Dr. J. Jayanthi

Dr. J. Jayanthi M.E., Ph.D

Email: jayanthij@sonatech.ac.in

Designation: Professor/CSE

Experience: 22 years 10 Months

Specialization: Software Engineering, Artifical Intelligence, Database Management System, Machine Learning, Data Science, Software Testing

Journal Publication Conference Publication Book Publication Major Contributions Invited Talk Training / Workshops Consultancy Research Projects Patent Membership Research IDs Awards & Recognitions Lab Achievements Credentials

Journal Publication

  1. Jayamala, R., Oliver, A.S., Jayanthi, J. & N., N. (2024). Enhanced Secured and RealTime Data Transmissions in Wireless Sensor Networks using SFRT Routing Protocol. Tehnički vjesnik, 31(2), 420-425. https://doi.org/10.17559/TV20230617000742
  2. P, D., Durairaj, M., Subudhi, S. et al. AI-driven drowned-detection system for rapid coastal rescue operations. Spat. Inf. Res. 32, 143–150 (2024). https://doi.org/10.1007/s41324-023-00549-7
  3. J.Jayanthi, M.Saravanan, U.Sakthi. Inteligent Satin Bowerbird Optimizer based Compression Technique for Remote Sensing Images. Computers, Materials & Continua, Tech Science Press, March 2022. https://doi.org/10.32604/cmc.2022.025642
  4. J.Jayanthi, S.Anitha Elavarasi. Role of Machine Learning and Deep Learning in Assisting the Special Children’s Learning Process. Journal of Algebraic Statistics, vol.13, no.2, 2022, pp.2327-2334.
  5. J. Jayanthi, Tamilarasan Ramasamy. Early Risk Prediction of Depression from Social Media Posts using Hierarchical Attention Networks. Journal of Algebraic Statistics, vol.13, no.1, 2022, pp.483-489.
  6. J. Jayanthi, M. Kavitha, T. Jayasankar. Segmentation of Brain Tumor Magnetic Resonance Images Using a Teaching-Learning Optimization Algorithm. Computers, Materials & Continua, Tech Science Press, March 2021. https://doi.org/10.32604/cmc.2021.012252
  7. Elavarasi, S. Anitha, J. Jayanthi, K. C. Rajeswari, and V. Nandini. AI Based Personalized Healthcare Application to Keep Up the Well-Being of People by Boost the Immunity through Food and Physical Activity during Pandemic. Annals of the Romanian Society for Cell Biology (2021): 2422-2435.
  8. Thiyaneswaran, B., K. Anguraj, J. Jayanthi, M. Nandhini, C. Padmapriya, and G. Kousalya. Development of Electronic Speech Supporting Device for Dumbed Pharmacy Sales Person Using Intelligent Controller. Annals of the Romanian Society for Cell Biology (2021): 4498-4509.
  9. Thiyaneswaran, B., K. Anguraj, M. Sindhu, N. S. Yoganathan, and J. Jayanthi. Development of Iris Biological Features Extraction for Biometric Based Authentication to Prevent Covid Spread. International Journal of Advanced Science and Technology, 29(3), 8266-8275 (2020).
  10. Jayanthi, J., T. Jayasankar, N. Krishnaraj, N. B. Prakash, A. Sagai Francis Britto, and K. Vinoth Kumar. "An Intelligent Particle Swarm Optimization with Convolutional Neural Network for Diabetic Retinopathy Classification Model." Journal of Medical Imaging and Health Informatics 11, no. 3 (2021): 803-809.
