Faculty

Core Research Domains:

• Machine Learning
• Image Processing
• Artificial Intelligence

Research Focus:

• Domain: Health Care
• Technology: Machine Learning

Journals and Conferences:

Journal Publications

• Optimizing Distributed Inference in Healthcare IoT: Reinforcement Learning and Explainable AI for Dynamic Neural Network Pruning
  Journal: Expert Systems with Applications
  Publisher: Elsevier
  Year: 2025
  DOI: In Press
  Quartile: Q1
  Impact Factor: ~8–9
  Indexing: SCI / SCIE (WoS)
• A Novel and Secured Email Classification Using Deep Neural Network with Bidirectional Long Short-Term Memory
  Journal: Computer Speech & Language
  Publisher: Elsevier
  Year: 2025
  DOI: https://doi.org/10.1016/j.csl.2024.101667
  Quartile: Q1
  Impact Factor: ~4–5
  Indexing: SCI / SCIE (WoS)
• Performance Improvement for Reconfigurable Processor System Design in IoT Health Care Monitoring Applications
  Journal: Tehnički vjesnik
  Publisher: University of Slavonski Brod
  Year: 2024
  DOI: https://doi.org/10.17559/TV-20230614000734
  Quartile: Q1
  Impact Factor: ~2–3
  Indexing: SCI / SCIE (WoS)
• Heart Disease Diagnosis Using Optimized Features of Hybridized ALCSOGA Algorithm and LSTM Classifier
  Journal: Network: Computation in Neural Systems
  Publisher: Taylor & Francis
  Year: 2022
  DOI: https://doi.org/10.1080/0954898X.2022.2061062
  Quartile: Q1
  Impact Factor: ~3–4
  Indexing: SCI / SCIE (WoS)
• Classification of Heart Disease Using MFO Based Neural Network on MRI Images
  Journal: Current Medical Imaging
  Publisher: Bentham Science Publishers
  Year: 2021
  DOI: 10.2174/1573405617666210126153920
  Quartile: Q3
  Impact Factor: ~1.5–2
  Indexing: SCI / SCIE (WoS)
• G. Alekya, K. K, N. M, O. D. Verma, R. A and P. K. G, “Denoising Diffusion Probabilistic Models with Federated Learning for Privacy-Preserving Wind Power Forecasting,” 2025 Tenth International Conference on Science Technology Engineering and Mathematics (ICONSTEM), Chennai, India, 2025, pp. 1-7, DOI: 10.1109/ICONSTEM65670.2025.11374863.
• Optimizing Distributed Inference in Healthcare IoT: Reinforcement Learning and Explainable AI for Dynamic Neural Network Pruning, G.V. Gopal, K. Kalaivani, K. Ramakrishna, S. Srinivasulu, R. Motupalli, Expert Systems with Applications, 131069 (SCI Q1).
• AKB, C.S.P., Dr. K.K. Rao, Dr. O.R.D., Dr. Kalaivani K., K.S., Dr. Chandanapalli, “Generating Optimal Test Cases Using Elitist Genetic Algorithm,” Journal of Theoretical and Applied Information Technology, Vol. 103, No. 8, 30 April 2025.
• A. Poobalan, K. Ganapriya, K. Kalaivani, K. Parthiban, “A Novel and Secured Email Classification Using Deep Neural Network with Bidirectional Long Short-Term Memory,” Computer Speech & Language, Volume 89, 2025, Article 101667, DOI: https://doi.org/10.1016/j.csl.2024.101667 (SCI Q1).
• K. Ganapriya, A. Poobalan, K. Kalaivani, Dr. M. Jeyalakshmi, “Microwave Bone Imaging: Simulation and Experimental Study Using Monopole Antenna,” Vol. 13, No. 3, 2024, DOI: https://doi.org/10.52783/fhi.vi.1065.
• Ganapriya, K., Poobalan, A., Kalaivani, K. & Gopinath, S. (2024). “Performance Improvement for Reconfigurable Processor System Design in IoT Health Care Monitoring Applications,” Tehnički vjesnik, 31(1), 222–227, DOI: https://doi.org/10.17559/TV-20230614000734 (SCI Q1).
• Reddy, N., Kalaivani, K., Prasanthi, K.N., Azmal, S.M., & Teja, P.R. (2024). “Enhancing 5G Networks with D2D Communication: Architectures, Protocols, and Energy-Efficient Strategies for Future Smart Cities,” International Journal of Intelligent Systems and Applications in Engineering, 12(10s), 168–174.
• Dr. C. Raghavendra Reddy, Dr. K. Kalaivani, Dr. V.V. Parthu, M.N. Sreedhar, Mr. Maruthi Kumar, “Structuring Scientific Papers Using Language Elements of Style,” Journal of Propulsion Technology, Vol. 44, No. 4, 2023.
• Kalaivani, K., Nandhini, N., Gottimukkala, A., Dixit, A., Sridharan, K., & Bhende, M. (2023). “Patient Monitoring System Using Deep Learning Algorithms To Recommend Physical Exercise,” pp. 315–319, DOI: 10.13052/rp-9788770040723.063.
• Dr. K. Kalaivani, Dr. Ganapriya K., Dr. Poobalan A., Mr. N. Balamurugan, “Enhanced Deep Learning Algorithm for Tumour Prediction,” Advanced Engineering Science, Volume 54, Issue 02, November 2022.
• Kalaivani, K., Uma Maheswari, N., & Venkatesh, R. (2022). “Heart Disease Diagnosis Using Optimized Features of Hybridized ALCSOGA Algorithm and LSTM Classifier,” Network: Computation in Neural Systems, 33(1–2), 95–123, DOI: https://doi.org/10.1080/0954898X.2022.2061062 (SCI Q1).
• K. Kalaivani, N. U.M., R. V. (2021). “Classification of Heart Disease Using MFO Based Neural Network on MRI Images,” Current Medical Imaging, 17(9), 1114–1127, DOI: 10.2174/1573405617666210126153920.
• Kalaivani K., Vidhya V. & Veerammal V.R. (2020). “Smart Irrigation System with IoT Monitoring and Notification in Indian Agriculture,” Journal of Critical Reviews, Vol. 7, Issue 14.
• K. Kalaivani and N. U. Maheswari, “Predicting Disease Using Information Integration Platform for Large Data,” ICECDS 2017, Chennai, India, pp. 971–975, DOI: 10.1109/ICECDS.2017.8389581.
• Kalaivani K. and N. Uma Maheshwari (2017). “A Review of Classification Methods and Algorithm in Prediction of Heart Disease in the Area of Big Data,” Advances in Natural and Applied Sciences, Vol. 11, No. 7.
• Kalaivani K. and N. Uma Maheshwari (2020). “An Exhaustive Survey on Meta-Heuristic Algorithms for Unimodal and Multimodal Optimization,” International Journal of Innovative Technology and Exploring Engineering (IJITEE), Volume 9, Issue 3.
• Kalaivani K. and N. Uma Maheshwari (2017). “Cuckoo Optimization and Fuzzy Logic Classifier with an Enhanced Stacking Algorithm,” International Journal of Pure and Applied Mathematics, Volume 117, No. 8.
• Kalaivani K. (2016). “Shape Mining: A Universal Data Mining Approach for Industrial Design,” International Journal of Advanced Engineering and Recent Technology, Volume 7, Issue 1.
