An Academician with profound skills in Administration, Academics and Research. My research contributions are interpreted through 71 Scholarly Publications in International Peer Reviewed Journals. I am credited with four patents. I am overseeing the Research of Five Scholars under APJ Abdul Kalam Technological University, Kerala as well as acting as Reviewer for International Peer Reviewed Journals. I am an active member of the Board of Studies at State University (Research), and was an Institutional Auditor for State University, Kerala. Coordinated the Institute's National Assessment and Accreditation Council (NAAC),
and Program Specific National Board of Accreditation (NBA) Initiatives.
EDUCATION
PhD / Faculty of Electrical Engineering
Title: Random Carrier Pulse Width Modulation techniques for three phase VSI drives with constant and fluctuating DC links.
National Engineering College (Autonomous Institute with NBA Accredited Programs)/Anna University/2016
MSW
Specialization in Psychology, Students Counselling, and Management
Annamalai University/2012
MBA
Specialization in Human Resource Management
Manonmaniam Sundaranar University/2010
M.E. /Applied Electronics
St. Xavier’s Catholic College of Engineering. (Institute with NBA accredited Programs) / Anna University 2010
B.E. / Electrical & Electronics Engineering.
Vins Christian College of Engineering/ Anna University/2008
RESEARCH, TEACHING, or OTHER INTERESTS
Renewable Energy, Sustainability and the Environment, Electrical and Electronic Engineering, Biomedical Engineering, Energy Engineering and Power Technology
Dual Atrous and Attention–Enhanced DeepLabV3+ with Hybrid Feature Fusion for Underwater Object Detection S. N. Sindhuja, J. Jerusalin Carol, Jarin T IETE Journal of Research, 2026 Underwater object detection poses unique challenges due to poor image visibility, light scattering, turbidity, and color distortion, which severely affect traditional deep learning performance. To overcome these limitations, we propose DAConv-DLV3+, a novel deep learning framework that enhances the DeepLabV3 + architecture with Dual Atrous Convolution, Dual Attention Mechanisms (spatial and channel), and a hybrid handcrafted feature fusion strategy using Completed Local Binary Pattern (CLBP) and Gray-Level Co-occurrence Matrix (GLCM). The model leverages a comprehensive preprocessing pipeline – including image resizing, white balancing, CLAHE contrast enhancement, dehazing, normalization, and noise reduction – to improve raw underwater image quality. Features extracted from CLBP-GLCM are integrated with deep semantic features at intermediate layers, enriching the model's representational power. Experimental evaluations conducted on four benchmark datasets (UOD, UOT32, LS-URTD, and UIEB) demonstrate that the proposed model achieves superior performance with an average accuracy of 98.39%, precision of 98.30%, F1-score of 98.28%, and MSE as low as 0.0064. The execution time is reduced to 2.10 s, outperforming existing models such as FasterNet-YOLOv7 and G-Net in both accuracy and efficiency. The results validate the effectiveness of DAConv-DLV3 + in underwater environments, establishing its suitability for marine automation, intelligent sensing systems, and embedded vision platforms, thereby offering a valuable contribution to the field of computer vision and intelligent systems in signal processing. The proposed DAConv-DLV3 + effectively addresses underwater challenges such as turbidity, color distortion, and blur through dual atrous convolution, dual attention mechanisms, and hybrid CLBP-GLCM feature fusion, achieving high detection accuracy while maintaining computational efficiency.
Automated Building Extraction from an Aerial Imagery for Urban Monitoring Using a Graph-Based Deep Learning Model A. Kalaiselvi, N. Leena, G. Renjini, T. Jarin IETE Journal of Research, 2026 Building extraction from an aerial image is essential for applications like urban development and disaster management. At present, the emergence of deep learning (DL) has greatly enhanced the effectiveness of building segmentation methods. But the segmentation and identification of images with sharp boundaries continue to face challenges due to inadequately captured high-frequency information, leading to less accurate delineation of building edges. To tackle this challenge, the present work introduces an optimization-assisted Graph convolution network with Attention guiding UNet (OGCN-AG-UNet) for extracting building information and used to identify the correlation among features and identify buildings. For suppressing the image quality defects in aerial images, between the encoder and the decoder, the GCN is integrated. The attention mechanism (AM) is used for capturing the relevant information. The metaheuristic algorithm improved crayfish optimizer (ImCO) is used for hyperparameter optimization. The evaluation is performed on two benchmark datasets, such as Massachusetts Buildings, WHU, and Inria. The suggested model achieved a better IoU of 0.962 and an accuracy of 99.12%, respectively, on the Massachusetts Buildings dataset. The experimental outcomes from building extraction datasets demonstrate that OGCN-AG-UNet enhanced the feature representation for building extraction. Furthermore, its performance in building extraction surpasses that of other existing works.
