• Selvam, Prabu, P. Shanmuga Sundari, T. Suresh, M. Tamilselvi, M. Murugappan, and Muhammad EH Chowdhury. "YOLO-SAIL: Attention-Enhanced YOLOv5 with Optimized Bi-FPN for Ship Target Detection in SAR Images." IEEE Access (2025). 
• Sundari, P.S., Biswas, D., Sinha, S., Nandy, M. and Alzubaidi, L.H., 2024. AN INTEGRATED DEEP-LEARNING MODEL-BASED PRECISE FORECASTING MODEL FOR SUSTAINABLE ENERGY SYSTEMS. Acta Innovations, pp.12-22. 
• Kuriachen B, Jeyaraj R, Raphael D, Ashok P, Sundari PS, Paul A. Defect detection in fused deposition modelling using lightweight convolutional neural networks. Engineering Applications of Artificial Intelligence. 2025 Feb 1;141:109802. (Q1) IVasanthan R, Neelakandan S, Ravindran R, Sundari PS. Language Assimilation and Linguistic Diversity in India: Exploring the Role of Geography and Migration. Migration Letters. 2023 Jul 26;20(4):63-75.
• Saco, A., Sundari, P. S., & Paul, A. (2022). An Optimized Data Analysis on a Real-Time Application of PEM Fuel Cell Design by Using Machine Learning Algorithms. Algorithms, 15(10), 346.. https://doi.org/10.3390/a15100346  (SCOPUS, IF:0.8) (Q2) 
• Sundari, P. S., & Subaji, M. (2021). A comparative study to recognize fake ratings in recommendation system using classification techniques. Intelligent Decision Technologies, 15(3), 443-450. DOI: 10.3233/IDT-200195 (IF-1.235) (Q3)
• Sundari, P. S., & Subaji, M. (2022). An improved hidden behavioral pattern mining approach to enhance the performance of recommendation system in a big data environment. Journal of King Saud University-Computer and Information Sciences, 34(10), 8390-8400. https://doi.org/10.1016/j.jksuci.2020.09.010 (IF:13.473) (Q1)
• Shanmuga Sundari,P.,Subaji.,(2020) Integrating Sentiment Analysis on hybrid Collaborative Filtering Method in a Big Data Environment. International Journal of Information Technology & Decision Making. Vol. 19, No. 02, pp. 385-412 (2020)(IF:2.82) https://doi.org/10.1142/S0219622020500108 (Q2).
• Shanmuga Sundari, P., & Subaji, M. (2019). Aspect level sentiment analysis in deep learning technique using CNN. Journal of Advanced Research in Dynamical and Control Systems, 11(2 Special Issue), 262-270. (SCOPUS Indexed)
• Shanmuga Sundari, P., Subaji, M., & Karthikeyan, J. (2017). A survey on effective similarity search models and techniques for big data processing in healthcare system. Research Journal of Pharmacy and Technology, 10(8), 2677-2684 (SCOPUS Indexed)
• Shanmuga Sundari, P., & Subaji, M. (2016). Big data analytics in healthcare system for 
• diverse perspectives. International Journal of Pharmacy and Technology, 8(3), 18430-18445 (SCOPUS Indexed)

International and National Conferences:

Kaliappan, J., Shreyansh, J., Shanmuga Sundari, P., & Singamsetti, M. S. (2019). Surveillance camera using face recognition for automatic attendance feeder and energy conservation in classroom. Paper presented at the Proceedings - International Conference on Vision Towards Emerging Trends in Communication and Networking, ViTECoN 2019. (SCOPUS Indexed)

Scientific Books Published

BOOK PUBLISHED

• Dr.P.Shanmuga Sundari, Dr.Seng Tong Chong and Dr.M.Prabu “ Outcomes of Best Practices in Classroom Research”, LOrdine Nuovo Publication, ISSN -978-93-92995-10-1, 2021
•  Dr Shanmuga Sundari P, Dr Mohammed Shamsul Hoque and Dr Roy Pushpavilasam Veettil,"ARTIFICIAL INTELLIGENCE AND VOICE ASSISTANTS", DOI: https://doi.org/10.26524/royal.109, ISBN:9789391131296, 2022

BOOK CHAPTERS

• Shanmuga Sundari, P. and Karthikeyan, J., 2022. Analysing Microsoft Teams as an Effective Online Collaborative Network Model Among Teaching and Learning Communities. In Pervasive Computing and Social Networking (pp. 243-254). Springer, Singapore. 
• Predicting genetic mutations among cancer patients by incorporating LSTM with word embedding techniques.In Machine Learning for Health Care systems. River Publisher. (Accepted on 12 Nov 2022)

Patents:

1 Filed, 1 Published

• Application No: 202241028120, "System and Method for Detecting Lung Cancer using Intelligent Image Pattern Recognition Technique" Published in IP Office Journal of the Indian Patent Office  The Patent Office Journal No.22/2022 Publication Dated 03/06/2022,  pp.33607, 

• Exceptional contribution as an expert in “Smart India Hackathon” 2023
• Received Silver medal in NPTEL course “Introduction of Internet of Things”
• Best Young Researcher of the Year 2024 -Roots International Journal of Multidisciplinary Researchers.
• Selected for Women in Space and Allied Sciences Leadership Program (WiSLP) at 2025.
• Research coordinator in Physical Education Foundation of India (PEFI) Tamilnadu chapter.
• Teaching Excellence Award for Outstanding teaching performance during academic year 2021-2022.
• Exceptional contribution as an expert in “Smart India Hackathon” 2022.

Participated

• Attended Short-term Capacity Building program on “Industry 5.O: Building a Sustainable Future with Automation and Technology” conducted by AIU- Avinashilingam Institute- Academic & Administrative Development Center ( AIU-AI-AADC) & Social Media Administration cell from 27/10/2025 to 31/10/2025.
• Participated in the NITTTR , MIC and AICTE Recognized FDP on "AI and Cloud Based Tools for Effective Teaching Learning (In Collaboration with Wadhwani Foundation for AI)conducted by department of CSE from 15-9-2025 to 19-9-2025 at SRMIST, Tiruchirappalli. 
• Attended Five days AICTE & MoE’s sponsored Faculty Development Program on “Innovation and Entrepreneurship”   at Anna University, BIT Campus, Tiruchirappalli from 17 March 2025 to 21 March 2025.
•  Attended Professional Mentoring Program (PMP) 2024 conducted by IEEE India Council Industry Academia Young Professionals Committee (IAYPC) held from 20th August 2024 to 20th December 2024.
• Attended NITTR Chandigarh in Collaboration with Intel conducted Faculty Development Program on “AI for future Workforce” from 22/7/2024 to 26/7/2024.
• Attended SERB sponsored Faculty development program on “Deployment and Development of AIoT based solutions for industrial Applications” organized by the department of CSE at Netaji Subhas University of Technology, New Delhi, from 17-6-2024 to 21-6-2024.
• Attended Short-term Capacity Building program on “Adaptive Learning: Personalized Education with AI” conducted by AIU- Avinashilingam Institute- Academic & Administrative Development Center ( AIU-AI-AADC) & Social Media Administration cell from 1/4/2024 to 5/4/2024.
• Five days FDP on “ Artificial Intelligence in Block Chain “ organized by the Department of CSE, NIT Rourkela from 18-12-2023 to 22-122-2023.
• Attended Short-term Capacity Building program on “Crafting the Digital Identity: Social Media for Higher Education Institution” conducted by AIU- Avinashilingam Institute- Academic & Administrative Development Center ( AIU-AI-AADC) & Social Media Administration cell from 27/11/2023 to 30/11/2023.
•  Five days FDP on “ Sales Forces Developer-1” Conducted by ICT Academy on 30-10-2023 to 3-11-2023.

• International seminar on Unlocking Success: Strategies for crafting various research proposals and patent writing, organised by School of Computer Science and Engineering, VIT-AP University, Amaravati on 29th July 2023.
• 16-day International Online Faculty Development Program on Teaching, Learning and Assessing in 2030”, June 6-23, 2023, organized by Department of Physics, SRM Institute of Science and Technology, Ramapuram Campus, Chennai
• Five days Online Short-Term Course on “Advanced Python Programming” conducted by the Department of Computer Science and Engineering, NIT Warangal in association with CCE, NIT Warangal from 27-01-2023 to 31-01-2023
• Attended training on Innovation Ambassador(IA) “Foundation Level” by MoE’s innovation Cell & AICTE during the IIC calendar year 2021-2022. 
• Attended Faculty Enablement Program (FEP) on Artificial Intelligence using Infosys Springboard platform from Nov 14th- Nov 18th, 2022.
• Two days online FDP on  “Revised Assessment and Accreditation Framework of NAAC : Understanding and Opportunities in HEI’s”” Department of Mechanical Engineering in Association with Internal Quality Assurance Cell (IQAC), Kongunadu College of Engineering and Technology,India from 28th  to 29th   March 2022.
• Five days online FDP on  “Deep Learning for NLP” organized by the Department of Computer Science and Engineering, Kongunadu College of Engineering and Technology India from 6th  to 7th   May 2022.
• Five days online FDP on  “Machine Learning Deep Learning and IoT drawn Smart Application (” organized by the Department of Computer Science and Engineering, National Institute of Technology, Andhra Pradesh ,India from 21st  to 25th   March 2022.
• Five days online FDP on  “Machine Learning” organized by the Department of Computer Science and Engineering, INDIAN INSTITUTE OF INFORMATION TECHNOLOGY DHARWAD.,India from 18th to 22nd  January 2021
• Five days online FDP on "Social and Bio-Inspired Cyber Threat Intelligence Defense Systems “organized by the Department of Computer Science and Engineering, Sree Vidyanikethan Engineering College.,India from 23rd  to 27th   January 2021.
• Five days online FDP on “Deep learning for NLP” organized by the Department of Computer Science and Engineering, NIT Andhra Pradesh (NIT-AP),India from 23th to 27th November 2020. 
• Five days e-Workshop on “Mathematical and Statistical Methods for Machine Learning” organized by the Department of Mathematics and Scientific Computing, NIT Hamirpur (H.P),India from 7 th to 11th November 2020. 
• Five days Online short-term course on “Application of Machine Learning & Deep Learning in Engineering Problems” organized by the Department of Computer Science and Engineering, NIT Srinagar,J&K from 26th to 30th October 2020.