• Kalaivani K. (2016). “Diabetes Diagnosis Classification Achieved Using Decision Tree,” International Journal of Advanced Engineering and Recent Technology, Volume 7, Issue 1.
• Kalaivani K. (2015). “Analysis of Big Data with Data Mining Using HACE Theorem,” Journal of Recent Research in Engineering and Technology, Volume 2, Issue 4.
• Kalaivani K. (2013). “Maximum Ambiguity for Probability Estimation Based Sample Selection in Decision Tree,” International Journal of Electronics Communication and Computer Engineering (IJECCE).
• G. Alekya, K. K, N. M, O. D. Verma, R. A and P. K. G, “Denoising Diffusion Probabilistic Models with Federated Learning for Privacy-Preserving Wind Power Forecasting,” 2025 Tenth International Conference on Science Technology Engineering and Mathematics (ICONSTEM), Chennai, India, 2025, pp. 1-7, doi: 10.1109/ICONSTEM65670.2025.11374863.
• Optimizing distributed inference in healthcare IoT: reinforcement learning and explainable AI for dynamic neural network pruning, G.V. Gopal, K. Kalaivani, K. Ramakrishna, S. Srinivasulu, R. Motupalli, Expert Systems with Applications, 131069 (SCI Q1).
• AKB, C. S. P., Dr. K. K. Rao, Dr. O. R. D., Dr. Kalaivani K., K. S., Dr. Chandanapalli, “Generating Optimal Test Cases Using Elitist Genetic Algorithm”, Journal of Theoretical and Applied Information Technology, Vol. 103, No. 8, 30 April 2025, ISSN: 1992-8645, E-ISSN: 1817-3195.
• A. Poobalan, K. Ganapriya, K. Kalaivani, K. Parthiban, “A Novel and Secured Email Classification Using Deep Neural Network with Bidirectional Long Short-Term Memory”, Computer Speech & Language, Volume 89, 2025, Article 101667, ISSN: 0885-2308, DOI: https://doi.org/10.1016/j.csl.2024.101667 (SCI Q1).
• K. Ganapriya, A. Poobalan, K. Kalaivani, Dr. M. Jeyalakshmi, “Microwave Bone Imaging: Simulation and Experimental Study Using Monopole Antenna”, Vol. 13, No. 3 (2024), Published: 10-09-2024, DOI: https://doi.org/10.52783/fhi.vi.1065.
• Ganapriya, K., Poobalan, A., Kalaivani, K. & Gopinath, S. (2024). “Performance Improvement for Reconfigurable Processor System Design in IoT Health Care Monitoring Applications”, Tehnički vjesnik, 31(1), 222-227, DOI: https://doi.org/10.17559/TV-20230614000734 (SCI Q1).
• Reddy, N., Kalaivani, K., Prasanthi, K. N., Azmal, S. M., & Teja, P. R. (2024). “Enhancing 5G Networks with D2D Communication: Architectures, Protocols, and Energy-Efficient Strategies for Future Smart Cities”, International Journal of Intelligent Systems and Applications in Engineering, 12(10s), 168–174. Retrieved from https://ijisae.org/index.php/IJISAE/article/view/4359.
• Dr. C. Raghavendra Reddy, Dr. K. Kalaivani, Dr. V. V. Parthu, M. N. Sreedhar, Mr. Maruthi Kumar, “Structuring Scientific Papers Using Language Elements of Style”, Journal of Propulsion Technology, ISSN: 1001-4055, Vol. 44, No. 4 (2023), Page 5136.
• Kalaivani, K., Nandhini, N., Gottimukkala, Anantha, Dixit, Avadhesh, Sridharan, K., & Bhende, Dr. Manisha (2023). “Patient Monitoring System Using Deep Learning Algorithms To Recommend Physical Exercise”, pp. 315-319, DOI: 10.13052/rp-9788770040723.063.
• Dr. K. Kalaivani, Dr. Ganapriya K., Dr. Poobalan A., Mr. N. Balamurugan, “Enhanced Deep Learning Algorithm for Tumour Prediction”, Advanced Engineering Science, ISSN: 2096-3246, Volume 54, Issue 02, November 2022, Page 3797.
• Kalaivani, K., Uma Maheswari, N., & Venkatesh, R. (2022). “Heart Disease Diagnosis Using Optimized Features of Hybridized ALCSOGA Algorithm and LSTM Classifier”, Network: Computation in Neural Systems, 33(1–2), 95–123, DOI: https://doi.org/10.1080/0954898X.2022.2061062 (SCI Q1).
• K. Kalaivani, N. U. M., R. V. (2021). “Classification of Heart Disease Using MFO Based Neural Network on MRI Images”, Current Medical Imaging, 17(9), 1114–1127, DOI: 10.2174/1573405617666210126153920, PMID: 33573572.
• Kalaivani K., Vidhya V. & Veerammal V. R. (2020). “Smart Irrigation System with IoT Monitoring and Notification in Indian Agriculture”, Journal of Critical Reviews, Vol. 7, Issue 14, ISSN: 2394-5125, Pages 4055-4061.
• K. Kalaivani and N. U. Maheswari, “Predicting Disease Using Information Integration Platform for Large Data”, 2017 International Conference on Energy, Communication, Data Analytics and Soft Computing (ICECDS), Chennai, India, 2017, pp. 971-975, DOI: 10.1109/ICECDS.2017.8389581 (IEEE Xplore).
• Kalaivani K. and N. Uma Maheshwari R. (2017). “A Review of Classification Methods and Algorithm in Prediction of Heart Disease in the Area of Big Data”, Advances in Natural and Applied Sciences, Vol. 11, No. 7, ISSN: 1995-0772, E-ISSN: 1998-1090, Pages 486-491.
• Kalaivani K. and N. Uma Maheshwari R. (2020). “An Exhaustive Survey on Meta-Heuristic Algorithms for Unimodal and Multimodal Optimization”, International Journal of Innovative Technology and Exploring Engineering (IJITEE), ISSN: 2278-3075, Volume 9, Issue 3.
• Kalaivani K. and N. Uma Maheshwari R. (2017). “Cuckoo Optimization and Fuzzy Logic Classifier with an Enhanced Stacking Algorithm”, International Journal of Pure and Applied Mathematics, Volume 117, No. 8, 2017, Pages 155-160, ISSN: 1311-8080, ISSN: 1314-3395.
• Kalaivani K. “SHAPE MINING: A UNIVERSAL DATA MINING APPROACH FOR INDUSTRIAL DESIGN”, International Journal of Advanced Engineering and Recent Technology, ISSN (Online): 2455-3522, Volume 7, Issue 1, May 2016, Pages 176-180.
• Kalaivani K. “Diabetes Diagnosis Classification Achieved Using Decision Tree”, International Journal of Advanced Engineering and Recent Technology, ISSN (Online): 2455-3522, Volume 7, Issue 1, May 2016, Pages 144-148.
• Kalaivani K. “Analysis of Big Data with Data Mining Using HACE Theorem”, Journal of Recent Research in Engineering and Technology, ISSN (Online): 2349-2252, ISSN (Print): 2349-2260, Volume 2, Issue 4, April 2015.
• Kalaivani K. “Maximum Ambiguity for Probability Estimation Based Sample Selection in Decision Tree”, International Journal of Electronics Communication and Computer Engineering (IJECCE), ISSN (Online): 2249-071X, ISSN (Print): 2278-4209, 6 March 2013.