Temperature-Flow Performance of Natural Ester Transformer Oils through Molecular Dynamics Investigation of Viscosity, Pour Point, and Unsaturation Effects T Jarin, G. Kannayeram, Rathinam Muniraj, Anoopa Jose Chittilappilly, Giby Jose IEEE Transactions on Dielectrics and Electrical Insulation, 2026 This research investigates the temperature–flow response of natural ester transformer oils by molecular dynamics (MD) simulations with emphasis on triglyceride unsaturation effects on viscosity, pour point, and molecular packing. The systems are simulated for three triglycerides: tristearin (C18:0, saturated), triolein (C18:1, monounsaturated), and trilinolein (C18:2, polyunsaturated). Simulations use the AMBER-Lipid14 force field and Green-Kubo formalism to compute viscosity from 233–373 K. Results indicate that increase in unsaturation lowers dynamic and kinematic viscosities and pour points. At 298 K, dynamic viscosity drops from 340 ± 12 mPa·s (tristearin) to 285 ± 9 mPa·s (triolein) and 245 ± 8 mPa·s (trilinolein), corresponding to kinematic viscosities of 370 ± 13, 320 ± 10, and 281 ± 9 cSt , respectively. Experimentally measured pour points are 259 K (–14 °C) for tristearin, 268 K (–5 °C) for triolein, and 253 K (–20 °C) for trilinolein. The simulations reproduce the relative reduction in pour point with increasing unsaturation. Molecular analysis shows that unsaturation introduces chain bends, leading to packing interruptions, 17% increase in free volume, and higher diffusion coefficients (2.1×10<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">–11</sup> to 2.7×10<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">–1</sup>1m<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup>/s). As a result, activation energies for viscous flow reduce from 45.2 ± 1.1 to 38.9 ± 0.9 kJ/mol. Simulation data are in good agreement with experimental data. The results provide molecular-level insights into the design of ester transformer oils with better low-temperature performance.
Dielectric Resonant Antenna Technology for Wireless Transfer in Electric Vehicles Jarin Thankaswamy, Benhala Bachir, Gaydaa AlZohbi, Ratnasunil Buradagunta, Deepanraj Balakrishnan E3s Web of Conferences, 2025 Exploring Dielectric Resonator Antennas (DRAs) in Electric Vehicles (EVs) Wireless Power Transfer (WPT) systems is the focus of this study. DRA technology has gained prominence for its unique advantages, offering high efficiency and compact form factors in comparison to conventional antennas. In the context of EVs, the integration of DRAs in WPT systems has shown promising results in addressing challenges related to charging efficiency and spatial constraints. The resonant properties of DRAs enhance power transfer efficiency by mitigating impedance mismatches and reducing energy losses during transmission. Furthermore, the dielectric material properties of DRAs contribute to minimizing electromagnetic interference and enhancing the reliability of WPT in EV applications. This highlights the potential benefits of employing DRAs in achieving robust and efficient wireless charging solutions for electric vehicles. The study encompasses theoretical analysis, simulation studies, and practical implementations to validate the performance of DRAs in WPT systems. The findings suggest that DRA-based WPT systems present a compelling avenue for advancing the state-of-the-art in EV charging technology with efficiency of 84%, providing a more streamlined and effective approach to meet the growing demands of electric mobility in scooters.
