguru, Sunil Kumar Prabhakar , “Factor Analysis and Weighted KNN Classifier for Epilepsy Classification from EEG signals”, IEEE Proceedings of the 2nd International Conference on Electronics, Communication and Aerospace Technology (ICECA 2018), RVS Technical Campus Coimbatore, , March 2018

Harikumar Rajaguru, Sunil Kumar Prabhakar , “Isometric Mapping and Naive Bayesian Classifier for Epilepsy Classification from EEG Signals”, IEEE,2nd International Conference on Electronics, Communication and Aerospace Technology (ICECA 2018), RVS Technical Campus Coimbatore, Coimbatore, March 2018

Harikumar Rajaguru, Sunil Kumar Prabhakar , “Fuzzy Mutual Information and Firefly Algorithm for Epilepsy Classification from EEG”, IEEE Proceedings of the 2nd International Conference on Electronics, Communication and Aerospace Technology (ICECA 2018), RVS Technical Campus Coimbatore, , March 2018

Harikumar Rajaguru, Sunil Kumar Prabhakar , “Matrix Factorization with Adaboost Variant Classifier for Epilepsy Classification from EEG signals”, IEEE Proceedings of the 2nd International Conference on Electronics, Communication and Aerospace Technology (ICECA 2018), RVS Technical Campus Coimbatore, , March 2018

Harikumar Rajaguru, Susheel R.N, “Solar Based Automated Plant watering BOT”, IEEE 2nd International Conference on Computing Methodologies and Communication (ICCMC 2018), Surya Engineering College, Erode, , February 2018

Harikumar Rajaguru, Rithanyhaa R.E, “Intelligent Edge detection in Abdomen Ultrasound Image”, IEEE 2nd International Conference on Computing Methodologies and Communication (ICCMC 2018), Surya Engineering College, Erode, , February 2018

Harikumar Rajaguru, Sandhiya Athiraj, “Intelligent Approach to detect Human Liver Cancer in Abdominal CT Scan”, IEEE 2nd International Conference on Computing Methodologies and Communication (ICCMC 2018), Surya Engineering College, Erode, , February 2018

C Ganesh Babu, R. Hari Kumar, P Sampath, P. Bhuvaneshwari, M. Dharanya, “Analysis of Conscious Alert System from EEG data using LabVIEW”, IEEE International Conference on Computer Communication and Informatics (ICCCI -2018), Sri Sakthi Institute of Engineering and Technology, Coimbatore, January 2018

Sunil Kumar Prabhakar, Harikumar Rajaguru , “Comparison of Iso map and Matrix Factorization with Mahalanobis Based Sparse Representation Classifier for Epilepsy Classification from EEG signals”, EEE Region 10 (Asia Pacific) Humanitarian Technology Conference (R10-HTC) , Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh, , , December 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Performance Analysis of Factor Analysis and Isomap with Hybrid ABC-PSO Classifier for Epilepsy Classification”, International Conference on Biomedical and Health Informatics (ICBHI), Thessaloniki, Greece, , , November 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Performance Analysis of Breast Cancer Classification with Softmax Discriminant Classifier and Linear Discriminant Analysis”, International Conference on Biomedical and Health Informatics (ICBHI), Thessaloniki, Greece, , , November 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Adaboost Classifier with dimensionality reduction techniques for Epilepsy Classification from EEG”, International Conference on Biomedical and Health Informatics (ICBHI), Thessaloniki, Greece, , , November 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Time Frequency Analysis (dB2 and dB4) for Epilepsy Classification with LDA Classifier”, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Epilepsy Classification Using Fuzzy Optimization and Kernel Fisher Discriminant Analysis”, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Oral Cancer Classification from Hybrid ABC-PSO and Bayesian LDA”, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Bayesian Linear Discriminant Analysis for Breast Cancer Classification”, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Application of Thresholding in Correlation Dimension for Alcoholic Risk Level Detection in EEG Signals”, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Power Spectral Density with Correlation Dimension for Epilepsy Classification from EEG Signals”, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “An Approach to Classification of Oral Cancer Using Softmax Discriminant Classifier”, 2nd IEEE International Conference on Communication and Electronics Systems, , , October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Code Converters Methodology with Kernel Maximum Uncertainty Discriminant Analysis for Epilepsy Classification “, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, Kowshik Saravanan, Mithun Kumar, “Kowshik Saravanan, Mithun Kumar, â??Visualizing Local Linear Embedding and Fast ICA with Linear Neural Networks for Epilepsy Classification”, 2nd IEEE International Conference on Communication and Electronics Systems, , Coimbatore, October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Analyzing Dimensionality Reduction with Softmax Discriminant Classifier for Epilepsy Classification”, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Bharanidharan N , Harikumar Rajaguru , “Performance Analysis of Particle Swarm Optimization Technique in Classification of Dementia Using MRI Images “, 2nd IEEE International Conference on Communication and Electronics Systems, IEEE, Coimbatore, October 2017