National & International Conferences

• K. Kalaivani, “A Comparative Performance Analysis of Deep Learning Models for Brain Tumor Classification Using Volumetric MRI Biomarkers,” presented at the 1st International Conference on Computational Algorithms and Communication Techniques (ICCAT 2026), P.V.K.K. Institute of Technology, Andhra Pradesh, India, 15–16 May 2026.
• R. R. Rautrao, M. Shailaja, N. Roopalatha, K. Kalaivani, F. Almarashdi and M. Karthik, “Explainable AI Framework for Transparent and Fair Recruitment Decision-Making in Automated HR Systems,” 2026 Fourth International Conference on Augmented Intelligence and Sustainable Systems (ICAISS), Trichy, India, 2026, pp. 1839-1844, doi: 10.1109/ICAISS68683.2026.11526676.
• Presented research paper “From Black Box to Bedside: Trustworthy Artificial Intelligence with Large Language Models for Clinical Decision Support” at ICMSCI 2026, University of Delhi, 20–22 February 2026.
• Presented research paper “Hybrid Machine Learning and Image Processing Model for HRM Driven Resume Screening and Shortlisting in Higher Education” at IEEE CNC 2025, Rajkiya Engineering College Sonbhadra, 29–30 December 2025.
• G. Alekya, K. K, N. M, O. D. Verma, R. A and P. K. G, “Denoising Diffusion Probabilistic Models with Federated Learning for Privacy-Preserving Wind Power Forecasting,” 2025 Tenth International Conference on Science Technology Engineering and Mathematics (ICONSTEM), Chennai, India, 2025, pp. 1-7, doi: 10.1109/ICONSTEM65670.2025.11374863.
• Kalaivani, K., Nandhini, N., Gottimukkala, Anantha Rao, Kumar Dixit, Avadhesh, Sridharan, K., and Bhende, Manisha, “Deep Learning-Based Patient Monitoring System for Exercise Recommendations” (November 15, 2024), Proceedings of the 3rd International Conference on Optimization Techniques in the Field of Engineering (ICOFE-2024), Available at SSRN: https://ssrn.com/abstract=5110935 or http://dx.doi.org/10.2139/ssrn.5110935.
• 4th International Conference on Recent Advances in Management & Technology (ICRAMT 2022) organized by Faculty of Management, Invertis University, Bareilly, UP, India, in association with Howard University, Washington DC, USA; Livingstone College, Salisbury, NC, USA; and the Institute of Company Secretaries of India on 4–5 February 2022.
• “Patient Monitoring System Using Deep Learning Algorithms To Recommend Physical Exercise”, International Conference on Recent Trends in Data Science and Its Applications 2023, SRM Engineering College, Chennai.
• “IOT Based Automatic Plant Watering System”, Twelfth National Conference on Next Generation Technology in Computing and Communication (NGTCC 2020).
• “Predicting Disease Using Information Integration Platform for Large Data”, International Conference on Energy, Communication, Data Analytics and Soft Computing (ICECDS), 2017, pp. 971-975, SKR Engineering College, Chennai.
• “Prediction of Ischemic Heart Disease Using Big Data Analysis”, DST-SERB and TEQIP-II Sponsored National Conference on Big Data Analysis and Mobile Technologies, Thiyagaraja College of Engineering & Technology, Madurai.
• “Prediction of Disease Using Large Data”, IEEE Sponsored International Conference on Innovations in Information, Embedded and Communication Systems (ICIIECS’17), Karpagam College of Engineering, Coimbatore, India.
• “Large Scale Distributed Information Infrastructure Based on the Virtualized Networking Patient-Centered Health Care System”, International Conference on Research & Development in Information & Communication Technology, 20–21 June 2016.
• “Analysis of Big Data with Data Mining Using HACE Theorem”, International Conference on Computational Machine Analytics, 11 March 2015.
• “DNA Encryption Mechanism for Data Security Over Transmission”, International Conference on Advanced Computing, Machines and Embedded Technology, 8–9 March 2013.
• “Prediction of Data Through Data Mining Approach by Applying Classification Problems”, 2nd International Conference on Applied Computing 2013, 31 March 2013.
• “Image Alignment & Segmentation Via Motion Transfer & Prediction”, International Conference on Electronics & Communication Engineering, 6–7 April 2012.
• “A Review of Classification Methods and Algorithm in Prediction of Heart Disease in the Area of Big Data”, Tenth National Conference on Next Generation Technology in Computing & Communication, 13 April 2017.
• “Classification & Prediction of Data Through Data Mining Using Decision Tree”, National Conference on Information & Network Management, 4–5 April 2013.
• “Accuracy Learning for Probability Estimation Based Sample Selection in Decision Tree”, National Conference on Innovative Trends in Advanced Computing, 4 March 2013.
• “A Data Mining Approach to Diabetes Diagnosis by Classification in Fuzzy Decision Tree Induction”, Fourth National Conference on System Design and Information Processing, 22 March 2013.
• “Accurate Learning for Probability Estimation Based Sample Selection in Decision Tree”, National Conference on Emerging Trends in Information & Computing Technologies, 2 March 2013.
• “DMZ: A Perimeter Network for Security”, National Conference on Recent Trends in Computing & Communication, 9 March 2012.