Optimized Autoencoder for Intrusion Detection Systems Jilsy A J, Jarin T, Thomas George K, Jyotsna E Proceedings of 2025 8th International Conference on Emerging Technologies in Computer Engineering Advances in Computing Healthcare and Smart Systems Icetce 2025, 2025
Metaheuristic-Tuned Type-2 Fuzzy PID Controller for BLDC Motor Neethu Salim, F. T. Josh, J. Jency Joseph, Jarin T 2025 International Conference on Next Generation Computing Systems Intelligent System for Sustainable Development Icngcs 2025 Conference Proceedings, 2025
Experimental Analysis of Waste Cooking Oil in Transformer Insulation A. Cianna, S. Sumathi, M. Ponmathy, T. Jarin, B. Deepanraj, Gaydaa Al Zohbi 2025 2nd International Conference on Intelligent Technologies for Sustainable Electric and Communications Systems Itech Secom 2025, 2025
Overview of Digital Twins in Renewable Energy Prabhakar Sharma, Bhaskor Jyoti Bora, B. Deepanraj, T. Jarin 2024 1st International Conference on Trends in Engineering Systems and Technologies Ictest 2024, 2024
Intelligent robot for defect detection and rectification AH Harisankar, Ashique c Raveendran, Anoop James, Bilal Abdul Latheef, Vishnu Sankar, Jibin Noble, T Jarin Proceedings of the 2022 3rd International Conference on Intelligent Computing Instrumentation and Control Technologies Computational Intelligence for Smart Systems Icicict 2022, 2022
Class E Centered Wireless Power Transfer System Stephy Akkara, mon. K Shafeeq, Joshna Anna Johnson, T Jarin, R. Florin Raja Singh 2019 International Conference on Recent Advances in Energy Efficient Computing and Communication Icraecc 2019, 2019
GA Based Intelligent Algorithm for Efficient Power Transfer Joshna Anna Johnson, U.P. Syama, J. Jenson, A.S. Haritha, Stephy Akkara, T. Jarin Proceedings of 2019 3rd IEEE International Conference on Electrical Computer and Communication Technologies Icecct 2019, 2019
A revised RLS algorithm for low frequency electromechanical oscillation Journal of Advanced Research in Dynamical and Control Systems, 2019
Dual vision transformer with bio-inspired optimization for explainable keratoconus classification P Raghavan, C Balasubramanian, T Jarin International Ophthalmology 46 (1), 60 , 2026 2026
Explainable dual-stage context-aware SwinUNet for accurate optic disc and optic cup segmentation in glaucoma assessment P Gopi Kannan, C Balasubramanian, T Jarin International Ophthalmology 46 (1), 227 , 2026 2026
Temperature-Flow Performance of Natural Ester Transformer Oils through Molecular Dynamics Investigation of Viscosity, Pour Point, and Unsaturation Effects T Jarin, G Kannayeram, R Muniraj, AJ Chittilappilly, G Jose IEEE Transactions on Dielectrics and Electrical Insulation , 2026 2026
An Enhanced Optimization Strategy in a Hybrid Power System with Photovoltaic-Wind Turbine System in Terms of Energy Conservation B Deepanraj, AR Afzal, P Muthukumar, T Jarin Advances in Sustainable Energy Systems, Storage, and Conservation, 323-332 , 2026 2026
OGTCN-E-MGO: an optimized deep learning framework for EEG-based schizophrenia detection V Milner Paul, AV Parekkattil, DS Kumar, J Francis, LDV Nair, T Jarin, ... Physical and Engineering Sciences in Medicine, 1-15 , 2026 2026 Citations: 1
Enhancing power grid reliability and efficiency through deep learning based advanced state estimation T Sudhakar, R Muniraj, J Jose, J T Journal of the Chinese Institute of Engineers 49 (1), 189-208 , 2026 2026 Citations: 1
Leveraging Business Intelligence to Explore AI-Driven Transformation in the VUCA and BANI World M Iswarya, R Nithya, T Jarin, RV Naveenan, OK Loang Redefining Business in Volatile and Ambiguous Times, 341-374 , 2026 2026
Dual-Attention DeepLabv3+ with MobileNetV2 for efficient underwater object detection JJ Jasmine, RMR Sherryl, T Jarin, MA Mukunthan International Journal of Information Technology, 1-13 , 2025 2025
Dielectric Resonant Antenna Technology for Wireless Transfer in Electric Vehicles J Thankaswamy, B Bachir, G AlZohbi, R Buradagunta, D Balakrishnan E3S Web of Conferences 680, 00150 , 2025 2025
