Dr.V.Nandini

Dr.V.Nandini , M.E (CSE)., Ph.D.,

Email: nandinivijaykumar@sonatech.ac.in

Designation: Associate Professor

Experience: 23 years 6 months

Specialization: NLP, Machine Learning

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. Karthikeyan, B., Seethalakshmi, N., Nandhini, V., Vinoth, D., Muthusamy, P., & Bellam, K. Multimodal Feature Fusion Using Optimal Transfer Learning Approach for Lung Cancer Detection and Classification on CT Images., Journal of Intelligent Systems and Internet of Things Volume 12 , Issue 1, PP: 84-96 , 2024 .
  2. Air Quality Prediction in Smart Environment using Lightweight Residual Network: Sustainable Light- AirNet Approach P. Muthusamy *, V. Nandini, B. Karthikeyan, K. Nithya, S. Sabarunisha Begum5 and K. Elangovan, J. Environ. Nanotechnology .,Vol. 13(1), 125-132 (2024) https://doi.org/10.13074/jent.2024.03.241516
  3. S. Periyanayagi, V. Nandini, K. Basarikodi and V. Sumathy, "IOT assisted biomedical monitoring sensors for healthcare in human," Computer Systems Science and Engineering, vol. 45, no.3, pp. 2853–2868, 2023
  4. Internet of Things Enabled Smart Solid Waste Management System, Vijayalakshmi J., Mohanarathinam A., Nandini V., Gayathri Priya, Global NEST Journal, Vol 25, No X, pp 1-8, DOI: https://doi.org/10.30955/gnj.004744.
  5. Metaheuristic Based Clustering with Deep Learning Model for Big Data Classification, Computer Systems Science and Engineering, R.Krishnaswamy, Kamalraj Subramaniam, V.Nandini, K.Vijaylakshmi, Selfdine Kary , Yunyoung Nam Vol.44, No.1, 2023, pp.391-406 April 2022
  6. A new parameter estimation methodology for determining optimum parameters in tumor, Shailaja, K., Nandini, V., AngelLathaMary, S., Hussain, G. J., & Kumar, A. (2022). Bull. Env. Pharmacol. Life Sci, 11, 180-185.
  7. An Ontology based Optimized Semantic Web Service Discovery using TensorFlow in Overlay Cell Networks , Dr.V. Nandini, Dr.K.C. Rajeswari, Turkish Journal of Computer and Mathematics Education Vol.12 No.12 (2021), 2276-2282, 23 May 2021
  8. A Question Answering Model to identify supporting sentences from Electronic medical records using GNN V.Nandini , K C Rajeswari ,Turkish Journal of Computer and Mathematics Education , 3140 Research Article Vol.12 No.6 (2021), 3140-3145 Science Research Societypublisher
  9. AI Based Personalized Healthcare Application to Keep Up the Well-Being of People by Boost the Immunity through Food and Physical Activity during Pandemic, S.Anitha Elavarasi,J.Jayanthi ,K.C.Rajeswari,V.Nandini, Annals of R.S.C.B., ISSN:1583-6258, Vol. 25, Issue 3, 2021, Pages. 2422 - 2435 Received 16 Fe bruary 2021; Accepted 08 March 2021.
  10. An implementation of data driven analysis and forecast framework of covid-19 based on the qa user reviews using x-tract qa model V.Nandini, K.C.Rajeswari, J.Jayanthi, Anitha Elavarasi, Turkish Journal of Physiotherapy and Rehabilitation; 32(2) ISSN 2651-4451 | e-ISSN 2651-
  11. Automatic assessment of descriptive answers in online examination system using semantic relational features, Nandini, V., Uma Maheswari, P. Journal of Supercomputing, 2020, 76(6), pp. 4430–4448
  12. Automatic question classification for descriptive answer assessment using bloom’s taxonomy , Nandini, V., Rupa Devi, M., Priyadharshini, M., Priya, M. International Journal of Advanced Science and Technology, 2020, 29(3), pp. 8856–8867
  13. Deep neural network model for question classification, jayalakshmi S NANDINI V , RAJESWARI K C,Suraj Punj Journal For Multidisciplinary Research
  14. Near Replica’s Using Document Level Features And Supervised Learning Uma maheswari P Nandini V Journal of supercomputing, 2018
  15. Dynamic Business Rule Engine Priyanga.V and Nandini.V ADVANCES in NATURAL and APPLIED SCIENCES ,2017 ISSN: 1995-0772 Published BYAENSI Publication EISSN: 1998-1090
  16. A framework for measuring similarity between Terms in Short Text Categorization ,Nandini, V., Janani Chitra, R., Uma Maheswari, P. Proceedings of 2016 Online International Conference on Green Engineering and Technologies, IC-GET 2016, 2017, 7916642
  17. Near Duplicate Document Detection Using Document-Level Features and Supervised Learning Raveena.S, Nandini.V, 2014, International Journal of Innovative Research in Computer and Communication Engineering ISSN(Online): 2320-9801 ISSN (Print): 2320-9798