Sunil Kumar P, Harikumar R, “Analysis of Dimensionality Reduction Techniques with Certain Post Classifiers for Epilepsy Classification”, IBRO-APRC Joint Advanced School of Neuroscience, Korea Brain Research Institute, Korea Brain Research Institute, October 18- 27, 2017 (Ten days), Daegu, South Korea, , October 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Fuzzy Optimization with Modified Adaboost Classifier for Epilepsy Classification from EEG Signals”, International Conference on Computational Vision and Bioinspired Computing (ICCVBIC 2017), , , September 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “E-health design with spectral analysis, Linear Layer Neural Networks and Adaboost Classifier for Epilepsy Classification from EEG Signals”, International Conference on Computational Vision and Bioinspired Computing (ICCVBIC 2017), , , September 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “A Hybrid Classification Model Using Artificial Bee Colony with Particle Swarm Optimization and Minimum Relative Entropy as Post Classifier for Epilepsy Classification”, International Conference on Computational Vision and Bioinspired Computing (ICCVBIC 2017), , , September 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Application of Morphological Filtering with Modifications in Linear Discriminant Analysis Classifier for Epilepsy Classification from EEG Signals”, International Conference on Computational Vision and Bioinspired Computing (ICCVBIC 2017), , , September 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Analysis of Dimensionality Reduction Techniques with ABC-PSO Classifier for Classification of Epilepsy from EEG Signals”, International Conference on Computational Vision and Bioinspired Computing (ICCVBIC 2017), , , September 2017

R.Harikumar, P.Sunil Kumar, “Extreme Learning Machines; Genetic Algorithm and Neural Networks (MLP) for classification of epilepsy risk levels from EEG Signals”, IBRO-APRC Kerman Associate School of Neuroscience, Kerman, Iran, , August 2017

R.Harikumar, P.Sunil Kumar, “Performance Analysis of Local Linear Embedding and Hessian Local Linear Embedding with Hybrid ABC-PSO for Epilepsy Classification from EEG signals”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , Coimbatore, August 2017

R.Harikumar, P.Sunil Kumar, “Interpretation of Autoencoders and PCA with Adaboost Classifier for Classification of Epilepsy from EEG signals”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar, “An Insight to Mutual Information and Matrix Factorization with Linear Neural Networks for Epilepsy Classification from EEG signals”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar, “An Insight to Mutual Information and Matrix Factorization with Linear Neural Networks for Epilepsy Classification from EEG signals”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar, “Wavelet Transform Analysis (Haar and Sym8) for Epilepsy Classification with Soft Discriminant Classifier”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar, “Correlation Dimension and Bayesian LDA for risk level detection of alcohol from EEG signals”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar, “Power Spectral Density with Logarithmic Gaussian Mixture Model for Epilepsy Classification”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar, “Singular Value Decomposition Based Analysis of Alcoholic EEG data with Hard Thresholding and K-means Clustering”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar , “Comparison of Fast ICA with HMM and GMM Models for Epilepsy Classification from EEG signals”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar, “Design of an Efficient Epilepsy Classification System for Telemedicine Application with GMM Classifier”, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

