Research
Research and Academic Interests
Pattern recognition: Dimensionality reduction techniques (PCA, LDA, K-LDA, ICA,etc.), Classifier (SVM, NM,NN, Probabilistic approach,etc.), Regression, Bigdata analysis, Deep learning, etc.
Digital signal processing: Image processing, Speech processing, DSP for wireless communicaiton, DSP for Bio-medical signal processing, etc.
Computational intelligence: Particle swarm optimization, Bacterial foraging, Ant colony, Genetic algorithm, Artificial neural network, Fuzzy logic systems, etc.
IEEE Computational Intelligence Society Membership No:93912866, R10 -Asia and Pacific,
orcid.org/0000-0001-7502-6756Publons: Web of Science Researcher ID AAA-9785-2019
Publications
Journal Publications (SCI/ SCIE indexed)
M.Neema,E.S.Gopi, "Data driven approach for mmWave channel characteristics prediction using deep neural network " , Springer journal on Wireless Personal Communications,(SCIE),2021
G.Jayabrindha, E.S.Gopi, Masking Technique based Attention Mechanism for Off-type Identification in Plants (2022), Elsevier journal on Machine Learning with Applications, 2022
G.Jayabrindha, E.S.Gopi, An Hierarchical Approach for Automatic Segmentation of Leaf Images with Similar Background using Kernel Smoothing based Gaussian Process Regression, selected for publication in Elsevier journal on Ecological informatics,2021
G.Jayabrindha, E.S.Gopi, "Ant Colony Technique for Optimizing the Order of Cascaded SVM Classifier for Sunflower Seed Classification" , IEEE Transactions on Emerging Topics in Computational Intelligence, pp.78 - 88, Vol.2, Issue 1, 2017.(Impact factor:4.989)
E.S.Gopi, "Digital image forgery detection using artificial neural network and independent component analysis", Elsevier journal on Applied Mathematics and Computation (Q1 quartile,Impact factor:4.02 Cite score:3.092) ,Vol. 194-2, 2007, pp. 540-543. ISSN:0096-3003
E.S.Gopi, P.Palanisamy, "Fast computation of PCA bases of image subspace using its inner-product subspace", Elsevier journal on Applied Mathematics and Computation (Q1 quartile, Impact factor: 4.02 Cite score:3.092 ), Vol.219-12, pp.6729-6732, 2013, ISSN:0096-3003.
E.S.Gopi, P.Palanisamy "Neural network based class-conditional probability density function using kernel trick for supervised classifier", Elsevier journal on neuro computing (Q1 quartile,Impact factor:4.02, Cite score:5 ), Vol.154, pp. 225-229, 2014, ISSN:0925-2312.
E.S.Gopi,P.Palanisamy, "Maximizing Gaussianity using kurtosis measurement in the kernel space for kernel linear discriminant analysis", Elsevier journal on neuro computing (Q1 quartile,Impact factor:4.02, Cite score:5) ,Vol.144, pp.329-337, 2014, ISSN:0925-2312.
E.S.Gopi, P.Palanisamy "Formulating particle swarm optimization based membership linear discriminant analysis", Elsevier journal on swarm and evolutionary computation (Q1 quartile, Impact factor: 6.33, Cite score:7.73 ) , Vol.12, pp.65-73, 2013, ISSN:2210-6502.