• CS 6456 Object-Oriented Programming, Notion Press, 2017, ISBN: 978-1-947586-13-0.
• Cloud Computing – The Essential of Next Generation Computing, Scientific International Publishing House, 2021, ISBN: 9789356254039.

Patents Published

• K. Kalaivani et al., “IoT-Based Omicron Emerged in a COVID-19 Testing Booth Enabled with Thermal Image Detection of Visitor”, Patent Application Publication, Official Journal of the Patent Office, Government of India, Published on 25 February 2022.
• K. Gayathri, A. Sangeetha, B. Karthika, R. Sudha, K. Kalaivani, R. Venkatesh, and N. Uma Maheswari, “Optimal Video and Audio Streaming in Dense 5G Networks”, Patent Application No. 202141001144 A, Official Journal of the Patent Office, Government of India, Published on 22 January 2021, IPC: H04R 25/00, 27 Pages, 6 Claims.
• Banoth Janaki, K. Kalaivani, and Bhukya Ramadevi, “A Smart IoT Based Soil Detection and Real Time Monitoring Device for Precision Agriculture”, Patent Application No. 202641038515 A, Published in the Official Journal of the Patent Office, Government of India, 10 April 2026, IPC: G06Q 50/02, G01N 33/24, A01B 79/00, A01G 25/16, H04L 29/08, 14 Pages, 8 Claims.
• Banoth Janaki, K. Kalaivani, and Bhukya Ramadevi, “A Hybrid AI-IoT System for Real Time Crop Selection and Yield Optimization”, Patent Application No. 202641038497 A, Published in the Official Journal of the Patent Office, Government of India, 10 April 2026, IPC: G06N 3/08, G06Q 50/02, G06N 20/00, G06N 3/04, G01N 33/24, 16 Pages, 8 Claims.

Patents Filed (PhD Students)

• Designing AI Models That Can Learn Continuously Without Catastrophic Forgetting
  Utility Patent | National | Filed: 25 March 2026
• Multi Modal AI Driven Framework for Precision Agriculture with Deep Learning and Dhole Optimization
  Utility Patent | National | Filed: 27 March 2026
• A Multidimensional Educational Intelligence Index (MEII) Driven by Machine Learning for Comprehensive Performance Assessment and Sustainable Academic Success in Educational Institutions
  Utility Patent | National | Filed: 27 March 2026
• An Intelligent Learning Analytics System for Dynamic Engagement Prediction Using Behavioral and Interaction Data
  Utility Patent | National | Filed: 27 March 2026
• A Prerequisite Aware Explainable System for Root Cause Skill Gap Detection Using Dependency Based Learning Models
  Utility Patent | National | Filed: 27 March 2026
• Real Time Crop Disease Detection Using IoT and AI Agents
  Utility Patent | National | Filed: 27 March 2026
• AI Driven Wearable Health Monitoring for Polysomnography Parameter Prediction Using PSO–GA Optimized CNN–LSTM Networks
  Utility Patent | National | Filed: 19 January 2026
• A Clinically Safe LLM Framework Integrating Dual RAG Grounding, Claim Level Medical Verification, & A Trust Scoring Pipeline with Physician In The Loop Decision Gating
  Utility Patent | National | Filed: 18 February 2026

Book Chapters Published

• Chapter 6 – Navigating the Digital Frontier: Data Privacy and Security Challenges in Society 5.0
  Editor(s): Amit Kumar Tyagi, Shrikant Tiwari
  Source: Human-Centric Integration of Next-Generation Data Science and Blockchain Technology
  Publisher: Academic Press, 2025
  Pages: 75–84
  ISBN: 9780443334986
  DOI: 10.1016/B978-0-44333498-6.00022-4
  Indexing: SCOPUS
• Cheque Truncation Mechanism Using Blockchain
  Source: Cases on Uncovering Corporate Governance Challenges in Asian Markets
  Year: 2023
  Pages: 202–212
  DOI: 10.4018/978-1-6684-9867-5.ch010
  Indexing: SCOPUS
• Diagnosis of Heart Disease Using Improved Genetic Algorithm-Based Naive Bayes Classifier
  Source Title: Using Multimedia Systems, Tools, and Technologies for Smart Healthcare Services
  Copyright: © 2023
  Pages: 24
  DOI: 10.4018/978-1-6684-5741-2.ch00
• Analysis on Indian Stock Market Prediction Using Deep Learning Models
  Source Title: Challenges and Applications of Data Analytics in Social Perspectives
  Copyright: © 2021
  Pages: 11
  DOI: 10.4018/978-1-7998-2566-1.ch004
  Indexing: SCOPUS

Awards and Recognition Received

• Received the Best Academician Award at the TuRight National Education Awards 2026, presented by TuRight Technologies Pvt Ltd, Government of India registered, on 31 May 2026, in recognition of excellence and outstanding contributions to education.
• Received the Uttama Adhyapika Award (Bharat Education Excellence Awards), Vignana Bharathi Institute of Technology, 2025, for exemplary contribution in research and education.
• Received the Best Faculty Award at the Kumari Mangrove Foundation NGO for Research & Development, Kandanvilai, Kanyakumari District, Tamil Nadu, KMF Awards 2025, on 23 May 2025.
• Received the Jyestha Acharya and Guru Shreshta Awards from Bharat Education Excellence Awards, recognizing exemplary contributors in the research and education sector, presented by the Vice Chancellor of Andhra University, on 21 April 2023.
• Received the Best Faculty Award from the National Research Academy, Puducherry, India, for the academic year 2022–2023.
• Received an award from Dr. G. Gnanasambandam for being an Anna University Rank Holder with a CGPA of 8.55 in M.E. (CSE), 2014.

