I am a regular corporate trainer for Confederation of Indian Industry (CII) for the last 17 years and have trained companies like IpInfusion, Airtel, CGI- Logica, Marico India Ltd, Hidustan Aeronautics Ltd, Novotel, NOVONORDISK, Ace Tools and manufacturing companies like Shivalik Solid Waste Management Limited (SSWML) an offshoot of “BEIL Group of Companies” , Chemfab Alkalis Ltd , Oswaal Books & Learning Pvt Ltd, SBSEnviro Aqua Concepts Pvt. Ltd., Rangsons Aerospace Pvt Ltd, Interplex Electronics India Pvt Ltd, Stock Holding Corporation of India Limited, Gharpure Engg & const Pvt Ltd, Sunbeam Generators, Lebracs Rubber Linings Pvt ltd, Sri Vinayaga Murugan Sweets, Lebracs Rubber Linings Pvt ltd, NSDC training, BITS Pilani and Bright Brothers Ltd, and few HR associations like ISTD, NIPM to name a few.
RESEARCH, TEACHING, or OTHER INTERESTS
Management of Technology and Innovation, Business, Management and Accounting, Organizational Behavior and Human Resource Management, Industrial relations
Impact analysis of polluted waste water discharge in river and management process using machine learning and GIS approach Nuha Alruwais, Radwa Marzouk, Da'ad Albalawneh, Munya A. Arasi, M. Shobana, Rose Kavitha Desalination and Water Treatment, 2025 Discharging untreated or inadequately purified wastewater into waterways disrupts ecosystems and threatens human health. Industrial activities are major contributors to river pollution, necessitating effective management strategies. This study integrates Machine Learning (ML) and Geographic Information System (GIS) techniques to assess wastewater discharge impacts and develop an optimized management framework using the Random Forest algorithm and GIS-based spatial analysis to identify pollution hotspots and high-impact industrial contributors. By evaluating ten key pollution factors (F1–F10), the study quantifies industries' relative contributions to contamination. Industries S5 (0.232) and S6 (0.225) emerge as the most significant polluters, requiring stricter regulations. GIS-based spatial analysis reveals pollution dispersion patterns, while a supervised machine learning approach using the Random Forest algorithm used to predict pollution levels and identify major industrial contributors. ML enhances decision-making by identifying high-risk areas and proposing adaptive controls, while GIS aids in visualizing pollution hotspots for targeted remediation. This work provides an example of how to use technologies for the purposes of environmental monitoring, and the importance of industry-specific pollution prevention planning to rehabilitate and enhance water quality for the benefit of future generations.
Leveraging Mathematical Models for Proactive Cybersecurity in Multi-Layered Networked Systems- A Study Rose Kavitha, Asha Joseph, K Vinoth Kumar 2025 6th International Conference on Data Intelligence and Cognitive Informatics Icdici 2025, 2025 In the era of increasingly complex and interconnected digital ecosystems, proactive cybersecurity has emerged as a critical requirement. This paper presents a comprehensive approach that employs advanced mathematical modeling techniques to detect, predict, and mitigate cyber threats in multi-layered networked systems. We explore and integrate methodologies from game theory, graph theory, Markov processes, control theory, and probabilistic learning to fortify defenses at the physical, network, application, and user levels. A proactive cybersecurity workflow is developed and simulated using synthetic attack data. Our results demonstrate that mathematically-informed models significantly improve risk mitigation, reduce response time, and lower the probability of successful attacks.