  11. Jayanthi, J., E. Laxmi Lydia, N. Krishnaraj, T. Jayasankar, R. Lenin Babu, and R. Adaline Suji. "An effective deep learning features based integrated framework for iris detection and recognition." Journal of Ambient Intelligence and Humanized Computing (2020): 1-11.
  12. J Jayanthi, R Gopi, Sanjeevi Pandiyan. "A guaranteed data transmission system for wireless ad hoc networks." Emerging Telecommunications Technologies, June 2020 (SCI).
  13. J.Jayanthi, S.Anithaelavarasi. "Trajectory Object Detection using Deep Learning Algorithms." International Journal of Recent Technology and Engineering.
  14. Jayanthi, J., Lydia, E.L., Krishnaraj, N. et al. "An effective deep learning features based integrated framework for iris detection and recognition." Journal of Ambient Intelligence and Humanized Computing 12 (2021): 3271–3281. (SCI)
  15. S. Anitha Elavarasi, J. Jayanthi, N. Basker, T. Jayasankar. "Methods for Improving the Predictive Accuracy of Autism Spectrum Disorder Screening using Machine Learning Algorithms." International Journal of Advanced Science and Technology 29(3), 2020: 9255 - 9262.
  16. B. Thiyaneswaran, K. Anguraj, R. Kandiban, N. S. Yoganathan, J. Jayanthi. "An Imaging Based Lung Tissue and Spread Level Detection for Early Detection of Cancer." International Journal of Recent Technology and Engineering (IJRTE), Volume-8 Issue-2, July 2019.
  17. J Jayanthi, S Anitha Elavarasi, N Basker. "Trajectory Object Detection using Deep Learning Algorithms." International Journal of Recent Technology and Engineering 8(3): 7895-7898, September 2019.
  18. Jayanthi, J., E. Laxmi Lydia, N. Krishnaraj. "An effective deep learning features based integrated framework for iris detection and recognition." International Journal of Ambient Intelligence and Humanized Computing, June 2020.
  19. J. Jayanthi, K.R. Leakashri. "Efficient Energy Utilization: Internet of Connected Home Appliances." e-SSRN, 2018.
  20. J. Jayanthi, B. Sathiyabhama. "Spark based framework for Breast Cancer Analysis." e-SSRN, 2018.
  21. J. Jayanthi, J. Selvakumar. "A novel framework to facilitate personalized web search in a dual mode." International Journal of Cluster Computing, Springer, Vol. 20, Issue 4, pp. 3527-3535, 2017.
  22. J. Jayanthi, K. Tamilarasi. "Task scheduling of Time Critical Projects using Max Min Ant System Algorithm." International Journal of Applied Engineering Research, pp. 346-356, Apr 2015.
  23. J. Jayanthi, S. Rathi. "A Personalized Web Search Framework for Industrial Safety and Health Information Retrieval." Journal of Scientific and Industrial Research, Vol. 73, pp. 407-414, Jun 2014.
  24. J. Jayanthi, S. Rathi. "Personalized Web Search Methods - A Complete Review." Journal of Theoretical And Applied Information Technology, Vol. 62, Apr 2014.