Acted as Session Chair / Keynote Speaker / Resource Person

• Contributed as a Resource Person in FDP on Competitive Programming, delivering insights on problem-solving strategies, algorithmic thinking, and coding efficiency.
• Acted as a Session Chair at the 8th International Conference on Applied Sciences, Engineering, Technology & Management (ICASETM), held on 21–22 August 2025 in Jakarta, Indonesia, facilitating scholarly dialogue and technical exchange among global researchers.
• Served as a Member of the International Advisory Committee at the 8th International Conference on Applied Sciences, Engineering, Technology & Management (ICASETM), Jakarta, Indonesia, on 21–22 August 2025, supporting global academic collaboration and interdisciplinary research excellence.
• Delivered a Keynote Address at the 8th International Conference on Multi-Disciplinary Research Studies & Education (ICMDRSE-2025), sharing insights on emerging technologies and academic leadership with an international audience of scholars and educators.
• Conducted a One-Day Workshop as Resource Person on “Data Analytics Mastery Insights with KNIME” on 18 April 2024, providing hands-on training in practical workflows and predictive modeling techniques.

Professional Memberships

• ISROSET – Life Member
• ISTE – Life Member
• IAENG – Life Member
• IFERP – Life Member

Reviewer Activities

• Acted as Reviewer for IJLTEMAS Journal, reviewing “A Machine Learning Based CNN–BiLSTM Framework for Traffic Congestion and Travel Time Prediction”, January 2026.
• Acted as Reviewer for IJRISS Journal, reviewing “On Fraud Detection in Fastag Payments”, January 2026.
• Acted as Reviewer for IJRISS Journal, reviewing “On Parkinson’s Disease Detection Using Hybrid CNN-BiGRU Model”, January 2026.
• Acted as Technical Paper Reviewer at the IEEE International Conference on Next Gen Technologies of Artificial Intelligence and Geoscience Remote Sensing (EARTHSENSE 2025), KLH University Hyderabad, held on 17–18 September 2025.
• Acted and continues to act as a reviewer for various journals and conferences, including Soft Computing, IGI Global, International Journal of Fuzzy Systems, and various IEEE Conferences.

Certified Courses:

• ICT Academy – Learnathon 2024 – Aug–Oct 2024
• Microsoft – Fundamentals of Generative AI – 31.08.2024
• NPTEL – Introduction to Machine Learning – Jul–Sep 2022
• EC-Council – A Practical Introduction to Cloud Computing – 14 Jul 2022
• ICT Celonis Academy – Celosphere 2021 – Process Mining Track – 09.06.2021
• ICT Celonis Academy – Celosphere 2021 – App Creator Track – 09.06.2021
• ICT Celonis Academy – Celonis Machine Learning – 28.05.2021
• ICT Celonis Academy – Adoption – User Enablement – 14.05.2021
• ICT Celonis Academy – AR Collections Management Execution App for Collectors – 11.05.2021
• ICT Celonis Academy – Adoption – Operating Model – 06.05.2021
• ICT Celonis Academy – AR Collections Management Execution App for Managers – 28.04.2021
• SSC NASSCOM FutureSkills Prime Digital Vidhya – Big Data Foundation Course – 19.04.2021
• AICTE & GUVI – The Guinness World Record Event – Most Users to Take an Online Computer Programming Lesson in 24 Hours – 24.04.2021 to 25.04.2021
• ICT Academy – Digital Teaching Techniques – 07.12.2020 to 12.12.2020
• NPTEL – Problem Solving through Programming in C – June 2018
• NPTEL – Introduction to Modern Application Development – May 2018
• NPTEL – Cloud Computing – Sep 2018
• NPTEL – Introduction to Machine Learning – Sep 2022
• Udemy – Microcontroller Embedded C Programming: Absolute Beginners – 20.03.2020
• MathWorks – Machine Learning Onramp – May 2020
• MathWorks – Deep Learning Onramp – May 2020
• Automation Anywhere – Bot Story: Where Automation Meets Analytics Using Bot Insight V11.0 – May 2020
• Automation Anywhere – Unleash Your Intelligent Bots: Develop Cognitive Bots Driven by AI & Machine Learning (IQ Bot) – May 2020
• Automation Anywhere – Communicating with Emulators: How to Automate Terminal Applications – May 2020
• Automation Anywhere – Automating Excel Operations: Methods to Work with Excel Workbooks – May 2020
• Automation Anywhere – Build the Digital Workforce: Create Bots Using Automation Anywhere V11.0 – May 2020
• Automation Anywhere – Hello Bot: Introduction to RPA and Use Cases V11 – May 2020
• Automation Anywhere – Communicating with Email Servers: Methods to Automate Email Messages – May 2020
• Automation Anywhere – Automating String Operations: Methods to Manipulate and Extract Strings – May 2020
• Automation Anywhere – Automating Structured Data: How to Work with XML Streams – May 2020
• Automation Anywhere – Working with PDF Documents: Methods to Automate PDF-Related Processes – May 2020
• Automation Anywhere – Storing and Manipulating Data: How to Automate Database-Related Processes – May 2020
• Cisco Networking Academy – Cybersecurity Essentials – May 2020
• Cisco Networking Academy – Introduction to IoT – May 2020
• Coursera – Create Your First Python Program – 08.06.2020
• Coursera – Object-Oriented Programming with Java – 08.06.2020
• Coursera – Project: Creating Your First C++ Application – 05.06.2020
• Coursera – Beginning SQL Server – 05.08.2020
• Coursera – Machine Learning for All – 05.06.2020
• Coursera – Introduction to HTML5 – 05.06.2020
• Coursera – Introduction to Python – 08.06.2020
• Coursera – Introduction to Relational Database and SQL – 08.06.2020
• Coursera – Programming for Everybody (Getting Started with Python) – 01.06.2020
• ICT Academy – Digital Teaching Techniques – 12.12.2020
• Coursera – Introduction to Data Science in Python – 05.06.2020
• CodeRed – A Practical Introduction to Cloud Computing – 14 July 2022
• BluePrism University – BluePrism Associate Developer Next Steps (6 Courses) – 12.04.2022
• NPTEL – Design & Analysis of Algorithms – Jul–Sep 2025
• FutureSkills Prime & NASSCOM IT-ITeS SSC – Digital Application Fundamentals (STEM) – 14 February 2026