Journal Publications (Scopus indexed)
Hemant Sharma and E.S. Gopi. "Signal processing approach for music synthesis using bird’s Sounds", Elsevier journal on Procedia Technology , Volume 10, 2013, Pages 287-294
Vinoth S and E S Gopi. ‘’Neural network modeling of color array filter for digital forgery detection using kernel LDA’’, Elsevier journal on Procedia Technology , Volume 10, 2013, Pages 287-294
Jay.K.Patel and E.S.Gopi, ‘’Musical Notes identification using Digital signal processing’’, Elsevier journal on procedia computer science (Cite score: 1.03) , Volume 57, 2015, Pages 876–884
Hari Babu Padarthi and E.S.Gopi, ‘’ Medical data classifications using Genetic algorithm based Generalized Kernel Linear Discriminant analysis’’, Elsevier journal on procedia computer science (Cite score:1.03), Volume 57, 2015, Pages 868–875
E.S.Gopi, P.Palanisamy, "Formulating Particle Swarm Optimization based Generalized Kernel Function for Kernel-Linear Discriminant Analysis", Elsevier journal on Proceedia technology, Vol.6, pp.517-525, 2013
Reviewed Book chapters
Sharan Chandra, Gopi E S, Hrishikesh Shekhar and Pranav Mani ,” Deep Learning to Predict the Number of Antennas in a Massive MIMO Setup based on Channel Characteristics”, in the book "Proceedings of MDCWC2020', Springer publications, ,2021
Yashvanth L, Dharanya V and Gopi E.S ,” Novel method of Self - Interference Cancellation in Full - duplex radios for 5G wireless technology using Neural Networks”, in the book "Proceedings of MDCWC2020', Springer publications, 2021
Pranav Mani, Gopi E S, Hrishikesh Shekhar and Sharan Chandra ,” Generative Adversarial Network and Reinforcement Learning to Estimate Channel Coefficients”, in the book "Proceedings of MDCWC2020 ', Springer publications, 2021
S Swedha and E.S.Gopi ,” LSTM Network for Hotspot Prediction in Traffic Density of Cellular Network”, in the book "Proceedings of MDCWC2020 ', Springer publications, 2021
Mayank Lauwanshi and E.S.Gopi ,” Rank reduction and Diagonalization of Sensing matrix for Millimeter wave Hybrid precoding using Particle Swarm Optimization”, in the book "Constraint Handling in Metaheuristics and Applications', Springer publications, 2021
Shailendra Singh and E.S.Gopi, “Maximizing Downlink Channel Capacity of NOMA System using Power Allocation Based on Channel Coefficients using Particle Swarm Optimization and Back Propagation Neural Network”, in the book Constraint Handling in Metaheuristics and Applications', Springer publications, 2021
Sankar N Nair, E.S.Gopi, "Deep Learning Techniques for Crime Hotspot Detection", Optimization in Machine learning and Applications, Springer, 2020
Shaik Mahammad, E.S.Gopi, Vineetha Yogesh, "The Roulette Wheel selection based Computational Intelligence technique to design an efficient transmission policy for Energy Harvesting Sensors" ,Optimization in Machine learning and Applications, Springer, 2020
G.J.Brinda, E.S.Gopi, "Maximizing Profits in Crop Planning Using Socio Evolution and Learning Optimization", Edited volume on Socio-cultural Inspired Metaheuristics, Springer, 2019
Rajasekharreddy, Poreddy, E.S.Gopi, Feature Selection for Vocal Segmentation Using Social Emotional Optimization Algorithm, Springer, 2019
Vineetha Yogesh, E.S.Gopi, Shaik Mahammad, "Particle Swarm Optimization based HMM parameter estimation for spectrum sensing in Cognitive radio system", Edited volume on Computational intelligence for Pattern Recognition, Springer, 2018.
Florintina.C, E.S.Gopi, "Music composition inspired by sea wave patterns observed from beaches", Proceedings of the 2nd International Conference on Data Engineering and Communication Technology (ICDECT 2017), Springer,2017.
Kshitij Rachchh, E.S.Gopi, "Inclusion of Vertical bar in the OMR sheet for Image Based Robust and Fast OMR Evaluation Technique using Mobile Phone Camera ",Proceedings of the 2nd International Conference on Data Engineering and Communication Technology (ICDECT 2017), Springer, 2017
E.S.Gopi, P.Palanisamy, "Scatter Matrix versus the Proposed Distance Matrix on Linear Discriminant Analysis for Image Pattern Recognition", Springer, pp.101-108, 2014
E.S.Gopi, R.Lakshmi, N.Ramya, and S.M. Shereen Farzana, " Music indexing using Independent Component Analysis with pseudo-generated sources,Independent Component Analysis and Blind Signal Separation", Springer Berlin Heidelberg,pp.1237-1244, 2004
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