A Responsive Deep Q-Learning Framework for Sustainable Integrated Energy Systems T Jarin, CJ Tony, E Jyotsna 2025 6th International Conference on IoT Based Control Networks and … , 2025 2025
Home Energy Management System using Adaptive Giant Trevally Optimizer for Enhancing User Comfort T Jarin, P Jose, MB Shyjith, AJ Jilsy, PR Joyel, E Jyotsna 2025 6th International Conference on IoT Based Control Networks and … , 2025 2025
An elitist control scheme for power flow management in smart grid system: a hybrid optimization scheme GP Kannayeram, R Muniraj, NB Prakash, T Jarin, SR Boselin Prabhu Energy Sources, Part A: Recovery, Utilization, and Environmental Effects 47 … , 2025 2025 Citations: 6
A Hybrid Transformer with Artificial Protozoa Optimizer Approach for Efficient Energy Management in FCHEVs T Jarin, A Joseph, E Jyotsna, S Rajesh 2025 4th International Conference on Automation, Computing and Renewable … , 2025 2025
Facial emotion-based autism spectrum disorder identification using enhanced swin transformer and gannet optimization DR Newlin, L N, R G, J T Journal of the Chinese Institute of Engineers, 1-17 , 2025 2025
Optimized Autoencoder for Intrusion Detection Systems AJ Jilsy, T Jarin, K Thomas George, E Jyotsna 2025 8th International Conference on Emerging Technologies in Computer … , 2025 2025
Energy Management of Hybrid Electric Vehicles Using Elman Recurrent with Chinese Pangolin Optimization Strategy T Jarin, J Jose, S Sneha, E Jyotsna 2025 8th International Conference on Emerging Technologies in Computer … , 2025 2025
Renewable Energy Forecasting using optimization backed Conv-LSTM Model T Jarin 2025 IEEE Silchar Subsection Conference (SILCON), 1-6 , 2025 2025
A biorefinery approach for multi-walled carbon nanotube enhanced used cooking oil methyl ester nanofluids in improved transformer insulation T Sudhakar, R Muniraj, YM Reeja, T Jarin Electrical Engineering 107 (11), 14337-14352 , 2025 2025
A DNA-based homomorphic encryption framework with optimized key selection for secure medical image storage in cloud systems M Anisha Vergin, R Ravi, T Jarin Journal of the Chinese Institute of Engineers, 1-18 , 2025 2025
Swin Transformer Based Attention with Scale Invariant Feature Transform for Copy Move Forgery Detection CV Melvi, T Jarin 2025 International Conference on Power, Instrumentation, Control, and … , 2025 2025
MOST CITED SCHOLAR PUBLICATIONS
Segmentation by fractional order darwinian particle swarm optimization based multilevel thresholding and improved lossless prediction based compression algorithm for medical images A Ahilan, G Manogaran, C Raja, S Kadry, SN Kumar, CA Kumar, T Jarin, ... Ieee Access 7, 89570-89580 , 2019 2019 Citations: 169
Numerical analysis of circularly polarized modes in coreless photonic crystal fiber TV Ramana, A Pandian, C Ellammal, T Jarin, ANZ Rashed, ... Results Phys 13 (102140), 10-1016 , 2019 2019 Citations: 94
Energy efficient dual axis solar tracking system using IOT P Muthukumar, S Manikandan, R Muniraj, T Jarin, A Sebi Measurement: Sensors 28, 100825 , 2023 2023 Citations: 66
Intelligent wild geese algorithm with deep learning driven short term load forecasting for sustainable energy management in microgrids B Deepanraj, N Senthilkumar, T Jarin, AE Gurel, LS Sundar, AV Anand Sustainable Computing: Informatics and Systems 36, 100813 , 2022 2022 Citations: 60
Modeling and control of a hybrid electric vehicle to optimize system performance for fuel efficiency C Saju, PA Michael, T Jarin Sustainable energy technologies and assessments 52, 102087 , 2022 2022 Citations: 43
Adsorptive sequestration of noxious uranium (VI) from water resources: a comprehensive review S Prusty, P Somu, JK Sahoo, D Panda, SK Sahoo, SK Sahoo, YR Lee, ... Chemosphere 308, 136278 , 2022 2022 Citations: 42
A Review study of E-waste management in India S Lakshmi, A Raj Asian Journal of Applied Science and Technology (AJAST) Volume 1, 33-36 , 2017 2017 Citations: 39
