Journal Publications:

• Jayalakshmi, N., & Sakthivel, K. Enhancing GUI test case generation with multi-objective quasi-oppositional genetic sparrow. Scientific Reports, (2026), 16, 1432. https://doi.org/10.1038/s41598-025-31221-9  Impact factor: 3.9 (SCI Journal)
• N.Jayalakshmi, Dr.K.Sakthivel , “A Hybrid Approach for Automated GUI Testing Using Quasi-Oppositional Genetic Sparrow Search Algorithm” IEEE Explore (2025) DOI: 10.1109/ICSES63760.2024.10910861 (Scopus Indexed)
• R. Gowrishankar, , Rotash Kumar, Vibhor Kumar Singh, , N.Jayalakshmi “ FPGA- Based Implementation of Mems Sensor Networks for Circuit Theory Applications”, ICTACT Journal on Microelectronics ISSN: 2395-1680 (ONLINE) , ( Volume: 9 , Issue: 4 , Pages: 1653 - 1657 ) Jan 2024 DOI: 10.21917/ijme.2024.0285. (UGC CARE – 1)
• Geeta S, , Navale, Ravikiran Madala, Manjunath Managuli, N.Jayalakshmi G. Kadiravan, Ruchira Rawat " Research and Innovation In Next Generation Security and Privacy In Industry 5.0 Iot ", IEEE Explore (2024) DOI: 10.1109/IC3I59117.2023.10397984ISBN:979-8-3503-0449-7(Scopus Indexed)
• S. Murugesan; Neelam Sharma; Kumud Pant, Amit Chauhan, N. Jayalakshmi Purnendu Bikash Acharjee “ Earlier Stage Identification of Bone Cancer with Regularized ELM “IEEExplore(2023) DOI:  10.1109/ICICCS56967.2023.10142670  (Scopus Indexed)
• R. Kuppuchamy, T. Kamalavalli, N. Jayalakshmi, S. Vinothini, “Correlation based Ensemble Feature Selection Algorithm for Diagnosis of Diabetics”, International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN: 2278-3075, Volume-9 Issue-3S, January 2020. (Scopus Indexed)
• Mr.S.Palaniappan,Mr.S.Jayakumar,  N.  Jayalakshmi  Mr.T.Pushparaj ,“Behavior of Multiple Robots and their comparison with their computer simulations by applying Target- Searching Algorithms”, “International Journal of Mechanical Engineering and Technology (IJMET)”, Journal Impact Factor (2016):9.2286, Volume 9, Issue 11, November 2018. (Scopus Indexed)
• N. Jayalakshmi, Nimmati Satheesh ,” Big data Analytics with advancement of challenges in unstructured data”,” International journal of Research in Computer Applications and Robotics”, volume-4,issue 12 , 2320-7345 , December 2016
• N.Jayalakshmi NimmatiSatheesh “A Study On Open SSL Vulnerabilities With Heart Bleed Worm Detection”, International journal of Research in Computer Applications and Robotics, Volume3,Issue3 pg.169-189,March 2015.
• N.Jayalakshmi NimmatiSatheesh “Software Quality Assessment in Object Based Architecture”, International journal of Computer Science and Mobile Computing, Volume2,Issue 4, pg.363-368,March 2014.
• N.Jayalakshmi , “T.S. Sangeetha “Color image segmentation using improved histogram based clustering and quadtree decomposition technique” ,” International journal of Research in Computer Application and Management” ,Volume3 , Issue6,2231-1009,June 2013

International and National Conferences:

• N.Jayalakshmi “Cognitive Study of Ensemble the Optimal Software Testing Techniques and Approaches “,A two days International Conference on Holistic Outcome Based And Multicultural Education (HOME) ISBN : ISBN: 978-93-5780-644-2 Year 2023, Page 540.
• N.Jayalakshmi, Dr.K.Sakthivel,”A Study into Graphical User Interface Issues and the various Methods of GUI Testing” A two days National Conference in Artificial Intelligence and Soft Computing , (NCRTAS – 2024) Year 2024.