  18. Vijaykumar, Nandini, Siddharth Balaji, Tharaneeshwar Sanjeevkumar, Sureka Nambi, and Sharumathi Murugan, “Predicting severity of OSA using AHI as key indicator,” AIP Conf. Proc. 3279, 020084-1–020084-12 (2025). https://doi.org/10.1063/5.0263282
  19. Vijaykumar, Nandini, Supreetha Shanmuganathan, Swetha Alagappan, Vijayarani Madhaiyan, and Yashhwanthini Sureshkumar, “Early identification of catheter misplacement and lines on chest x-rays,” AIP Conf. Proc. 3279, 020085-1–020085-13 (2025). https://doi.org/10.1063/5.0262907
  20. Vijaykumar, Nandini, Nirmal Jaganathan, Naveen Balaji Loganathan, and Naveenkumar Raja, “A NLP based model on resume parsing and shortlisting system for smart recruitment,” AIP Conf. Proc. 3279, 020128-1–020128-10 (2025). https://doi.org/10.1063/5.0262909
  21. Vijaykumar, Nandini, Sudharshan Chandrasekar, Tharun Kumar Pugalendhi, and Vasudevan Ganesan, “AI and ML-powered analysis for non governmental organization,” AIP Conf. Proc. 3279, 020132-1–020132-7 (2025). https://doi.org/10.1063/5.0262910
  22. S. Mala, T. Genish, R. Nithya, V. Nandini, 'Dynamic Cluster Head Optimization for Multipath Routing in Mobile Ad Hoc Networks via Hybrid Stochastic Bandgap Optimization Mixstyle Neural Networks,' Int. J. Commun. Syst., Online ISSN:1099-1131, Print ISSN:1074-5351 (2025). https://onlinelibrary.wiley.com/doi/abs/10.1002/dac.70065
  23. Karthikeyan, B., Seethalakshmi, N., Nandhini, V., Vinoth, D., Muthusamy, P., & Bellam, K., 'Multimodal Feature Fusion Using Optimal Transfer Learning Approach for Lung Cancer Detection and Classification on CT Images,' J. Intell. Syst. Internet Things, 12(1), 84–96 (2024).
  24. P. Muthusamy, V. Nandini, B. Karthikeyan, K. Nithya, S. Sabarunisha Begum, K. Elangovan, 'Air Quality Prediction in Smart Environment using Lightweight Residual Network: Sustainable Light-AirNet Approach,' J. Environ. Nanotechnol., 13(1), 125–132 (2024). https://doi.org/10.13074/jent.2024.03.241516
  25. S. Periyanayagi, V. Nandini, K. Basarikodi, V. Sumathy, 'Iot assisted biomedical monitoring sensors for healthcare in human,' Comput. Syst. Sci. Eng., 45(3), 2853–2868 (2023).
  26. R. Krishnaswamy, Kamalraj Subramaniam, V. Nandini, K. Vijaylakshmi, Selfdine Kary, Yunyoung Nam, 'Metaheuristic Based Clustering with Deep Learning Model for Big Data Classification,' Comput. Syst. Sci. Eng., 44(1), 391–406 (2023).
  27. Shailaja, K., Nandini, V., AngelLathaMary, S., Hussain, G. J., & Kumar, A., 'A NEW PARAMETER ESTIMATION METHODOLOGY FOR DETERMINING OPTIMUM PARAMETERS IN TUMOR,' Bull. Environ. Pharmacol. Life Sci., 11, 180–185 (2022).
  28. Dr.V. Nandini, Dr.K.C. Rajeswari, 'An Ontology based Optimized Semantic Web Service Discovery using TensorFlow in Overlay Cell Networks,' Turk. J. Comput. Math. Educ., 12(12), 2276–2282 (2021).
  29. V. Nandini, K.C. Rajeswari, 'A Question Answering Model to identify supporting sentences from Electronic medical records using GNN,' Turk. J. Comput. Math. Educ., 12(6), 3140–3145 (2021).
  30. S.Anitha Elavarasi, J.Jayanthi, K.C.Rajeswari, 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 R.S.C.B., 25(3), 2422–2435 (2021).
  31. V.Nandini, K.C.Rajeswari, J.Jayanthi, Anitha Elavarasi, 'AN IMPLEMENTATION OF DATA DRIVEN ANALYSIS AND FORECAST FRAMEWORK OF COVID-19 BASED ON THE QA USER REVIEWS USING X-TRACT QA MODEL,' Turk. J. Physiother. Rehabil., 32(2) (2021).
  32. Nandini, V., Uma Maheswari, P., 'Automatic assessment of descriptive answers in online examination system using semantic relational features,' J. Supercomput., 76(6), 4430–4448 (2020).
  33. Nandini, V., Rupa Devi, M., Priyadharshini, M., Priya, M., 'Automatic question classification for descriptive answer assessment using bloom’s taxonomy,' Int. J. Adv. Sci. Technol., 29(3), 8856–8867 (2020).
  34. Jayalakshmi S, Nandini V, Rajeswari K C, 'DEEP NEURAL NETWORK MODEL FOR QUESTION CLASSIFICATION,' Suraj Punj J. Multidiscip. Res.
  35. Uma Maheswari P, Nandini V, 'Near Replica’s Using Document Level Features And Supervised Learning,' J. Supercomput., (2018).
  36. Priyanga. V, Nandini. V, 'Dynamic Business Rule Engine,' Adv. Nat. Appl. Sci., (2017).
  37. Nandini, V., Janani Chitra, R., Uma Maheswari, P., 'A framework for measuring similarity between Terms in Short Text Categorization,' Proc. 2016 Online Int. Conf. Green Eng. Technol. IC-GET, 7916642 (2017).
  38. Raveena.S, Nandini.V, 'Near Duplicate Document Detection Using Document-Level Features and Supervised Learning,' Int. J. Innov. Res. Comput. Commun. Eng., (2014).