  25. J. Jayanthi, M. Ezhilmathi, S. Rathi. "A Novel Relevance Metric Prediction Algorithm for a Personalized Web Search." ICTACT Journal on Soft Computing, Vol. 3, Issue 4, Oct 2013.
  26. J. Jayanthi, M. Ezhilmathi, S. Rathi. "Evaluating the Effectiveness of Web Search Metrics." International Journal of Applied Information Systems 4(10):28-35, Foundation of Computer Science, New York, USA, 2012.
  27. J. Jayanthi, J. Keerthana, K. S. Jayakumar. "Building User Profiles Based on Preference Networks." International Journal of Web Engineering, Vol. 1 No. 2, 2012, pp. 11-14. doi:10.5923/j.web.20120102.01
  28. J. Jayanthi, K. S. Jayakumar. "A novel page ranking algorithm for a personalized web search." Journal of Computer Science, 8:1029-1035, 2012.
  29. J. Jayanthi, K.S. Jayakumar. "An Integrated Page Ranking Algorithm for Personalized Web Search." International Journal of Computer Applications (IJCA), Vol. 12, pp. 1-5, Jan 2011. (ISSN 0975-8887, Impact factor: 0.89)
  30. J. Jayanthi, K. S. Jayakumar. "Semantic Link Based Algorithm for Personalized Web Search." CiiT - IJSET, Jan 2011. ISSN 0974–9632. (Impact factor: 0.23)
  31. J. Jayanthi, A. Anandaraj, R. Vijayalakshmi. "Automated UAT Test Case and Test Plan Generation for Aspect Oriented Software Development." International Journal of Communication and Innovation, Vol. 1(1), pp. 44–48, Dec 2010. ISSN 2229-6808. (Impact factor: 0.24)
  32. Jayakumar, Jayanthi, Sandya Venkatesan, Naaga Varshini Mohan, and Sarvesh Rajarathinam.AI-powered recipe generator using GPT-3 transformer to deliver personalized recipes based on user preferences and dietary needs. In AIP Conference Proceedings, vol. 3279, no. 1, p. 020097. AIP Publishing LLC, 2025.
  33. Jayakumar, Jayanthi, Harini Soundharyaa Thangavel, Hariharasudhan Pandiyan, and Naveen Kumar Ramesh. Air quality prediction in smart cities using regression techniques. In AIP Conference Proceedings, vol. 3279, no. 1, p. 020098. AIP Publishing LLC, 2025.
  34. G. T, S. G, P. M, J. J, R. S P and M. Kanan, A Secured and Lightweight Document Handling Procedure Using Blockchain Assisted Decentralized Data Manipulation Strategy, 2024 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems (ICSES), Chennai, India, 2024, pp. 1-6, doi: 10.1109/ICSES63760.2024.10910652.
  35. K. Nagababu, S. Ananthi, N. Sunheriya, V. S. P. Ch, J. Jayanthi and H. Fawareh, Experimental Evaluation of Cross-Platform Recognition of Identical and Unknown Users over Social Networking Environment,2024 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems (ICSES), Chennai, India, 2024, pp. 1-7, doi: 10.1109/ICSES63760.2024.10910542.
  36. Balachander, Bhuvaneswari, S. Sivamurugan, M. Gomathi, J. Jayanthi, Adkane RV, and M. Kanan.DCVCP: Experimental Evaluation of Leukaemia Disease Prediction Using Deep Convoluted Vector Classification Principle.In 2024 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems (ICSES), pp. 1-6. IEEE, 2024.