Patents:

• Application No. 202541039669 is an ordinary application filed on 24/04/2025 by Dr. P. Jaganathan, Dr. R. Kuppuchamy, Ms. N. Vallileka, Ms. N. Jayalakshmi, and Ms. Nimmati Satheesh. The invention, titled “Smart Bio-Sensor Wearable for Real-Time Cardiovascular Disease Diagnosis Using Deep Learning,” belongs to the field of Biomedical Engineering

• Served as Project Guide for more than 150 postgraduate projects.

• Acted as Class Advisor for the MCA Department from 2018 to 2025.

• Served as Examiner for postgraduate practical and theory examinations conducted by Anna University, Chennai, India.

• Worked as a Question Paper Setter and Valuator for Anna University, India.

• Successfully completed AICTE-certified courses in Big Data, Data Warehousing and Mining, and Software Engineering.

• Successfully completed NPTEL online certification in Object-Oriented Analysis and Design (OOAD).

• Achieved 100% results in subjects including Problem Solving using Python, Object-Oriented Software Engineering, Software Testing Techniques, Object-Oriented Analysis and Design, Computer Programming, Computer Graphics and Multimedia Systems, Operating Systems, Software Project Management, Human Resource Management, Software Engineering, and Multimedia.

• Served as Department Examination Cell Coordinator.

Participated

• "AICTE Sponsored ATAL FDP on Artificial Intelligence: Concepts, Tools, and Emerging Applications at Chadalawada Ramanamma Engineering College from 27/10/2025 to 01/11/2025"
• 6 Day National Level FDP on “Big Data Analytics and Quantum Computing” from 15.09.2025 to 20.09.2025. Conducted by Department of Information Technology, National College. Tiruchirapalli.
• AICTE Sponsored ATAL FDP on "AI Assisted Development of Fast and Secure IOT for Agriculture and Textile Industry" at SSM College of Engineering from 18/08/2025 to 23/08/2025
• 8 days AICTE Sponsored National Level (Face - to - Face) Faculty Development Programme(FDP) On Universal Human Values - II (UHV-II) from 26.07.2024 to 02.08.2024
• Attended Five days FDP on “Impact of Machine Learning ,Deep Learning and AI: An Industrial Perspective” conducted by Department of Computer Applications ,Kongu Engineering College,Perundurai during 6.5.2024 to 10.5.2024.
• Attended Five days FDP on: Effective Research Paper Writing Strategies and High- Impact Journal Publication Techniques” during 22.4.2024 to 26.4.2024.
• Attended Two days International Workshop on Applied Generative AI on 20th and 21st February 2024 conducted by Department of IT,PSNACET.
• Attended “7 days National Level FDP on Python” Organized by Start International Foundation for Research and Education on 19.3.2024 to 25.03.2024.
• FDP program on Open challenges and research issues in Blockchain Technology conducted by KSR tech,Thiruchengodu from 10.04.2023 to 21.04.2023
• International online workshop conducted by GISS on the topic "academic writing: ethical issues from 25.02.2023 to 27.02.2023
• Seminar conducted by PSNACET on the topic "writing project proposal" on 20.02.2023
• Attended a Seminar on" COGNITIVE APPROACHES OF SOLVING THE SECURITY ISSUES OF CLOUD COMPUTING" at KSR Tech, Thiruchengodu on 06.01.2023
• Five days FDP on Recents trends in AI and ML organized by siddhartha institute of science and technology, puttur, by Department of CSE on 26/09/2022 - 30/09/2022
• Intellectual Property awareness and training programme 10/19/2022 by Intellectual property mission of India organised Intellectual property office,India
• Attended live webinar on Artificial Intelligence & Machine Learning algorithms conducted by PSNA College of Engineering and Technology on 21- 07- 2022
• webinar on Future of AI in PSNA College of Engineering and Technology on 26-07- 2022 and participated IP awareness/training program on National intellectual Property awareness mission on 19-10-2022
• I have attended two FDP programs, one on Recent Trends in Research in SRM Institute of Science and Technology, Chennai from 09-02-2022 to 10-02-2022.
• Emerging Technologies and new age courses for Knowledge and skills Enhancement conducted by PSNA College of Engineering and Technology on 25-02-2022.
• Over 100 + Webinars attended on Covid-19 related to latest Technologies (IOT,AI,Block chain, Machine learning, Digital Marketing...)
• Attended AICTE Training And Learning (ATAL) Academy Online FDP on "Augmented Reality (AR)/ Virtual Reality (VR)" from 2020-12-15 to 2020-12-19 at Dr. Mahalingam College of Engineering and technology
• Attended AICTE Training And Learning (ATAL) Academy Online FDP on"Internet of Things (IoT)" from 2020-8-24 to 2020-8-28 at NATIONAL POWER TRAINING INSTITUTE.
• Attended AICTE Training And Learning (ATAL) Academy Online FDP on "Artificial Intelligence" 2020-10-5 to 2020-10-9 at COIMBATORE INSTITUTE OF TECHNOLOGY.