FDPs & Workshops Attended:

• • NEP 2020 Orientation & Sensitization Programme
    Category: TTP
    Organized By: Malaviya Mission Teacher Training Programme
    Level: International
    Duration: 13 Days
    Date: 16 February 2024 – 28 February 2024
    Sponsored By: UGC, JNTUH
  • Salesforce Platform Developer 1
    Category: FDP
    Organized By: ICT Academy
    Level: International
    Duration: 5 Days
    Date: 09 December 2024 – 13 December 2024
    Sponsored By: AICTE
  • AI for Educators
    Category: FDP
    Organized By: Institute of Public Enterprise
    Level: International
    Duration: 5 Days
    Date: 20 May 2024 – 24 May 2024
    Sponsored By: IPE
  • Modern & Innovative Tools in Engineering Education
    Category: FDP
    Organized By: Computer Society of India
    Level: International
    Duration: 5 Days
    Date: 04–08 July 2024
    Sponsored By: Tripura University (Approved by AICTE)
  • How to Improve College Ranking through Effective Implementation of OBE
    Category: FDP
    Organized By: Chase Research & Development Department
    Level: International
    Duration: 1 Day
    Date: 05 July 2024
  • Building Advanced Data Analytics Applications with Cloud
    Category: FDP
    Organized By: NextGen Employability Program
    Level: International
    Duration: 5 Days
    Date: 18 December 2023 – 22 December 2023
    Sponsored By: AICTE ATAL
  • Introduction to Machine Learning
    Category: FDP
    Organized By: NPTEL
    Level: International
    Duration: 3 Months
    Date: Jul–Sep 2022
    Sponsored By: NPTEL
  • Research Methodology and IPR
    Category: FDP
    Organized By: Velagapudi Ramakrishna Siddhartha Engineering College
    Level: International
    Duration: 5 Days
    Date: 13.09.2021 – 17.09.2021
    Sponsored By: IQAC, IIC, AICTE
  • Multi Technologies
    Category: FDP
    Organized By: Maruri Venkata Subba Rao Engineering College
    Level: International
    Duration: 7 Days
    Date: 27.06.2021 – 03.07.2021
    Sponsored By: Brain O Vision & National Youth Council of India
  • Open Source Tools for Data Analytics
    Category: FDP
    Organized By: Sai Ram Engineering College
    Level: National
    Duration: 5 Days
    Date: 24.05.2021 – 28.05.2021
  • Applied Deep Learning, Computer Vision & NLP with Python
    Category: FDP
    Organized By: EduxLabs
    Level: International
    Duration: 10 Days
    Date: 26.04.2021 – 09.05.2021
    Sponsored By: E-Cell IIT Hyderabad & EduxLabs
  • Outcome Based Education
    Category: FDP
    Organized By: JECRC Jaipur
    Level: International
    Duration: 3 Days
    Date: 19.08.2020 – 21.08.2020
    Sponsored By: Inpods India Pvt. Ltd. & JECRC
  • An Academic Perspective on Research
    Category: FDP
    Organized By: Sagi Rama Krishnam Raju Engineering College
    Level: International
    Duration: 5 Days
    Date: 03.08.2020 – 07.08.2020
  • Application of Tools & Techniques in Research Methodology
    Category: FDP
    Organized By: Paavai Engineering College
    Level: National
    Duration: 2 Days
    Date: 21.07.2020 – 23.07.2020
  • Image Processing and Data Science
    Category: FDP
    Organized By: Canara Engineering College
    Level: International
    Duration: 4 Days
    Date: 26.06.2020 – 29.06.2020
  • Blockchain
    Category: FDP
    Organized By: Indian Institute of Information Technology Vadodara
    Level: International
    Duration: 5 Days
    Date: 15.06.2020 – 19.06.2020
    Sponsored By: AICTE Training and Learning (ATAL) Academy
  • Advanced Research Methodology & Innovative Teaching Pedagogy
    Category: FDP
    Organized By: Tulsiramji Gaikwad-Patil College of Engineering & Technology
    Level: International
    Duration: 7 Days
    Date: 08.06.2020 – 13.06.2020
  • CS 6712 Grid and Cloud Computing Laboratory
    Category: FDP
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 3 Days
    Date: 10.05.2017 – 12.05.2017