R.Harikumar, P.Sunil Kumar, “A Simplified and Effective Epilepsy Classification Technique from EEG Signals Using PCA”, â??, 2nd IEEE International Conference on Inventive Computation Technologies (ICICT), , , August 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Logistic Regression Gaussian Mixture Model and Softmax Discriminant Classifier for Epilepsy Classification from EEG Signals”, IEEE International Conference on Computing Methodologies and Communication (ICCMC 2017), Surya Engineering College , Erode, July 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Bayesian Linear Discriminant Analysis with Hybrid ABC-PSO Classifier for Classifying Epilepsy from EEG Signals”, IEEE International Conference on Computing Methodologies and Communication (ICCMC 2017), Surya Engineering College , Erode, July 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Analysis of Adaboost Classifier from Compressed EEG features for Epilepsy Detection”, IEEE International Conference on Computing Methodologies and Communication (ICCMC 2017), Surya Engineering College, Erode, July 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Softmax Discriminant Classifier for Detection of Risk Levels in Alcoholic EEG Signals”, IEEE International Conference on Computing Methodologies and Communication (ICCMC 2017), Surya Engineering College, Erode, July 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Particle Swarm Based Sparse Representation Classifier for Classification of Epilepsy from EEG Signals”, 14th Electrical Engineering/Electronics, Computer, Telecommunications, and Information Technology Conference (ECTICON- 2017), , Thailand, June 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru, “EM Based Non-Linear Regression and Singular Value Decomposition for Epilepsy Classification”, 6th IEEE ICT International Student Project Conference 2017 (ICT-ISPC), Universiti Teknologi Malaysia, Johor Bahru, Malaysia, Malaysia, May 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Performance Analysis of Linear Layer Neural Networks for Oral Cancer Classification”, 6th IEEE ICT International Student Project Conference 2017 (ICT-ISPC), Universiti Teknologi Malaysia, Johor Bahru, Malaysia, Malaysia, May 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Power Spectral Density and KNN Based Adaboost Classifier for Epilepsy Classification”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017), , , April 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Metric Multidimensional Scaling and Aggregation Operators for Classifying Epilepsy from EEG signals”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017), , , April 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Hilbert Transform with Elman Backpropagation and Multilayer Perceptrons for Epilepsy Classification”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017),, , , April 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Non Linear ICA and Logistic Regression for Classification of Epilepsy from EEG signals”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017), , , April 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Non Linear ICA and Logistic Regression for Classification of Epilepsy from EEG signals”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017), , , April 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Non Linear ICA and Logistic Regression for Classification of Epilepsy from EEG signals”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017), , , April 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Sparse PCA and Soft Decision Tree Classifiers for Epilepsy Classification from EEG signals”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017), , , April 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “A Comprehensive Analysis of Support Vector Machine and Gaussian Mixture Model for Classification of Epilepsy from EEG Signals”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017), , , April 2017

Harikumar Rajaguru, Sunil Kumar Prabhakar, “Epilepsy Classification through Multi-Label Dimensionality Reduction through Dependence Maximization and Elite Genetic Algorithm”, IEEE Proceedings of the International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017), , , , April 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Utilization of Dimensionality Reduction Techniques along with PCA as a Post Classifier for the Classification of Epilepsy Risk Levels”, Proceedings of National Conference of Innovations in Engineering and Technology , NCIET, , , February 2017

90. Sunil Kumar Prabhakar, Harikumar Rajaguru, “A Simplified Epilepsy Risk Level Classification Technique Utilizing SVD”, Proceedings of National Conference of Innovations in Engineering and Technology , NCIET, , , February 2017

Karthick.G, Harikumar.R, “Comparative Performance Analysis of Naive Bayes and SVM classifier for Oral X-ray images”, IEEE Sponsored 4th International Conference on Electronics and Communication Systems-ICECS2017, , , February 2017

K.Nirmalakumari, Dr. R. Harikumar, Dr.P.Rajkumar, “Hybrid Feature Extraction Technique for Cancer Classification using Microarray Data,”, International conference on Data Science and Engineering (ICDSE-17), PSG College of Technology Coimbatore, , January 2017

Harikumar Rajaguru, G.Karthick , “Performance Analysis of Wavelets functions using Denoising for Clinical Database”, International Conference on Intelligent and Efficient Electrical Systems (ICIEES17), , PSG College of Technology Coimbatore, January 2017

Sunil kumar P, Harikumar R, “Conceptual Analysis of Epilepsy Classification Using Probabilistic Mixture Models”, 5th IEEE International Winter Conference on Brain-Computer Interface High1 Resort , , Gangwon Province south Korea, January 2017

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Comparison of GA driven Auto encoders for Epilepsy Classification Using Certain Post Classifiers”, International Conference on IoT, Data Science and Security ICIDS -2017, PSG College of Technology Coimbatore, , January 2017

Sunil kumar P, Harikumar R, “Comparison of Fuzzy Output Optimization with Expectation Maximization Algorithm and its Modification for Epilepsy Classification”, , Springer International Conference on Cognition and Recognition, ICCR 2016, 30-31, MIT , Mysore, December 2016

Sunil kumar P, Harikumar R, “Expectation Maximization Based PCA and Hessian LLE with suitable Post Classifiers for Epilepsy Classification from EEG Signals “, Signals 8th International Conference on Soft Computing and Pattern Recognition(SoCPAR- 2016) , VIT University , Vellore, December 2016