Organized 

Program Title:Two weeks  international online FDP on “AI and IoT: Challenges and Future Opportunities"

Participants: Faculty, Research scholar, Students

Resource Persons :  Foreign Professor, Indian Experts from reputed institutions

Date : 17th November 2024 to 29th November 2025

Place ; Online

Program Title: One week  National online FDP on “Ethical Hacking and Cyber Security Tools"

Participants: Faculty, Research scholar, Students

Resource Persons :  Industry 

Date : 24th April 2024 to 28th April  2024

Place: Online 

Program Title : Fifteen-day international online STTP on Empowering the future : AI, Machine learning, deep learning for innovations and  transformation”

Participants : Faculty, Research scholar, Students

Resource Persons : Foreign Professor, Indian Experts from reputed institutions

Date : 24th July 2023 to 9th August 2023

Place ; Online

Program Title: Foreign Expert Guest Lecture on “Recent

Advancement in Technologies”

Participants : Engineering students

Date : 30 September 2022

Place : Online

Program Title : Industry Expectation from young Engineers

Participants : Engineering students

Date : 5 June 2021

Place : Webinar 

Program Title : Preparing for Better Tomorrow

Participants : Engineering students 

Date : 17 October 2021

Place : Webinar.

Program Title : EX-CO 2021

Participants : Engineering students 

Date : 4 December 2021

Place : CSE Block, SVCET, Chittoor.

Program Title : Guest Lecture on “Data Science”

Participants : Engineering students 

Date : 31 December 2021

Place : CSE Block, SVCET, Chittoor.

CONFERENCE CONDUCTED

• Conducted Virtual National conference on “Voice Assistants- Future of Interaction” on 4th June 2022.
• Conducted Virtual National conference on “Innovation in Engineering and Technology” on 8th January 2022.

CERTIFICATION

• Certified Trainer Wipro trainer on  Database Expert Administrator
• Certified Trainer RedHat trainer on  RedHat certified System Administrator
• Completed Innovation and Entrepreneurship certified by AICTE and MIC.
• NPTEL certification course completes on  “Introduction to Internet of Things “ -Sliver+Elite
• NPTEL certification course completed on “Computer Networks and Internet Protocol”
• NPTEL certification course completed on “Introduction to Machine learning”
• Certification course on “Computer Vision 101”
• Certification course on “Introduction to Data Science”
• Certification course on “Introduction on Artificial Intelligence”
• Certification course on “Introduction to Deep Learning”
• Certification course on “Introduction to Natural Language Processing”
• Certification course on “Introduction to Introduction to Robotic Process Automation”
• Honorable Diploma in Computer Application (H.D.C.A)                ,                               
•  Certificate of Software Testing Professional (C.S.T.P.)

Academic Experience:

Assistant Professor , SRM Institute of Science & Technology, Tiruchirappalli, 8th May 2023 to till present.

Associate Professor , Sri Venkateswara College of Engineering and Technology ,Chittoor, Andhra Pradesh, From 2 Mar 2021 to 5th May 2023.

Assistant Professor , Sri Venkateswara College of Engineering and Technology ,Chittoor, Andhra Pradesh, From 18 Dec 2020 to 1st  March 2021

Lecturer, M.A.M College of Engineering, Trichy, From 2-3- 2008 to 1-9-2009

Industry Experience:

Software Developer, PRATHMETIX Global Solutions, Chennai, From 3-6- 2003 to 25-1-2006.

Research Experience:

Assistant Professor(Junior), Vellore Institute of Technology, From June 2018 to 22 July 2020

Research Associate, Vellore Institute of Technology, From Dem 2014 to 22 July 2017.

• ACM professional membership. MemberId: 0174945
• Recognized Coordinator of Research and Development in PEFI.

NIL