Dr.R.Reenadevi,Ph.D

Dr.R.Reenadevi,Ph.D

Email: reenadevi@sonatech.ac.in

Designation: Associate Professor

Experience: 18 years 10 months

Specialization: Machine Learning and Deep 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. Sunkavalli, J., Lalitha, R. H., Reenadevi, R., Dhivya, M., & Sreeramamurthy, K. (2024). Ontology-based Multi-Agent System on Fuzzy Markup Language in Healthy Lifestyle. *International Journal of Intelligent Systems and Applications in Engineering*, 12(21s), 01–10.
  2. G., E., Berlin, M. A., Reenadevi, R., G., A., & Sathiya, V. (2024). Machine Learning with IoT Enhancing Car Performance through Supervised Algorithms for Vehicle Automation. *International Journal of Intelligent Systems and Applications in Engineering*, 12(21s), 33–39.
  3. Reenadevi, R., Sathiyabhama, B., Sankar, S. & Pandey, D. (2023). Breast cancer detection in digital mammography using a novel hybrid approach of Salp Swarm and Cuckoo Search algorithm with deep belief network classifier. *The Imaging Science Journal*, Taylor & Francis. DOI: 10.1080/13682199.2022.2161149
  4. Rajendran, R., Sathiyabhama, B., Ravi, V., & Sennan, S. (2022). Hybrid optimization algorithm based feature selection for mammogram images and detecting the breast mass using multilayer perceptron classifier. *Computational Intelligence*, 38(4), 1559-1593.
  5. Valliappa, C., Rajendran, R., Sathiyabhama, B., Sennan, S., Thanikachalam, S., Velmurugan, Y., & Sampath Kumar, N. K. (2021). Hybrid-based bat optimization with fuzzy C-means algorithm for breast cancer analysis. *International Journal of Noncommunicable Diseases*, 6(5), 62.
  6. Sathiya, T., Reenadevi, R., & Sathiyabhama, B. (2021). Lung nodule classification in CT images using Grey Wolf Optimization algorithm. *Annals of the Romanian Society for Cell Biology*, 25(6), 1495–1511.
  7. Sathiya, T., Reenadevi, R., & Sathiyabhama, B. (2021). Random Forest Classifier based detection of Parkinson’s disease. *Annals of the Romanian Society for Cell Biology*, 25(5), 2980–2987.
  8. Reenadevi, R., Sathiya, T., & Sathiyabhama, B. (2021). Classification of Digital Mammogram Images using Wrapper based Chaotic Crow Search Optimization Algorithm. *Annals of the Romanian Society for Cell Biology*, 25(5), 2970–2979.
  9. Reenadevi, R., Sathiya, T., & Sathiyabhama, B. (2021). Breast Cancer Histopathological Image Classification Using Augmentation Based on Optimized Deep ResNet-152 Structure. *Annals of the Romanian Society for Cell Biology*, 25(6), 5866–5874.
  10. Reenadevi, R. (2017). Detection of malicious patterns using effective sequence mining algorithm. *Advances in Natural and Applied Sciences*, 11(7), 602–608.
  11. Mohammed Ibrahim M., Reenadevi R. (2016). A Lightweight Dynamically Online Failure Prediction Approach. *South Asian Journal of Engineering and Technology*, 2(20), 7–10. ISSN 2454-9614.
  12. Reenadevi R., Senthamil Selvi P. (2015). User Profile Based Friend Recommendation System For Social Networks. *International Journal Of Applied Engineering Research*, 10(37), 28060–28063. ISSN 0973-4562.
  13. Karunya M., Reenadevi R. (2014). Frequent Pattern Analysis In Horizontal Layout Using Apriori Algorithm. *International Journal Of Advanced Research In Computer Science And Software Engineering*, 4(4), 333–337. ISSN 2277-128X.
  14. Dugalya P., Reenadevi R. (2013). Identifying Non-Stakeholders Using NSIA Algorithm. *International Journal Of Research In Information Technology*, 1(5), 21–23. ISSN 2001-5569.
  15. Rajan, S., Madhukumar, A., Anthonisamy, A., Reenadevi, R., Sridivya, R., Muruganantham, T., Philip, J. M., & Rajaram, A., (2025), Resilience-Oriented Decision Support System For Ecosystem Management: Integrating Machine Learning And Participatory Modelling, Journal of Environmental Protection and Ecology, 26(3), 1001–1010.