Sunil kumar P, Harikumar R, “Factor Analysis, Hessian Local Linear Embedding and Isomap for Epilepsy Classification from EEG”, Electrical Engineering Conference (EECon), University of Moratuwa, , Sri Lanka, December 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Development of Patient Remote Monitoring System for Epilepsy Classification”, 16th International Conference on Biomedical Engineering (ICBME), Singapore, , , December 2016

Sunil kumar P, Harikumar R, “Wireless Systems with Reduced PAPR Using K-means Modified PTS Implemented for Epilepsy Classification from EEG Signals”, IFBME Proceedings (Springer), International Conference on Advancements of Medicine and Health Care through Technology (MEDITECH), , Romania, October 2016

Sunil kumar P, Harikumar R, “Efficient Wireless System for Telemedicine Application with Reduced PAPR Using QMF Based PTS Technique for Epilepsy Classification from EEG Signals”, IFBME Proceedings (Springer), International Conference on Advancements of Medicine and Health Care through Technology (MEDITECH), , Romania, October 2016

Sunil kumar P, Harikumar R, “PCA Based Selective Mapping Technique for Reduced PAPR Implemented for Distributed Wireless Patient Monitoring Epilepsy Classification System”, 3rd International Conference on Movement, Health and Exercise (MoHE), , Malaysia, September 2016

Sunil kumar P, Harikumar R, “Entropy Based PAPR Reduction for STTC System Utilized for Classification of Epilepsy from EEG Signals Using PSD and SVM”, 3rd International Conference on Movement, Health and Exercise (MoHE), , Malaysia, September 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Hadamard Transform Based PAPR Reduction for Telemedicine Applications Utilized for Epilepsy Classification”, IFBME Proceedings (Springer), 3rd International Conference on Movement, Health and Exercise (MoHE), Malaysia, , September 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Performance Analysis of GMM Classifier for Classification of Normal and Abnormal Segments in PPG Signals”, 16th International Conference on Biomedical Engineering (ICBME), Singapore, , , September 2016

Sunil kumar P, Harikumar R, “Factorization and Particle Swarm Based Sparse Representation Classifier for Epilepsy Classification Implemented for Wireless Telemedicine Applications “, International Conference on the Development of Biomedical Engineering , , Vietnam, June 2016

Sunil kumar P, Harikumar R, “Epilepsy Classification Using Discriminant Analysis and Implementation with Space Time Trellis Coded MIMO-OFDM System for Telemedicine Applications”, International Conference on the Development of Biomedical Engineering, , Vietnam, June 2016

Ms M.Manjusha Dr R.Harikumar , “Performance Analysis Of K NN Classifier And K-Means Clustering For Robust Classification Of Epilepsy From EEG Signals”, International Conference On wireless Communications Signal Processing and Networking (WiSPNET)-2016, SSN College Of Engineering Chennai, , March 2016

Ms C.Abirami , Dr R.Harikumar, Mr S.R.Sannasi Chakravarthy , “Performance Analysis And Detection Of Micro Calicification In Digital Mammograms Using Wavelet Features”, IEEE International Conference On wireless Communications Signal Processing and Networking (WiSPNET)-2016, SSN College Of Engineering Chennai, , March 2016

P.Sunil Kumar Dr. R. Harikumar, , ” Three Modified Versions of Sparse Representation Classifier and Navie Bayesian Classifier for Epilepsy classification from EEG Signals”, Proceedings of International Conference On Communication and Security, (ICCS 2016), Department of ECE, Pondicherry Engineering College Puducherry, , March 2016

P.Sunil Kumar Dr. R. Harikumar, “Dimensionality Reduction and Neural Networks for Epilepsy Classification”, Proceedings of International Conference On Communication and Security, (ICCS 2016), Department of ECE, Pondicherry Engineering College Puducherry, , March 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru, ” SVD, ApEn and Weighted KNN Measures as Post Classifiers for Epilepsy Classification”, Proceedings of International Conference On Communication and Security, Department of ECE, Pondicherry Engineering College Puducherry, , March 2016

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Wavelet Neural Networks For Detection and Classification of Epilepsy From EEG Signals”, Proceedings of International Conference On Communication and Security, (ICCS 2016) , Department of ECE, Pondicherry Engineering College Puducherry, , March 2016

Mr S.R.Sannasi Chakravarthy, Dr R.Harikumar, “A Comparison of Extreme Learning Machine and Artificial Neural Network in the detection of Micro calcification in Digital Mammograms.”, Proceedings of International Conference On Communication and Security, (ICCS 2016) , Department of ECE, Pondicherry Engineering College Puducherry, , March 2016