• • Instructional Design & Delivery System
    Category: FDP
    Organized By: NITTTR, Chennai
    Level: International
    Duration: 6 Days
    Date: 19.12.2016 – 24.12.2016
    Sponsored By: NITTTR, Chennai
  • CS6660 Compiler Design
    Category: FDP
    Organized By: KSR College Institute for Engineering & Technology, Tiruchengode
    Level: National
    Duration: 3 Days
    Date: 15.12.2016 – 17.12.2016
  • Design and Analysis of Algorithms
    Category: FDP
    Organized By: SSN College of Engineering & Technology, Chennai
    Level: National
    Duration: 7 Days
    Date: 25.01.2016 – 29.01.2016
  • Effective Communication
    Category: FDP
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 4 Days
    Date: 23.11.2015 – 26.11.2015
  • Problem Solving & Python Programming
    Category: Pearson Faculty Connect Program
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 2 Days
    Date: 26.04.2018 – 27.04.2018
  • Key Technologies & Intelligent Tools in Health Care Applications over Internet of Things (IoT)
    Category: Seminar
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 3 Days
    Date: 22.03.2016 – 24.03.2016
  • One Day Hands-on Training using MATLAB
    Category: Seminar
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 1 Day
    Date: 22.09.2015
  • Data Analytics Using R
    Category: Workshop
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 2 Days
    Date: 30.09.2016 – 01.10.2016
  • Writing and Publishing Research Papers in High Impact Factor Journals
    Category: Workshop
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 1 Day
    Date: 26.12.2016
  • Video Analytics for Realtime Event Detections
    Category: Seminar
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 1 Day
    Date: 06.10.2015
  • Use of Technology in Education
    Category: Webinar
    Organized By: PSNA College of Engineering & Technology
    Level: National
    Duration: 1 Day
    Date: 10.08.2021
    Sponsored By: MOE-AICTE (NEP 2020)
  • Survival Or Happiness
    Category: Webinar
    Organized By: PSNA College of Engineering & Technology
    Level: International
    Duration: 1 Day
    Date: 15.01.2021
    Sponsored By: ICT Academy
  • Application of Robotics in Industries
    Category: Webinar
    Organized By: Easwari Engineering College
    Level: National
    Duration: 1 Day
    Date: 25.07.2020
  • Log-in to Healthier and Happier Life
    Category: Webinar
    Organized By: PSNA College of Engineering & Technology
    Level: International
    Duration: 1 Day
    Date: 28.08.2020
  • Impact of Academia – Industry Collaboration
    Category: Webinar
    Organized By: PSNA College of Engineering & Technology
    Level: International
    Duration: 1 Day
    Date: 25.08.2020
  • Leading Edge in Industrial Practice
    Category: Webinar
    Organized By: KS School of Engineering and Management
    Level: International
    Duration: 5 Days
    Date: 10.08.2020 – 14.08.2020
  • How to Publish High Impact Research Article
    Category: Webinar
    Organized By: Crescent Institute of Science and Technology
    Level: International
    Duration: 1 Day
    Date: 09.08.2020
  • Increasing the Effectiveness of Online Classes for Engineering Students
    Category: Webinar
    Organized By: PSNA College of Engineering & Technology
    Level: International
    Duration: 1 Day
    Date: 08.08.2020
    Sponsored By: IQAC
  • Introduction to Web Application Development
    Category: Webinar
    Organized By: Hirasugar Institute of Technology, Nidasoshi
    Level: National
    Duration: 1 Day
    Date: 10.08.2020
    Sponsored By: Tech-Fortune Technologies, Bangalore
  • Security and Privacy Concern in Online Teaching – Learning
    Category: Webinar
    Organized By: Shri Shivaji Shikshan Prasarak Mandal’s College of Education, Barshi
    Level: National
    Duration: 1 Day
    Date: 05.08.2020
    Sponsored By: IQAC
  • Free and Open Source Tools for Engineering Laboratories
    Category: Webinar
    Organized By: K.L.N. College of Engineering
    Level: National
    Duration: 1 Day
    Date: 27.07.2020
  • IGEN GENDISTRANCON 2020 – Brown vs Green Power
    Category: Webinar / Panel Discussion
    Organized By: The Institution of Green Engineers
    Level: International
    Duration: 1 Day
    Date: 25.07.2020
    Sponsored By: IGEN
  • Research Competencies and Publications
    Category: Webinar
    Organized By: Teerthanker Mahaveer University
    Level: International
    Duration: 1 Day
    Date: 31.07.2020
  • Get Your Head in the Clouds
    Category: Webinar
    Organized By: Dr. NGP Institute of Technology
    Level: National
    Duration: 2 Days
    Date: 23.07.2020 – 24.07.2020

• • Flipped Classroom
    Category: Webinar
    Organized By: Vellore Institute of Technology (VIT), Chennai
    Level: National
    Duration: 1 Day
    Date: 31.07.2020
  • Enhancing Employability Skill Set on Data Structures and Algorithms
    Category: Webinar
    Organized By: SJB Institute of Technology, Bengaluru
    Level: International
    Duration: 1 Day
    Date: 30.07.2020
  • IoT on Automotive
    Category: Webinar
    Organized By: Rathinam Technical Campus
    Level: National
    Duration: 1 Day
    Date: 29.07.2020
  • Blockchain Hype in Business World: Introduction & Career Scope
    Category: Webinar
    Organized By: Nadar Saraswathi College of Engineering & Technology
    Level: National
    Duration: 1 Day
    Date: 27.07.2020
  • The Impact of Positive Education on Behavioural Modification: A Novel Perspective
    Category: Webinar
    Organized By: Kanpur Institute of Technology
    Level: International
    Duration: 1 Day
    Date: 24.07.2020
  • Evolutionary Algorithms
    Category: Webinar
    Organized By: ESDIYEM Channel
    Level: National
    Duration: 1 Day
    Date: 26.07.2020
  • IoT for Smart Automation
    Category: Webinar
    Organized By: Sona College of Technology
    Level: National
    Duration: 2 Days
    Date: 16.07.2020 – 17.07.2020
  • E-Impact Lecture Session-1 on Patent Filing Procedures in India & Overview of Industrial Designs
    Category: Webinar
    Organized By: PSNA College of Engineering & Technology
    Level: International
    Duration: 1 Day
    Date: 06.07.2020
    Sponsored By: MHRD IIC
  • Introduction to Artificial Intelligence & Its Applications
    Category: Webinar
    Organized By: Kanpur Institute of Technology
    Level: International
    Duration: 1 Day
    Date: 21.07.2020
    Sponsored By: GENEKIT Society
  • Internet of Things (IoT) and Its Applications
    Category: Webinar
    Organized By: Rajalakshmi Engineering College
    Level: National
    Duration: 1 Day
    Date: 19.07.2020
  • A Career in Artificial Intelligence & Machine Learning
    Category: Webinar
    Organized By: KPR Institute of Engineering & Technology
    Level: National
    Duration: 1 Day
    Date: 18.07.2020
  • AI & Edge Computing Using OpenPower System
    Category: Webinar
    Organized By: The National Institute of Engineering
    Level: International
    Duration: 1 Day
    Date: 24.06.2020
    Sponsored By: IBM
  • India’s First Leadership Talk
    Category: Webinar
    Organized By: MHRD
    Level: International
    Duration: 1 Day
    Date: 11.07.2020
    Sponsored By: MHRD
  • Future Aspects of Computer Science
    Category: Webinar
    Organized By: Deepshika Group of Colleges
    Level: International
    Duration: 2 Days
    Date: 26.06.2020 – 27.06.2020
  • Project Handling & Challenges in Software Industries
    Category: Webinar
    Organized By: Oriental College of Technology
    Level: International
    Duration: 1 Day
    Date: 30.06.2020
  • Engineering Research – Outcome Based Approach
    Category: Webinar
    Organized By: Peri Institute of Technology
    Level: International
    Duration: 2 Days
    Date: 22.06.2020 – 26.06.2020
    Sponsored By: IQAC Cell
  • The Art of Writing a Best Research Paper
    Category: Webinar
    Organized By: Dr. NGP Institute of Technology
    Level: National
    Duration: 1 Day
    Date: 24.06.2020
  • Understanding Legal Risks in Remote Teaching & Learning
    Category: Webinar
    Organized By: Kanpur Institute of Technology
    Level: International
    Duration: 1 Day
    Date: 25.06.2020
  • Emerging Technologies
    Category: Webinar
    Organized By: Jeppiaar SRR Engineering College
    Level: International
    Duration: 1 Day
    Date: 24.06.2020
  • Innovation, IPR, Entrepreneurship, and Start-ups among HEIs
    Category: IIC Online Sessions
    Organized By: PSNA College of Engineering & Technology
    Level: International
    Duration: Session 1–17
    Date: 28.04.2020 – 22.05.2020
    Sponsored By: IIC