International Conferences

  1. A NLP Based Model on Resume Parsing and Shortlisting System for Smart Recruitment Nandini Vijaykumar, Nirmal Jaganathan, Naveen Balaji Loganathan, Naveenkumar Raja, Green Computing For Communication Technologies
  2. AI AND ML-POWERED ANALYSIS FOR NON GOVERMENTAL ORGANIZATION Nandini Vijaykumar , Sudharshan Chandrasekar, Tharun kumar Pugalendhi ,Vasudevan Ganesan, Green Computing For Communication Technologies.
  3. Block Cloud : Virtual Assistant for Cloud Data Security based on Block chain, Devi M, Lima Rose B, Obhu Priya O, Nandini V, National Conference on “Recent Trends in Electrical, Electronics and Computer Engineering for Sustainable Development” (RTEEC’ 22)
  4. Early Detection of Malposition Catheters and Lines on Chest X-rays, V.Nandini, M Rupa Devi,Second International Conference on Artificial Intelligence & Smart Computing (ICAISC-2022)” during March 11-12, 2022
  5. INSTA-DELIVERY - Fast delivery at Your Location, Nithin P, Muhammad Afzal N, Saran S,Saravinth R Dr.V.Nandini, Dr.S.Anitha Elavarasi, PSG College of Technology
  6. DEEP NEURAL NETWORK MODEL FOR QUESTION CLASSIFICATION, JAYALAKSHMI S NANDINI V , RAJESWARI K C, Suraj Punj Journal For Multidisciplinary Research, 2019, Vol 9,4 Page-9-16
  7. Brindha, A., and V. Nandini. "A Novel Framework for Descriptive Summary Evaluation." Proceedings of the International Conference on Intelligent Computing Systems (ICICS 2017–Dec 15th-16th 2017) organized by Sona College of Technology, Salem, Tamilnadu, India. 2017.
  8. A framework for measuring similarity between terms in Short Text Categorization, V Nandini, PU Maheswari, 2016 Online International Conference on Green Engineering and Technologies.
  9. USER RELEVANCE BASED NEAR-DUPLICATE DETECTION USING SENTENCE-WISE FUZZY SEMANTIC APPROACH ,Mohana piya, V.Nandini
  10. Prediction of Diabetic Nephropathy By machine Learning ,Gowtham, Idhayamoorthy, Prabhu, V.Nandini Virtual International Conference on Technological Advancement in computers and communication(ICTACC’22)
  11. Detecting And Preventing Cross Site Scripting (Xss) Vulnerabilities In Web Applications- A Survey, ,Nitu Kumari Sah, Nandini V, International Virtual Conference on ‘Applied Science, Technology, Management and Language Studies’ (ASTMLS-2020)
  12. An approach to estimate threshold for the Discriminative Power of Object-Oriented Class Cohesion Metrics, International Conference on Computer Science and Information Technology (ICCSIT-2012), Sowmiya, Nandini V.
  13. Devi M, Lima Rose B, Obhu Priya O, Nandini V, "Block Cloud: Virtual Assistant for Cloud Data Security based on Blockchain," National Conference on Recent Trends in Electrical, Electronics and Computer Engineering for Sustainable Development (RTEEC’22), 2022.
  14. V. Nandini, M. Rupa Devi, "Early Detection of Malposition Catheters and Lines on Chest X-rays," Second International Conference on Artificial Intelligence & Smart Computing (ICAISC-2022), March 11-12, 2022.
  15. Gowtham, Idhayamoorthy, Prabhu, V. Nandini, "Prediction of Diabetic Nephropathy by Machine Learning," Virtual International Conference on Technological Advancement in Computers and Communication (ICTACC’22), 2022.