P.Sunil Kumar Dr. R. Harikumar, “Cascaded Feed Forward Neural networks and Generalized Regression as Post Classifiers for epilepsy Risk level Classification “, Study 3rd MEC International Conference On Big Data and Smart City, , Muscat, March 2016

K.Nirmalakumari, Dr. R. Harikumar, Dr. P. Rajkumar , “Clustering Techniques from Significance Analysis of Microarrays”, 2nd International Conference On Computational Intelligence, Cyber Security And Computational Models , PSG College of Technology Coimbatore, , December 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Performance Analysis of ApEn as a Feature Extraction Technique and Time Delay Neural Networks, Multi Layer Perceptron as Post Classifiers for the Classification of Epilepsy Risk Levels from EEG Signals “, 2nd International Conference On Computational Intelligence, Cyber Security And Computational Models , PSG College of Technology Coimbatore, , December 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “PCA and K-means Clustering for Classification of Epilepsy Risk Levels from EEG Signals â?? A Comparitive Study Between Them”, Proceedings of the International Conference on Intelligent Informatics and BioMedical Sciences (ICIIBMS), IEEE Japan, Japan, November 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Morphological Operator Based Feature Extraction Technique along with suitable Post Classifiers for Epilepsy Risk Level Classification”, Proceedings of the International Conference on Intelligent Informatics and BioMedical Sciences (ICIIBMS), , Japan, November 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “GMM better than SRC for Classifying Epilepsy Risk Levels from EEG Signals”, Proceedings of the International Conference on Intelligent Informatics and BioMedical Sciences (ICIIBMS), IEEE Japan, Japan, November 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “A Different Approach to Epilepsy Risk Level Classification Utilizing Various Distance Measures as Post Classifiers”, IEEE 8th Biomedical Engineering International Conference (BMEICON), , Thailand., November 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “A Novel Combination of Code Converters and Sparse Representation Classifier for an Efficient Epilepsy Risk Level Classification”, Proceedings of 2015 IEEE 8th Biomedical Engineering International Conference (BMEICON), , Thailand, November 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “An Efficient Classification of Epilepsy Risk Levels from EEG Signals Using Hard Thresholding Computation Applied to Code Converters”, Proceedings of 2015 IEEE Student Symposium in Biomedical Engineering and Sciences (ISSBES), , Malaysia, November 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Performance Comparison of Fuzzy Mutual Information as Dimensionality Reduction Techniques and SRC, SVD and Approximate Entropy as Post Classifiers for the Classification of Epilepsy Risk Levels from EEG Signals”, Proceedings of 2015 IEEE Student Symposium in Biomedical Engineering and Sciences (ISSBES), , Singapore, November 2015

Sunil Kumar Prabhakar, Harikumar Rajaguru, “Application of Linear Graph Embedding as a Dimensionality Reduction Technique and Sparse Representation Classifier as a Post Classifier for the Classification of Epilepsy Risk Levels from EEG Signals”, 7th International Conference on Graphic and Image Processing (ICGIP), , Singapore, October 2015

K.KavinMullai, R.Harikumar and P.Santhoshini , “A Review on Power Electronic Converters Used for Wind Energy Conversion System Proceedings of International Conference on Renewable Energy and Sustainable Environment â?? RESE “, RESE 15 , Dr. Mahalingam College of Engineering and Technology, Pollachi, Pollachi, August 2015

M.Ramkumar, C.Ganesh Babu, R.Hari Kumar, “Comprehensive Analysis of Forearm Impedance Plethysmography for the Maximally Non Invasive Monitoring and Measurement of Blood Flow “, ICMR Sponsored National Level Conference on Medical Imaging and Informatics for Oncology, Dr. N.G.P. Institute of Technology, Coimbatore, July 2015

R.Harikumar, C.Ganesh Babu, S.Deepa, “Denoising Algorithm for Medical Imaging Using Curvelet Transform”, Proceedings of TEQIP II Sponsored National Conference on Communication Systems and VLSI Design, PSG College of Technology, PSG College of Technology, January 2014

R Hari Kumar, C Ganeshbabu, P Sampath, M Ramkumar, “Performance Analysis of an Activity Based Measurement of Blood Flow Using Impedance Plethysmography”, Proceedings of the Fourth International Conference on Signal and Image Processing 2012 (ICSIP 2012), Springer, India, Coimbatore, December 2012