International Conferences

  1. S. Anitha Elavarasi, J. Jayanthi, “Development of AI-Based Posture Monitoring System to Assist Yoga Training”, 2023 International Conference on Research Methodologies in Knowledge Management, Artificial Intelligence and Telecommunication Engineering (RMKMATE)
  2. Dr. J. Jayanthi, Elansurya, Deena Dayalan, Chakra Harsha, “IoT based Solar Energy Management for Smart Home Application”, International Conference on High Performance and Intelligent Computing (ICHPIC 2022), Dec 2022, PSG College of Technology, Coimbatore
  3. Dr. J. Jayanthi, Dr. S. Anitha Elavarasi, “Student Academic and Placement Forecaster”, International Conference on High Performance and Intelligent Computing (ICHPIC 2022), Dec 2022, PSG College of Technology, Coimbatore
  4. S. Anitha Elavarasi, J. Jayanthi, “Application of Image Classification using Deep Learning Approach – A Comparative Study”, International Conference on Agriculture, Healthcare and Green Computing Perspectives of Communication Technologies (ICAHGCT-2022)
  5. Dr. J. Jayanthi, R. Tamilarasan, “A Systematic Study of Machine Learning and Deep Learning Methods Used in Identifying Depression among Social Media Users”, ICAHGCT-2022
  6. J. Jayanthi, S. Anitha Elavarasi, “A Review on Varied Machine Learning Approaches for the Early Detection of COVID-19 with the Medical Imaging Resources”, ASTMLS’2020
  7. J. Jayanthi, Mohammad Yesha, “Information Extraction from Medical Charts”, ASTMLS’2020
  8. J. Jayanthi, Mohammad Yesha, “Demographical Information Extraction from Medical Charts”, ICIECS 2021, RMK Engineering and Technology, Chennai, May 2021
  9. S. Anitha Elavarasi, J. Jayanthi, “AI Based Personalized Healthcare Application to Keep Up the Well-being of People’s Health During Pandemic”, ICARA 2020, ISBN: 978-81-937760-8-0, Global Technology Forum 2020
  10. J. Jayanthi, R. Padmashani, S. Preethi, B. Ranjitha, “Automatic Intravenous Fluid Control and Emergency Monitoring System Using IoT”, International Conference on Advances in IoT, High Performance and Edge Computing, ISBN: 978-81-937760-7-0, Global Technology Forum 2020
  11. J. Jayanthi, B. Sathiyabhama, “Clinical Decision Support System for Breast Cancer Diagnosis and Preventive Care Analytics”, WCASET, 2017, Singapore
  12. Jayanthi, J, Sathiyabhama B, “Breast Cancer Histopathology Image Analysis using ConvNets and Machine Learning Techniques”, Springer Proceedings
  13. J. Jayanthi, B. Keerthana, “Agent Based System for Preference Network Construction”, International Conference on Advanced Computing, Networking and Security ADCONS-2011, NITK Suratkal, 16-18 December 2011
  14. J. Jayanthi, J. Vinothini, “A Preference Network Based Page Ranking Algorithm for a Personalized Web Search”, International Conference on Advanced Computing, Networking and Security ADCONS-2011, NITK Suratkal, 16-18 December 2011
  15. M. K. Keerthika, N. Basker, J. Jayanthi, “SVM Based Classification of Crashes To Improve Bug Prediction”, International Conference on Advanced Computing, Networking and Security ADCONS-2011, NITK Suratkal, 16-18 December 2011
  16. J. Jayanthi, K. S. Jayakumar, B. Akalya, “Personalized Query Expansion based on Phrases Semantic Similarity”, 3rd ICECT, April 8-10, 2011, Kanyakumari, India (Published in IEEE Xplore, ISBN: 978-1-4244-8677-9, IEEE Catalog No: CFP1195F-PRT)
  17. J. Jayanthi, K. S. Jayakumar, Sruthi Surendiran, “Generation of Ontology based User Profiles for Personalized Web Search”, ICNCS, April 8-10, 2011, Kanyakumari, India (Published in IEEE Xplore, ISBN: 978-1-4244-8677-11, IEEE Catalog No: CFP1195F-PRT)
  18. J. Jayanthi, N. Basker, M. Sathya, “Link Based K-Means Clustering Algorithm for Information Retrieval”, ICRTIT, MIT, Anna University, Chennai, 2011 (Published in IEEE Xplore, ISBN: 978-1-4577-0589-2, IEEE Catalog No: CFP1122P-CDR)
  19. J. Jayanthi, N. Basker, “Domain Based Query Expansion Mechanism using Search Category Analysis”, 2nd International Conference on Innovative Research in Engineering and Technology, 14th August 2010, Park College of Engineering and Technology, Coimbatore
  20. J. Jayanthi, N. Vinodhani, “A Semantic Page Ranking Scheme for Web Search Engines”, 2nd International Conference on Innovative Research in Engineering and Technology, 14th August 2010, Park College of Engineering and Technology, Coimbatore
  21. J. Jayanthi, Archana Manojkumar, “Effort Estimation for Aspect Oriented Software Development Based on Use Case Model”, International Conference on Young Scientists – CSE-2009, LVIV University, Ukraine, 2009