  16. Jadhav, S., Durairaj, M., Reenadevi, R., Subbulakshmi, R., Gupta, V., & Ramesh, J. V. N. (2024). Spatiotemporal data fusion and deep learning for remote sensing-based sustainable urban planning. International Journal of System Assurance Engineering and Management, 1-9.
  17. Sunkavalli, J., Lalitha, R. H., Reenadevi, R., Dhivya, M., & Sreeramamurthy, K. (2024). Ontology-based Multi-Agent System on Fuzzy Markup Language in Healthy Lifestyle. International Journal of Intelligent Systems and Applications in Engineering, 12(21s), 01–10.
  18. G., E., Berlin, M. A., Reenadevi, R., G., A., & Sathiya, V. (2024). Machine Learning with IoT Enhancing Car Performance through Supervised Algorithms for Vehicle Automation. International Journal of Intelligent Systems and Applications in Engineering, 12(21s), 33–39.
  19. R. Reenadevi, B. Sathiyabhama, S. Sankar & Digvijay Pandey (2023) Breast cancer detection in digital mammography using a novel hybrid approach of Salp Swarm and Cuckoo Search algorithm with deep belief network classifier, The Imaging Science Journal, Taylor & Francis, DOI: 10.1080/13682199.2022.2161149.
  20. Rajendran, Reenadevi, Sathiyabhama Balasubramaniam, Vinayakumar Ravi, and Sankar Sennan. Hybrid optimization algorithm based feature selection for mammogram images and detecting the breast mass using multilayer perceptron classifier. Computational Intelligence 38, no. 4 (2022): 1559-1593.
  21. Valliappa, Chocko, Reenadevi Rajendran, Sathiyabhama Balasubramaniam, Sankar Sennan, Sathiya Thanikachalam, Yuvarajan Velmurugan, and Nirmalesh Kumar Sampath Kumar. Hybrid-based bat optimization with fuzzy C-means algorithm for breast cancer analysis. International Journal of Noncommunicable Diseases 6, no. 5 (2021): 62.
  22. Sathiya, T., R. Reenadevi, and B. Sathiyabhama. Lung nodule classification in CT images using Grey Wolf Optimization algorithm. Annals of the Romanian Society for Cell Biology 25, no. 6 (2021): 1495-1511.
  23. Sathiya, T., R. Reenadevi, and B. Sathiyabhama. Random Forest Classifier based detection of Parkinson’s disease. Annals of the Romanian Society for Cell Biology, 25(5), 2980-2987, 29-May-2021.
  24. R. Reenadevi, Sathiya, T., and B. Sathiyabhama. Classification of Digital Mammogram Images using Wrapper based Chaotic Crow Search Optimization Algorithm. Annals of the Romanian Society for Cell Biology, 25(5), 2970-2979, 29-May-2021.
  25. R. Reenadevi, Sathiya, T., and B. Sathiyabhama. Breast Cancer Histopathological Image Classification Using Augmentation Based on Optimized Deep ResNet-152 Structure. Annals of the Romanian Society for Cell Biology, 25(6), 5866-5874, 29-May-2021.
  26. Reenadevi, R. Detection of malicious patterns using effective sequence mining algorithm. Advances in Natural and Applied Sciences 11, no. 7 (2017): 602-608.
  27. Mohammed Ibrahim, M., Reenadevi, R., A Lightweight Dynamically Online Failure Prediction Approach, South Asian Journal of Engineering and Technology, Vol.2, No.20, pp. 7-10, 2016, ISSN 2454-9614.
  28. Reenadevi R, Senthamil Selvi P, User Profile Based Friend Recommendation System For Social Networks, International Journal Of Applied Engineering Research, 10(37), pp. 28060-28063, 01-Apr-2015, ISSN 0973-4562.
  29. Karunya M, Reenadevi R, Frequent Pattern Analysis In Horizontal Layout Using Apriori Algorithm, International Journal Of Advanced Research In Computer Science And Software Engineering, 4(4), pp. 333-337, April 2014, ISSN 2277-128X.
  30. Dugalya P, Reenadevi R, Identifying Non-Stakeholders Using NSIA Algorithm, International Journal Of Research In Information Technology, 1(5), pp. 21-23, May-2013, ISSN 2001-5569.