• • Big Data Analytics with State-of-the-Art Experimentation on E-Governance, Healthcare & Educational System
    Category: Seminar
    Organized By: K.L.N. College of Information Technology
    Level: International
    Duration: 7 Days
    Date: 05.10.2017 – 11.10.2017
    Sponsored By: AICTE
  • Blockchain Technologies and its Applications
    Category: STTP
    Organized By: Sona College of Engineering and Technology
    Level: International
    Duration: 7 Days
    Date: 27.07.2020 – 02.08.2020
    Sponsored By: AICTE
  • Blended Learning and Flipped Classroom
    Category: FDP
    Organized By: NITTTR – Chandigarh
    Level: National
    Duration: 5 Days
    Date: 31.08.2020 – 04.09.2020
    Sponsored By: NITTTR – Chandigarh
  • NAAC Accreditation Process
    Category: STTP
    Organized By: NITTTR – Chennai
    Level: National
    Duration: 5 Days
    Date: 23.11.2020 – 27.11.2020
    Sponsored By: NITTTR – Chennai
  • Augmented Reality & Virtual Reality – A Future Technology
    Category: STTP
    Organized By: Sri Krishna College of Engineering & Technology, Coimbatore
    Level: National
    Duration: 5 Days
    Date: 02.11.2020 – 07.11.2020
  • Artificial Intelligence and Deep Learning for Computational Biology
    Category: STTP
    Organized By: Department of CSE, PSNACET
    Level: National
    Duration: 6 Days
    Date: 07.12.2020 – 12.12.2020
  • Certificate Course on Digital Teaching Techniques
    Category: Webinar
    Organized By: ICT Academy
    Level: National
    Duration: 6 Days
    Date: 07.12.2020 – 12.12.2020
    Sponsored By: ICT Academy
  • White Hat Hacker
    Category: Workshop
    Organized By: Vega Institute
    Level: International
    Duration: 2 Days
    Date: 27.07.2020 – 28.07.2020
  • Dart Programming Language
    Category: Workshop
    Organized By: Brainovision
    Level: International
    Duration: 1 Day
    Date: 27.07.2020
    Sponsored By: Brain O Vision
  • Bioinformatics & Computational Genomics: Intelligent Tools & Methods to Prevent Epidemic Diseases using Big Data (BCIEB’16)
    Category: Seminar
    Organized By: PSNACET
    Level: National
    Duration: 3 Days
    Date: 07.09.2016 – 09.09.2016

• MATLAB Programming for Simulation and Design
  Category: Online Training Programme
  Organized By: NITTTR, Chennai
  Level: International
  Duration: 5 Days
  Date: 09.08.2021 – 13.08.2021
  Sponsored By: NITTTR, Chennai
• NAAC Accreditation Process
  Category: Online Training Programme
  Organized By: NITTTR, Chennai
  Level: International
  Duration: 7 Days
  Date: 23.11.2020 – 27.11.2020
  Sponsored By: NITTTR, Chennai
• Value of IEEE Publications in Research & Distance Teaching
  Category: Online Training Programme
  Organized By: IEEE
  Level: International
  Duration: 1 Day
  Date: 09.11.2020
  Sponsored By: EBSCO, IEEE
• Innovation Commercialisation for Atmanirbhar Bharat
  Category: Live Session
  Organized By: Turnip Innovations Pvt. Ltd.
  Level: International
  Duration: 1 Day
  Date: 14.08.2020
  Sponsored By: Turnip Innovations Pvt. Ltd.
• Graphical System Design using LabVIEW
  Category: Online Training Programme
  Organized By: NITTTR, Chennai
  Level: International
  Duration: One Week
  Date: 20.09.2021 – 24.09.2021
  Sponsored By: NITTTR, Chennai
• National Intellectual Property Awareness Mission (NIPAM)
  Category: Training Program
  Organized By: Government of India, NIPAM
  Level: National
  Date: 17 August 2022
• Advanced Emerging Technologies, Research & Practical Application
  Category: Webinar
  Organized By: IFERP
  Date: 18 May 2022
• Amazon Web Services
  Category: FDP
  Organized By: AICTE
  Level: International
  Duration: 1 Week
  Date: 22 August 2022 – 27 August 2022
• Data Science with Statistical Methods using R Programming
  Category: FDP
  Organized By: ATAL-AICTE
  Level: International
  Duration: 1 Week
  Date: 10.01.2022 – 14.01.2022
• Data Analytics using SPSS
  Category: FDP
  Organized By: ATAL-AICTE
  Level: International
  Duration: 1 Week
  Date: 03.01.2022 – 07.01.2022
• Python Programming Language
  Category: Workshop
  Organized By: Kanpur Institute of Technology
  Duration: 2 Days
  Date: 10 June 2022 – 11 June 2022
• Web-Based Authoring Tools
  Category: Orientation / Refresher Programme
  Organized By: R.V.R. & J.C. College of Engineering, Andhra Pradesh
  Date: 03.01.2022 – 08.01.2022