Comparative analysis of paddy leaf diseases sensing with a hybrid convolutional neural network model RS Jesie, MSG Premi, T Jarin Measurement: Sensors 31, 100966 , 2024 2024 Citations: 38
Biodegradation of P-nitro phenol using a novel bacterium Achromobacter denitrifacians isolated from industrial effluent water SM S. S, DS Vijayan, M Anand, M Ajona, T Jarin Water Science and Technology 84 (10-11), 3334-3345 , 2021 2021 Citations: 29
Hybridization of long short-term memory with Sparrow Search Optimization model for water quality index prediction V Paul, R Ramesh, P Sreeja, T Jarin, PSS Kumar, S Ansar, GA Ashraf, ... Chemosphere 307, 135762 , 2022 2022 Citations: 28
Overview of digital twins in renewable energy P Sharma, BJ Bora, B Deepanraj, T Jarin 2024 1st international conference on trends in engineering systems and … , 2024 2024 Citations: 25
A review on electric and electronic waste material management in 21st century MV Ramesh, M Paramasivan, P Akshay, T Jarin Materials Today: Proceedings , 2023 2023 Citations: 17
Fuel vehicle improvement using high voltage gain in DC-DC boost converter T Jarin, S Akkara, SSS Mole, A Manivannan, AI Selvakumar Renewable Energy Focus 43, 228-238 , 2022 2022 Citations: 17
Synthesis of biodiesel from castor oil catalyzed by sodium hydroxide dispersed on bentonite M Utami, P Setiawan, II Falah, M Shidiq, K Wijaya, T Jarin, ... Sustainable Energy Technologies and Assessments 53, 102526 , 2022 2022 Citations: 16
Advanced intrusion detection using deep learning-LSTM network on cloud environment P Jisna, T Jarin, PN Praveen 2021 Fourth International Conference on Microelectronics, Signals & Systems … , 2021 2021 Citations: 16
The review and investigation of sustainable 13-level multilevel inverter control strategies P Muthukumar, VR Maddukuri, K Eswaramoorthy, N Veeramuthulingam, ... World Review of Science, Technology and Sustainable Development 17 (2-3 … , 2021 2021 Citations: 16
Energy management of renewable energy connected electric vehicles charging using Internet of things: Hybrid MRA-SDRN approach G Kannayeram, R Muniraj, JJ Jasmine, SE Raja, T Jarin Energy 304, 132128 , 2024 2024 Citations: 15
A Ripple Rejection Inherited RPWN for VSI Working with Fluctuating DC Link Voltage P Subburaj, S Bright Journal of Electrical Engineering and Technology 10 (5), 2018-2030 , 2014 2014 Citations: 15
An empirical verification of the proposed distributor marketing intelligence system model T Arumugam, MA Sanjeev, RK Mathai, SRB Prabhu, R Balamourougane, ... International Journal of Business Information Systems 45 (4), 454-473 , 2024 2024 Citations: 14
Effects of long-term exercise training on physiological signals and personality traits in women in law enforcement R George, R Jose, K Meenakshy, T Jarin, S Senthil Kumar Journal of Intelligent & Fuzzy Systems 44 (1), 1085-1097 , 2023 2023 Citations: 13
RESEARCH OUTPUTS (PATENTS, SOFTWARE, PUBLICATIONS, PRODUCTS)
Trans Callosal Signal Bypassing and Neuromodulating Brain Machine Interface
Saveetha Medical College and Hospital
Medical and Health Sciences
Filed : 21-01-2019
Published : 11-09-2020
Exoskeleton Hand for Stroke Survivors Rehabilitation and Control via IoT Based Optimization
Jyothi Engineering College, Thrissur
Engineering and Technology Pending
Filed : 28-02-2019
Published : 08-03-2019
Tremor Stabilization Spoon for Parkinson Syndrome Affected Patients, Which Can Function as per the Requirements Based on Monitoring of Conditions
Jyothi Engineering College, Kerala
Engineering and Technology
Filed : 13-11-2018
Published : 23-11-2018
Brain Stitcher: A Compact Wireless Telemetry System to Assess the Behaviour of the Rodents
National Institute of Technology, Manipur, India
Filed : 08-01-2019
Published : 08-02-2019
Industry, Institute, or Organisation Collaboration
Saveetha Medical College and Hospital
National Institute of Technology, Manipur, India
Anna University/National Engineering College
SOCIAL, ECONOMIC, or ACADEMIC BENEFITS
Skill Development Programs - Nodal Co-ordinator of Pradhan Mantri Kaushal Vikas Yojna (PMKVY) – TI