International Conferences

  1. Reenadevi R., Naidu Akash, Dhanush M., Akash S.P. (2024). Glaucoma Detection with Functional CNN using Fundus Imaging. *ICGCCT-2024*, 6 March 2024.
  2. Reenadevi R., Kavipriya M., Kousika Priya R.D., Suryaprakash K., Sathiya T., Sathiyabhama B. (2024). An Early Prediction of Medications Side Effects and Overdosage Using Deep Learning Techniques. *ICGCCT-2024*, 7 March 2024.
  3. Sathiya T., Ajith Mon H., Gayathri P., Munaganuri Chakraharsha, Reenadevi R., Sathiyabhama B. (2024). Career Bridge: Connecting Students to Successful Careers. *ICGCCT-2024*, 6 March 2024.
  4. Sathiya T., Haripriya V., Sreeganth S., Manish Ragavan S., Reenadevi R., Sathiyabhama B. (2024). Food Famine Forecasting Using Artificial Neural Network. *ICGCCT-2024*, 6 March 2024.
  5. Surendiran J., Reenadevi R., Vidhya R.G., Sivasankari S.S., Pradeep Kumar B.P., Balaji N. (2022). IoT-Based Advanced Electric Vehicle Charging Infrastructure. *Fourth International Conference on Cognitive Computing and Information Processing (CCIP)*, Bengaluru, India, pp. 1–6. doi:10.1109/CCIP57447.2022.10058649.
  6. Maheswari G., Remya K., Reenadevi R., Surendiran J., Prasad S., Sathish K. (2022). Image Quality Enhancement by Format-Specific Digital Object Tracking. *Fourth International Conference on Cognitive Computing and Information Processing (CCIP)*, Bengaluru, India, pp. 1–6. doi:10.1109/CCIP57447.2022.10058691.
  7. Reenadevi R., Kesavan R., Kavinraj M., Prabhu M. (2022). Object Detection and Alert System for Complex Weather Road Environment. *ICSTEM-22*, Jansons Institute of Technology, Coimbatore, 28 May 2022.
  8. Reenadevi R., Sathiya T., Sathiyabhama B. (2020). Classification of Digital Mammogram Images using Hybrid Approach of Grasshopper Optimization and Cuckoo Search Algorithm. *ASTMLS-2020*, Sona College of Technology, 12 Dec 2020.
  9. Reenadevi R., Nirubama P.G., Preethi Priyadharshini R. (2020). Secure and Robust Machine Learning for Healthcare. *ASTMLS-2020*, Sona College of Technology, 12 Dec 2020.
  10. Sathiya T., Reenadevi R., Sathiyabhama B. (2020). GWO and EL-SVM Based Classification of Lung Nodules in CT Images. *ASTMLS-2020*, Sona College of Technology, 12 Dec 2020.
  11. Reenadevi R., Sathiya T., Sathiyabhama B. (2020). Classification of Digital Mammogram Images Using Wrapper Based Chaotic Crow Search Optimization Algorithm. *ICTACT GTF 2020*, ICT Academy, 18 Oct 2020.
  12. Karunya M. (2014). Frequent Pattern Analysis in Horizontal Layout Using Apriori Algorithm. *International Conference on Innovative Engineering Skills*, Aishwarya College of Engineering and Technology, 12 Feb 2014.
  13. R. Reenadevi, T. Sathiya, Kanimozhi J, Madhumithaa N, Meenatchi V. M., 'A Machine Learning–Based Approach for Early Diabetes Risk Prediction using Exploratory Data Analysis', ICCISS’25, 04-April-2025.
  14. R. Reenadevi, T. Sathiya, 'SignVisionNet: An EfficientNet-BiLSTM-Attention Hybrid Model for Context-Aware Sign Language Detection', ICCISS’25, 04-April-2025.
  15. T. Sathiya, R. Reenadevi, 'Hybrid EfficientNet based Deep Learning Framework for Enhanced Lung Disease Classification', International Conference on Computational Intelligence, Security and Systems (ICCISS’25), Sona College of Technology, 3rd and 4th April 2025.