National Conferences

  1. Soft Clustering Approach to Hierarchical clustering. Indra Priya,Nandini V, National Conference organized by Kongu Engineering College, 2008.
  2. Detection of Near Duplicate Images using Enhanced PCA-SIFT, P.Bhuwaneswari , V.Nandini, National Conference organized by Paavai Engineering College 2009/3
  3. Soft Clustering Approach to Hierarchical clustering, Indra Priya V.Nandini, National Conference organized 2008, by Kongu Engineering College.,
  4. Elimination of noisy blocks in web pages, N. Sundararajan 1. V. Nandini, Third National Conference on Emerging Trends in Computer Communication and Networks, 2007 organized by Adhiyamaan College of Engineering.
  5. P. Bhuwaneswari, V. Nandini, "Detection of Near Duplicate Images using Enhanced PCA-SIFT," National Conference, Paavai Engineering College, 2009.
  6. Nithin P, Muhammad Afzal N, Saran S, Saravinth R, Dr. V. Nandini, Dr. S. Anitha Elavarasi, "INSTA-DELIVERY - Fast Delivery at Your Location," PSG College of Technology, 2022.
  7. Indra Priya, V. Nandini, "Soft Clustering Approach to Hierarchical Clustering," National Conference, Kongu Engineering College, 2008.
  8. N. Sundararajan, V. Nandini, "Elimination of Noisy Blocks in Web Pages," Third National Conference on Emerging Trends in Computer Communication and Networks, Adhiyamaan College of Engg., 2007.

Research Projects

  1. Dr. A. C. Kaladevi, and Ms.S.K.Fathima, received a grant Amount of Rs.50,000/- from TNSCST under DIT project scheme during the year 2018 – 2019 with the title “Empowering the Tribal Women in and around Yercaud Hills, Salem by inculcating self -employment opportunities using innovative ICT based skill development techniques”.
  2. Dr. A. C. Kaladevi, R.Aarthi, S.Adithya Jayaramarajan, and S.Harinee Vibishikaa received a grant Amount of Rs. 10,000/- from TNSCST for the student project scheme in the year 2017 – 2018 with the title “Real time driver monitoring system for safe communicating vehicles using IoT”.
  3. Dr. A. C. Kaladevi, Gowtham.N, Dasaprakash.B, and Shreevatchan.B received a grant Amount of Rs. 5,000/- from TNSCST for the student project scheme in the year 2016 – 2017 with the title “Recommendations for preventive measures and improving groundwater levels using Big Data based Water Scarcity Analysis in Tamilnadu”.
  4. Dr.A.C. Kaladevi received a grant of Rs.6,00,000/- from DST for conducting 3 days national workshop on “Big data and Cloud Computing for Bigger Transformation” during 2015 - 2016. The workshop was conducted from 27.06.2016 to 29.06.2016.
  5. Prof.A.C.Kaladevi, Raja K. Thenpandian, D.Marsh, A.Meenalochani received (TNSCST – Student Project Scheme - 2011) grant from Tamil Nadu Government Rs.6000 for "Intelligent bus scheduling system".

Membership

ISTE, IEI, ISSI,MHRD

Researcher IDs

Awards & Recognitions

  1. Best paper award for the paper titled “Predicting Severity of Osa Using Ahi as Key Indicator” in the International Conference on GREEN COMPUTING FOR COMMUNICATION TECHNOLOGIES (ICGCCT - 2024) held on 06th and 07th of March , 2024 at SCT.
  2. Co – Investigator for the project titled “ AQIS - SCHEME FOR PREPARING SC/ST STUDENTS FOR HIGHER EDUCATION-PRERANA” and grant sanctioned Rs. 7,53,000/- for the year 2018-2019
  3. Implementation of |Consultancy project titled “Grievance Redressal Application in Android platform, web application and SMS based Software” for Southern Railways (Completed and Launched on 3.2.21 at Pugalur.
  4. Implementation of | Mobile app development for Staff quarters complaint and redressal(Gruha Mithra) for Southern Railways
  5. Implementation of project titled “Web Application for Crew Monitoring” for Southern Railways completed in the year 2018.
  6. Co – Investigator for the project titled “ AQIS - SCHEME FOR PREPARING SC/ST STUDENTS FOR HIGHER EDUCATION-PRERANA” and grant sanctioned Rs. 7,53,000/- for the year 2018-2019
  7. Received Best Paper award for the paper titled “Predicting Severity of Osa Using Ahi as Key Indicator” at the International conference on GREEN COMPUTING FOR COMMUNICATION TECHNOLOGIES (ICGCCT - 2024).