R. Hari Kumar, C Ganesh Babu, M. Balasubramani, P Sinthiya, “Analysis of SVD Neural Networks for Classcification of Epilepsy Risk Level from EEG Signals”, Proceedings of the Fourth International Conference on Signal and Image Processing 2012 (ICSIP 2012), Springer, India, Coimbatore, December 2012

R.Harikumar, T.Vijayakumar, C.Ganesh Babu, M.G.Sreejith, “Performance Analysis of Morphological Operators based Feature Extraction and SVD, Neural Networks as Post Classifier for the Classification of Epilepsy Risk Levels”, Proceedings of the Fourth International Conference on Signal and Image Processing 2012 (ICSIP 2012), Dr NGP Institute of Technology, Coimbatore, Coimbatore, December 2012

R.Harikumar, T.Vijayakumar, C.Ganesh Babu, M.G.Sreejith, “Performance Analysis of Wavelet Transforms and Principal Components as Post Classifier for the Classification of Epilepsy Risk Levels from EEG Signals”, Proceedings of the Fourth International Conference on Signal and Image Processing 2012 (ICSIP 2012), Dr NGP Institute of Technology, Coimbatore, Coimbatore, December 2012

C. Ganesh Babu, R. Hari Kumar, P.T. Vanathi , “Performance Analysis of Hybrid Robust Automatic Speech Recognition System “, IEEE International Conference on Signal Processing, Computing and Control (ISPCC), 2012 , Jaypee University of Information Technology, Waknaghat, March 2012

R. Harikumar, T. Vijayakumar, C. Palanisamy, “Performance Analysis of Wavelet Transforms and Elman Neural Networks for the Classification of Epilepsy Risk Levels from EEG Signals”, International Conference on Communication and Signal processing ICCOS 2011, Karunya University, Coimbatore, March 2011

R. Harikumar, C. Palanisamy and T.Vijayakumar, “Performance Analysis of Fuzzy Soft Decision Trees Models and Support Vector Machines for Epilepsy Risk Level Classifications from EEG Signal Parameters”, International Conference on Communication and Signal processing ICCOS 2011, Karunya University , Coimbatore, March 2011

R. Harikumar, C. Palanisamy, T. Vijayakumar, R. Madan Chakravarthy, “Performance Analysis of Support Vector Machine (SVM) and Minimum Relative Entropy (MRE) for the Classification of Epilepsy Risk Levels from EEG Signals”, Proceedings of the National Conference on Emerging Trends in Engineering and Technology, Government Engineering College, Kozhikode, February 2011

S No.	Title	Investigator(s)	Funding Agency	Amount	Project Status	Sanction Date
1	Development of ASIC Fuzzy Processor for Diabetic Epilepsy Risk level Classifications	Dr.A.Shanmugam	AICTE , New Delhi (RPS)	Rs.8.23 lakhs	Completed
2	A Detailed study on Epilepsy Risk Level Classification from EEG signals using Wavelet Neural Networks	Dr.R.Harikumar	DRDO New Delhi (ER	Rs.3.79 Lakhs	completed	13.03.2010
3	FPGA Implementation of Wavelet Networks for Epilepsy Risk level Classification.	Dr.R.Harikumar	AICTE New Delhi (RPS)	5.10 Lakhs	completed	10.12.2010
4	NON-INVASIVE PHOTO PLETHYSMOGRAPHIC BASED GLUCOMETER FOR MASS SCREENING OF DIABETES	Dr.R.Harikumar	ICMR New Delhi (Adhoc Project)	9.82 lakhs		05.07.2012

S No.	Subject Area
1	Bio signal processing
2	Soft Computing

S No.	Scholar Name	Register Number	Date of Reg.	Status
1	Ms.P.Manimekalai	71060422015	06.07.2010	Completed
2	T. Vijaya Kumar	71030521041	07.07.2010	Completed
3	Jannefer.S.Raj	11100532016	04.01.2011	Completed
4	S.N. Shivappriya	11110532037	05.01.2011	Completed
5	M.Balasubramani	11110531010	10.01.2011	Completed
6	B.Manjurathi	71110532018	04.07.2011	Completed
7	R.Prabu	71110531018	04.07.2011	Completed
8	B.Vinoth Kumar	11230431063	03.01.2012	Completed
9	P.K.Kowsalya	1223469878	02.07.2012	Completed
10	G.Karthick	1414469103	07.01.2014	Completed
11	K.Kavinmullai	1424369183	22.01.2014	Registration Confirmed
12	P.Sunil Kumar	1514469232	09.01.2015	Completed
13	K.Nirmalakumari	1524469366	09.01.2015	Registration Confirmed
14	Sannasi Chakravarthy S.R	1514469517	06.07.2015	Completed
15	Poornima Sre.J	1524469560	07.07.2015	Registration Confirmed
16	S.Gowthami	1624469103	06.01.2016	Registration Confirmed
17	Vigneshkumar A	16144697354	07.07.2016	Registration Confirmed
18	N.Bharanidharan	17144691238	04.01.2017	Completed
19	Preethi D	17244691492	07.01.2017	Thesis Submitted
20	Mrs.P.Sivamani	18244697137	04.07.2018	Registration Confirmed
21	C.Dinesh	19143691152	07.01.2019	Registration Confirmed
22	Mrs Karthikamani R	20243691111	08.01.2020	On Going
22	Mrs Karthikamani R	20243691111	08.01.2020	On Going