  16. T. Sathiya, R. Reenadevi, P. Amsaveni, M. Barani Babu, M. Divyapoorani, 'AI-Driven Detection and Deter the Wild animals from entering Agricultural fields using Deep Learning', International Conference on Computational Intelligence, Security and Systems (ICCISS’25), Sona College of Technology, 3rd and 4th April 2025.
  17. R. Reenadevi, T. Sathiya, Infant Calvin P, Janagan A, 'Smart Door Lock', ICCISS’25, 04-April-2025.
  18. T. Sathiya, R. Reenadevi, D. Ahish, R. Anandh, S. Boopathiraja, R. P. Gangadharan, 'Efficientnet-Integrated Secure QR Code Payment Technology', International Conference on Computational Intelligence, Security and Systems (ICCISS’25), Sona College of Technology, 3rd and 4th April 2025.
  19. F. Mohamad, R. Dhumpati, R. Reenadevi, P. S. V. Srinivasa Rao, K. Sutaria, S. Kulkarni, 'Attention-Guided CNN with LSTM for Temporal Gastrointestinal Disease Progression Prediction in Endoscopic Video Sequences', 2024 4th International Conference on Mobile Networks and Wireless Communications (ICMNWC), IEEE.
  20. R. Reenadevi, Naidu Akash, Dhanush M, Akash SP, 'Glaucoma Detection with Functional CNN using Fundus Imaging', ICGCCT-2024, 06-March-2024.
  21. R. Reenadevi, Kavipriya M, Kousika Priya R D, Suryaprakash K, Sathiya T, Sathiyabhama B, 'An Early Prediction of Medications Side Effects and Overdosage Using Deep Learning Techniques', 07-March-2024.
  22. T. Sathiya, Ajith Mon H, Gayathri P, Munaganuri Chakraharsha, R. Reenadevi, B. Sathiyabhama, 'Career Bridge: Connecting Students to Successful Careers', 06-March-2024.
  23. T. Sathiya, V. Haripriya, S. Sreeganth, S. Manish Ragavan, R. Reenadevi, B. Sathiyabhama, 'Food Famine Forecasting Using Artificial Neural Network', 06-March-2024.
  24. J. Surendiran, R. Reenadevi, R. G. Vidhya, S. S. Sivasankari, B. P. Pradeep Kumar, N. Balaji, 'IoT-Based Advanced Electric Vehicle Charging Infrastructure', 2022 Fourth International Conference on Cognitive Computing and Information Processing (CCIP), Bengaluru, India, 2022, pp. 1-6, doi: 10.1109/CCIP57447.2022.10058649.
  25. G. Maheswari, K. Remya, R. Reenadevi, J. Surendiran, S. Prasad, K. Sathish, 'Image Quality Enhancement by Format-Specific Digital Object Tracking', 2022 Fourth International Conference on Cognitive Computing and Information Processing (CCIP), Bengaluru, India, 2022, pp. 1-6, doi: 10.1109/CCIP57447.2022.10058691.
  26. R. Reenadevi, Kesavan R, Kavinraj M, Prabhu M, 'Object Detection and Alert System for Complex Weather Road Environment', ICSTEM-22, Jansons Institute of Technology, Coimbatore, 28-May-2022.
  27. R. Reenadevi, T. Sathiya, B. Sathiyabhama, 'Classification of Digital Mammogram Images using Hybrid Approach of Grasshopper Optimization and Cuckoo Search Algorithm', ASTMLS-2020, Sona College of Technology, 12-Dec-2020.
  28. R. Reenadevi, P. G. Nirubama, R. Preethi Priyadharshini, 'Secure and Robust Machine Learning for Healthcare', ASTMLS-2020, Sona College of Technology, 12-Dec-2020.
  29. T. Sathiya, R. Reenadevi, B. Sathiyabhama, 'GWO and EL-SVM based Classification of Lung Nodules in CT Images', ASTMLS-2020, Sona College of Technology, 12-Dec-2020.
  30. R. Reenadevi, T. Sathiya, B. Sathiyabhama, 'Classification of Digital Mammogram Images Using Wrapper Based Chaotic Crow Search Optimization Algorithm', ICTACT GTF 2020, ICT Academy, 18-Oct-2020.
  31. Karunya M, 'Frequent Pattern Analysis In Horizontal Layout Using Apriori Algorithm', International Conference On Innovative Engineering Skills, Aishwarya College Of Engineering And Technology, 12-Feb-2014.