National Conferences

  1. Dr. J. Jayanthi, Robina Shrine B, Suvetha R, Vasunthara R, “Soil Parameter Analysis for Accuracy and Crop Yield Prediction”, Proceedings of National Conference on Recent Trends in Electrical, Electronics and Computer Engineering for Sustainable Development (RTEEC’22), May 25, 2022
  2. Dr. J. Jayanthi, Abishek M, Harish S, Karthikeyan M, “Identifying Missing People and Habitual Criminals using Convolutional Neural Network”, Proceedings of National Conference on Recent Trends in Electrical, Electronics and Computer Engineering for Sustainable Development (RTEEC’22), May 25, 2022
  3. J. Jayanthi, Udaykumar U, “An Intelligent Tool for Risk Prediction in Breast Cancer Diagnosis”, NAC-CISS’19, Sona College of Technology, Salem
  4. J. Jayanthi, B. Sathiyabhama, “Automatic Breast Region Extraction and Pectoral Muscle Removal in Mammogram using Otsu’s Threshold with Connected Component Labeling”, NAC-CISS’17, Sona College of Technology, Salem
  5. J. Jayanthi, Dharanika, “An Overview of the Indian MST Radar and Its Applications”, NAC-CISS’17, Sona College of Technology, Salem
  6. J. Jayanthi, N. Basker, M. Sathya, “Link Based K-Means Clustering Algorithm for Information Retrieval”, Proc. of National Conference on Innovative Computational Intelligence and Security Systems, Sona College of Technology, Salem, 2011
  7. J. Jayanthi, N. Basker, “Query Optimization Mechanism using Search Category Analysis”, Proc. of 4th National Conference on Computing Technologies, March 12, 2010, Dhanalakshmi Srinivasan Engineering College, Chennai
  8. J. Jayanthi, N. Vinodhani, “An Improved Page Ranking Scheme for Web Search Engines”, Proc. of National Conference on NCIST - 2010, March 20, 2010, Bannari Amman Institute of Technology
  9. J. Jayanthi, A. Anandaraj, “Use Case Specification Flow Based Automated Test Case Generation for Aspect Oriented Software Development”, Proc. of NAC-CISS’09, National Conference on Innovative Computational Intelligence and Security Systems, Sona College of Technology, Salem, 2009
  10. J. Jayanthi, “Category Participation Method for Automating the Specification based Testcase Generation”, Proc. of National Conference on Code Clave 2008
  11. J. Jayanthi, “Relation based Test Case Priority Session for Regress Testing”, Proc. of National Conference on Code Clave, GCE, Salem, 2008
  12. J. Jayanthi, N. Vanitha, V. Lavanya, “A Fuzzy Set Approach to the Sensitivity Analysis of COCOMO II Software Cost Estimation Model”, National Conference on Threads ’08, 2008
  13. J. Jayanthi, J. Dhayanithi, B. Sathiyabhama, “Mining Gene Expression Data Using Hybrid Clustering”, Proc. of National Conference Threads’08, February 2008

Book Publications

  1. G. Kirubasri, S. Anitha Elavarasi, J. Jayanthi, C. Gunavathi, K. Vijay,Human-Centric Integration of 6G-Enabled Technologies for Modern Society, (chapter 3:Fundamentals of 6G networks) Academic Press (Science Direct), May 2025, Pages 37-55, ISBN 9780443274343, https://doi.org/10.1016/B978-0-443-27434-3.00003-9.
  2. C Dr.S.Anitha Elavarasi, Dr.J.Jayanthi “Chapter 21 - Programming Language support for Implementing Machine Learning Algorithms” on “Handbook of Research on applications and implementations of machine learning Techniques”, IGI Global, 10.4018/978-1-5225-9902-9, ISBN-1522599029, August 2019, pp402-421.
  3. Dr.J.Jayanthi, Dr.S.Anitha Elavarasi, “Integrating the internet of things into software engineering practices”, on” Chapter 9- Current Trends: Machine Learning and AI in IOT”, IGI Global, March 2019, DOI: 10.4018/978-1-5225-7790-4 PP 181-198

Patent

1. AI-Powered Recipe Generator Based on user Preferences and Dietary Needs

2. AI-Powered Posture Monitoring System to Assist Yoga Training

Membership

ISSE, ISTE, ACCS, IEI

Researcher IDs

Awards & Recognitions

  1. “Best Women Engineer Award”, by IEI, Salem Chapter
  2. “Best Women Researcher Award”, by SCT Women Empowerment Cell
  3. “Puthumai Penn” Award by Tata Groups