S.No.	Title	Date	Reg. No.	Status	Level	Funding Agency
1	A Sensor for Stress Measurement using Photoplethysmography (PPG)	27.03.2019	26248	In Progress	State Level	Management
2	A method for the measurement of Environmental Parameter using IoT Sensor for Medical Applications	21.05.2019		In Progress	State Level	Management
3	A Method for Enhancement of Features in X-ray Images using Bayesian Concepts for Smart Fracture Detection	28.08.2019		In Progress	National Level	Management
4	A Device for peripheral Blood Flow Measurement using Impedance Plethysmographic Method	14.11.2019	201941046382	In Progress	National Level	NIL
5	A Device for Sleep Stage monitoring with EEG Feature Extraction using IoT	27.05.2020	46212	Granted	National Level
6	A Device to detect Ventricular Tachycardia for Biomedical Applications	28.07.2020	202041033286 A	In Progress	National Level
7	A Device to detect Oral Cancer using Photoplethysmography and Temperature Measurement	21.09.2020	202041040775	In Progress	National Level
8	Device to Detect Ventricular Tachycardia for Biomedical Applications	04.08.2020	202041033286	In Progress	National Level
9	TEMPERATURE SENSITIVE/PROGRAMMABLE STICKERS FOR MEDICINES AND OTHER TEMPERATURE SENSITIVE PRODUCTS	05.04.2021	202141015905	In Progress	National Level	Indian Patents
10	MICROSTRIP ULTRA WIDE BAND BUTTERWORTH LOW PASS FILTER FOR BIOMEDICAL APPLICATIONS	05.04.2021	202141015953	In Progress	National Level	Indian Patents
11	BODY MASS INDEX BASED HEALTH DRINK VENDING MACHINE USING PROGRAMMABLE LOGIC CONTROLLERS	29.04.2021	202141019594	In Progress	National Level	Indian Patents

S No.	Topic	Program	Venue	Date
1	Soft Computing Techniques	AICTE Sponsored FDP	BIT	13.06.2019
2	Medical Image Processing, Wavelet transform applications with respect to image on Biomedical signal processing	FDP	MVJCE Bangalore	24.01.2019
3	Classifiers for Epilepsy Detection	International Conference on Computational Vision and Bio Inspired Computing (ICCVBIC 2018)	RVS Technical Campus Coimbatore	29.11.2018
4	Mammographic Image Processing and EEG Signal Processing	International Workshop on Mathematical Modeling and Soft Computing	The Gandhigram Rural Institute	26.04.2018
5	Recent developments in Mental Health Care Index in India	IEEE2nd International Conference on Computing Methodologies and Communication (ICCMC 2018)	Surya Engineering College, Erode, India	15.02.2018
6	Recent developments in Photoplethysmography (PPG) Signal processing for Effective diagnosis of Cardiac and Respiratory disorders in Humans	2nd IEEE International Conference on Communication and Electronics Systems	Coimbatore	20.10.2017
7	Engineering Perspectives and Pro-diagnosis for Epilepsy Health Care	2nd IEEE International Conference on Inventive Computation Technologies (ICICT)	Coimbatore	24.08.2017
8	Innovations in Engineering and Technology for a Better Healthcare	IEEE International Conference on Computing Methodologies and Communication (ICCMC 2017)	Surya Engineering College Erode	19.07.2017
9	on Advances in Bio signal and Image Processing for Better Healthcare and chaired a session	IEEE International Conference on Electronics, Communication and Aerospace Technology (ICECA 2017)	RVS Technical Campus Coimbatore	20.04.2017
10	Non Linear Analysis and Soft Computing Techniques in EEG signals Processing for epilepsy detection	on Computational Intelligence in biological Signal and Image Processing	KPR Institute of Engineering and Technology Coimbatore	20.08.2015
11	Soft Computing Techniques for Classification of Epilepsy risk levels from EEG signals Processing	on Soft Computing Techniques for Engineering Research and its Applications	Sri Ramakrishna Engineering college Coimbatore	15.06.2015
12	VLSI for Bio medical Engineering	AICTE Sponsored one week Short term course on Emerging Trends in VLSI for Communication	Pondicherry Engineering College, Puducherry	05.03.2015
13	Analysis of Non linear models for Medical image Segmentation	AICTE Sponsored Two week FDP on Recent advances and Future Scope of research in Image Processing	Sona college of Technology	11.07.2013