National Conferences

  1. Reenadevi R. (2023). Breast Cancer Classification Using PCA-RF Based Feature Extraction Algorithm. *Computational Intelligence Security and Systems '23*, Sona College of Technology, 17 Apr 2023.
  2. Reenadevi R. (2023). Recipe Recommendation Based on Available Ingredients from Fridge on Both Normal and Night Vision Mode. *Computational Intelligence Security and Systems '23*, Sona College of Technology, 17 Apr 2023.
  3. Reenadevi R. (2022). AI and IoT Based Animal Recognition and Repelling System for Smart Farming. *RTEEC’22*, Sona College of Technology, 25 May 2022.
  4. Reenadevi R., Senthamizh Selvi P. (2015). Friend Recommendation System for Social Networks. *Computational Intelligence Security and Systems*, Sona College of Technology, 10 Apr 2015.
  5. Reenadevi R., Anitha Elavarasi S. (2010). Gene Expression Data Cluster Analysis Using Spectral Clustering Method. *National Conference on Innovation in Computing Techniques*, Mahendra Engineering College, 18 Mar 2010.
  6. R Reenadevi, Breast cancer classification using PCA-RF based feature extraction algorithm, Computational Intelligence Security and Systems ’23, Sona College of Technology, 17-Apr-2023.
  7. R Reenadevi, Recipe recommendation based on available ingredients from fridge on both normal and night vision mode, Computational Intelligence Security and Systems ’23, Sona College of Technology, 17-Apr-2023.
  8. R Reenadevi, AI and IOT based Animal recognition and repelling system for smart farming, RTEEC’22, Sona College of Technology, 25-May-2022.
  9. Reenadevi R, Senthamizh Selvi P, Friend Recommendation System For Social Networks, Computational Intelligence Security And Systems, Sona College of Technology, 10-Apr-2015.
  10. R Reenadevi, S Anitha Elavarasi, Gene Expression Data Cluster Analysis Using Spectral Clustering Method, National Conferences On Innovation In Computing Techniques, Mahendra Engineering College, 18-Mar-2010.

Book Publication

  1. Sathiyabhama B., Rajeswari K. C., Reenadevi R., Arul Murugan R. (2019). *Transforming Businesses With Bitcoin Mining and Blockchain Applications*. International Conference on Transforming Businesses with Bitcoin Mining and Blockchain Application, 27 Sep 2019.
  2. Sathiyabhama B., Rajeswari K. C., Anitha Elavarasi S., Reenadevi R., Lavanya S., Vidhya G. (2014). *Computer Hardware*, Fundamentals of Computing Systems, Vol. 1, Issue 1, pp. 1–36, 01 Jul 2014.

Membership

ISTE, IEI, ISSE

Researcher IDs

  • ORCID_ID: 0000-0002-3827-5902
  • Scopus: 57211803431
  • Google_Scholar_ID: 7i9CRG8AAAAJ

Awards and Achievements

  1. Secured Elite+Silver grade in NPTEL courses on Cloud Computing and Distributed Systems & Data Science for Engineers
  2. Achieved 5% topper in NPTEL course on Software Testing
  3. Received Mentor award by Nalaiya Thiran initiative organized by ICT Academy
  4. Secured Elite+Silver grade in NPTEL course on Problem Solving through programming in C
  5. Successfully completed and secured Elite in NPTEL course on Introduction to Machine Learning and Introduction to Internet of Things
  6. Successfully completed and secured 99% in NPTEL course on Deep Learning - Part I
  7. Successfully completed NPTEL course on Programming, Data Structures and Algorithms using Python
  8. Secured Elite grade in NPTEL course on Compiler Design
  9. Recognized as NPTEL discipline star during July to Dec 2021
  10. Topper 1% in NPTEL course of 'Foundation of Cloud IoT Edge ML' during Feb-April 2025
  11. Topper 2% in NPTEL course of 'Big Data Computing' during Aug-Oct 2024
  12. Secured Elite + Silver Grade and Topper 5% in AICTE-NPTEL during Jan-March 2023
  13. Received 'NPTEL discipline star' from AICTE-NPTEL during Jul-Dec 2021
  14. Secured Elite Grade in AICTE-NPTEL FPD course of 'Data mining' during Feb-April 2022
  15. Secured Elite + Silver Grade in AICTE-NPTEL FPD course of 'Problem Solving through Programming in C' during Jul-Oct 2021
  16. Secured Elite Grade in AICTE-NPTEL course of 'Introduction to Machine Learning' during Jul-Oct 2019
  17. Secured Elite Grade in AICTE-NPTEL course of 'Compiler Design' during Jan-Apr 2019
  18. Secured Elite Grade in AICTE-NPTEL course of 'Programming in C++' during Aug-Sep 2018