• Attended AICTE - STTP on the title "Fuzzy Sets & Applications in the area of Marketing" hosted by Dept of MBA, PSNACET
• AICTE - ISTE Sponsored Phase - 2, Induction / Refresher Programme on the title “A Hands on Training Programme on Nature Inspired Techniques for Medical Image Analysis and Its Real-Time Applications” organized by MCA, PSNACET from 22.02.2021 to 27.02.2021
• Webinar on the title “Recent Trends in Internet of Things ” hosted by MCA, PSNACET on 04.06.2021.
• Attended AICTE Sponsored six days STTP on " Internet of Things (IoT) with block Chain - Applications and Challenges " from 30-11-2020 to 5-12-2020 - organized by Velalar College of Engg. and Tech.,Erode
• AICTE – STTP – Recent Trends in Computational Intelligence for Healthcare Monitoring - 12.10.20 TO 17.10.20 Dept of EIE, Organized by Banari Amman Institute of Technology
• Attended AICTE Sponsored One week - STTP on "Advances in Biomedical Signal Processing with Hands on"
• Attended AICTE Sponsored STTP on “Recent Trends In Computational Intelligence for Health Care Monitoring Systems”
• Attended AICTE Sponsored STTP on "Federated Identity Management System : Research Perspectives from 7 – 12 September 2020 Organized by Dr.Mahalingam College of Engg. and Tech.
• Attended AICTE Sponsored “Advanced Analytical Techniques in Management and Social Science Research” (2 Weeks)
• Attended IBM Software training under the career education program IBM Worklight07/01/2019-10/01/2019
• Attended DST-SERB Sponsored national level Seminar on “Machine Learning in Wireless Sensor Networks: Networking to Application Perspectives.

Organized Workshop/FDP

• A Seminar on "Mobile Application Development" was held at PSNACET, Dindigul on 9th April 2026.
• A Seminar titled “Work Management Is The Heart Of Digital Transformation” took place at PSNACET, Dindigul on 18th December 2024.
• A Seminar on "Enterprise AI Using OpenPower System" was organized at PSNACET, Dindigul on 28th April 2023.
• A Live Webinar focusing on the "Internet of Things" was conducted as a live online session on 4th April 2020.
• An Intra Department Coding Contest is organized for students at PSNACET, Dindigul every year.
• An International Conference on "Recent Trends in Computer, Information Technology and Applications (ICRTCITA ’18)" was hosted at PSNACET, Dindigul on 23rd March 2018.
• A National Level Intercollegiate Technical Festival called “TecKnowfest ‘15” is celebrated at PSNACET, Dindigul every year.
• An International Seminar covering "Recent Trends in Computational Intelligence Techniques" was held at PSNACET, Dindigul on 27th and 28th August 2014.

• Assistant Professor, Department of Computer Science, SRM Institute of Science and Technology, Tiruchirappalli, Tamil Nadu (03rd July  2026- Till Date)
• Assistant Professor, Department of Computer Science, PSNA College of Engineering and Technology, Dindigul , Tamil Nadu (12th December 2008  – 02nd July  2026).
• Lecturer, Department of Computer Applications, GTN Arts College, Dindigul , Tamil Nadu (06th December 2007  – 10th  December  2008).

• Life time membership in Institute for Educational Research and Publication (IFERP) from 2026.