S No.	Title	Author	Publication	Year / Month
1	Classification of Intra-cardiac Masses in Echocardiograms	Nirmala Kumari.K, Dr.R.Harikumar, Dr.C.Ganesh Babu	LAP LAMBERT Academic Publishing	2020
2	IoT based Theft Detection using Raspberry Pi	Deepa R, Dr.R.Harikumar, Dr.C.Ganesh Babu	LAP LAMBERT Academic Publishing	2020
3	Book Chapter in Springer Lecture Notes on Computational Vision and Biomechanics		Springer	2019
4	EAI/Springer Innovations in Communication and Computing		Springer	2019
5	Lecture Notes in Springer Advances in Intelligent Systems and Computing		Springer	2019
6	Book Chapter in IFBME Proceedings (Springer)		Springer	2019
7	Efficient Gridding and Segmentation for Microarray Images		Lap Lambert Academic Publishing	2019
8	Vehicle Monitoring Using IoT		Lap Lambert Academic Publishing	2019
9	Spatial FCM for Leaf Image Segmentation in Pest Detection		Lap Lambert Academic Publishing	2019
10	EEG Signal Classification Using Hidden Markov Model	Vigneshkumar. A. Harikumar. R, Ganesh babu.C	Lap Lambart Gmbh, Germany	2018

S.No.	Awards
1	The President of India Prize (English) - 2006 from I.E (India) for the paper entitled, Genetic Algorithm optimization of fuzzy outputs for classification of epilepsy risk levels from EEG Signals
2	The Jawaharlal Memorial Prize-2006 from I.E (India) for the paper entitled, Genetic Algorithm optimization of fuzzy outputs for classification of epilepsy risk levels from EEG Signals
3	Certificate of Merit 2007 from I.E (India) for the paper entitled Analysis of SIRM Fuzzy Systems in Classification of Epilepsy Risk levels for Diabetic Neuropathy Patients using Cerebral Blood Flow and EEG Signals.
4	Certificate of Merit 2007 from I.E (India) for the paper entitled A Simple Recurrent Supervised Learning Neural Network for Classification of Epilepsy Risk Levels from EEG Signals.
5	Certificate of Merit 2008 from I.E (India) for the paper entitled Performance Analysis of Different Fuzzy Techniques in Classification of Epilepsy Risk Level for Diabetic Patients using Cerebral Blood Flow, Aggregation Operators and EEG Signals.
6	Certificate of Merit 2009 from I.E (India) for the paper entitled A Comprehensive Analysis on Post processing Mathematical Models (MRE, Aggregation Operators and Soft decision Trees) for Patient Specific Fuzzy Based Epilepsy Risk Level Classifier from EEG Signals.
7	The Institution Prize - 2009 from I.E (India) for the paper entitled, FPGA Synthesis of Heterogeneous and SIRM Fuzzy System for classification of Diabetic Epilepsy Risk levels
8	Performance Analysis Support Vector Machine (SVM) as post classifier for Epilepsy Risk Level classifications from Fuzzy based EEG signal parameters. Second Prize at VI Mantra 2008, National level Prize amount $2500
9	IEEE, Students Enterprise Award ($1150) for the year 2007-2008 project work FPGA Model of Fuzzy (PD) controller for Insulin pumps in Diabetes
10	Awarded Distinguished Scientist in Bio Signal Processing by Venus International Foundation at Annual Research Meeting 2016, 3rd December 2016 Chennai.
11	Awarded Best Scientist by Indian Academic Researchers Association (IARA) at Annual Research Meeting 2017, held on 22nd April 2017 ,Trichy
12	Awarded the Dr. APJ Abdul Kalam Awards for Teaching Excellence 2017, Marina Labs, October 21, 2017, Chennai.
13	Awarded the IEEE Achievers Award-2017, IEEE Madras Section, October 28, 2017, Chennai