Building a sustainable brand in textile industry Asian Textile Journal, 2025
Embracing sustainable style Asian Textile Journal, 2024
Optimizing production efficiency and enhancing performance in textile industry Asian Textile Journal, 2023
Impact of AI in redefining and innovating textile industry Asian Textile Journal, 2022
Technological transformation, accelerators for designers and impact of future global textile industry Asian Textile Journal, 2021
Role of private colleges in India in promoting collaborative leadership for inclusive development International Journal of Innovative Technology and Exploring Engineering, 2019
RECENT SCHOLAR PUBLICATIONS
RecGuard: A Blockchain-based Privacy Preservation System for Safeguarding Personal Data of Online Social Network Users with Enhanced Efficiency and Security VM Priyadharshini, G Annapoorani, R Kavitha, K Uma Maheswari International Journal of Software Engineering and Knowledge Engineering 36 … , 2026 2026
Hybrid Deep Learning and Econometric Models for Volatility Forecasting in Emerging Markets: Evidence from the Indian Stock Market NSE 50 KK Kumar, TM Babu, R Kavitha, K Kanishka, KV Geetha Devi, ... AI Powered Control Systems in Fintech: Automating Decision-Making in Digital … , 2026 2026
Rescue Endovascular Management in a Case of Ruptured Angiomyolipoma of the Kidney P Gupta, R Kavitha, D Yadav, M Bhatia, S Sheoran Medical Journal of Dr. DY Patil Vidyapeeth 19 (5), 552-556 , 2026 2026
A Comprehensive Review of Machine Learning Paradigms to Forecast Energy RKS Gautam, R Kavitha, K Acharjya, R Mishra Renewable Power for Sustainable Growth: Proceedings of ICRP 2024, Volume 1 1, 49 , 2026 2026
Recommendation system for sociology theory construction using hyperbolic random snow geese graph coupled attention network KS Kumar, R Kavitha, HM Al-Jawahry, E Muniyandy Quality & Quantity 60 (2), 5607-5639 , 2026 2026
A simple ninhydrin-hydrazone probe for highly selective and sensitive colorimetric detection of Cu 2+ ions V Vanie, R Kavitha TRANSITION METAL CHEMISTRY 51 (3) , 2026 2026
Adaptive Hybrid AI Framework for Robust and Explainable Skin Lesion Segmentation and Melanoma Detection UK Lilhore, D Anitha, R Priya, WP Rahane, SL Bangare, R Kavitha, ... International Journal of Computational Intelligence Systems , 2026 2026
Depression Severity Prediction Among Higher Education Students Using Neural Network Model K Agrawal, R Kavitha, DV Kumar 2026 5th International Conference on Sentiment Analysis and Deep Learning … , 2026 2026
A Multi-Modal AI Framework for Exotic Fruit Classification and Soil Suitability Mapping Using Deep Learning and Agro-Environmental Data PR Rini, R Kavitha 2026 5th International Conference on Sentiment Analysis and Deep Learning … , 2026 2026
Development and Performance Evaluation of the Neem Fruit Winnower GT Selvi, B Suthakar, A Surendrakumar, R Kavitha, P Masilamani, ... Journal of Experimental Agriculture International 48 (2), 318-329 , 2026 2026
Operational research pathways for sustainable fashion supply chains: a comprehensive bibliometric and TCCM review BS Tamilarasan, R Kavitha, VS Sankari OPSEARCH, 1-31 , 2026 2026
Exploiting ChatGPT generated dataset for weather prediction using Seagull Optimization with Deep Learning Model S Usha, KR Devi, V Saraswathi, R Kavitha African Journal of Science, Technology, Innovation and Development, 1-12 , 2026 2026
File Security Using Elliptic Curve Cryptography (ECC) in Cloud B Sagar, R Kavitha 2026 5th International Conference on Communication, Computing and … , 2026 2026
Evaluation of In vitro Antioxidants, Reactive Oxygen and Nitrogen Species Scavenging Properties of Erythrina variegata Leaves Extract. R Kavitha, A Sudha, N Kavikala, G Usha Ecology, Environment & Conservation (0971765X) 32, S358 , 2026 2026
Technological advances in fruit collection from the ground: a review RMG Nithya, A Surendrakumar, R Kavitha, B Suthakar, SD Sivakumar The Journal of Horticultural Science and Biotechnology 101 (1), 10-23 , 2026 2026 Citations: 1
Cervical Cancer Exposomics and the Impact of Environmental and Lifestyle Factors on Carcinogenesis S Athinarayanan, K Dhanakodi, R Kavitha, MR Joel, AT Rajamanickam, ... Environmental Factors in Carcinogenesis: Exposome-Driven Insights Into … , 2026 2026
Fairness-Aware and Interpretable Depression Detection on Social Media Using BERT with Gender Bias Mitigations AM George, R Kavitha, DV Kumar 2025 IEEE 17th International Conference on Computational Intelligence and … , 2025 2025
Counterfactual Demand Forecasting Using Multivariate LSTM L Khatija, D Vinoth, R Kavitha 2025 Seventh International Conference on Research in Computational … , 2025 2025
An Enhanced A3C-LSTM Framework with Attention for Dynamic Portfolio Allocation in Equity Markets DV Kumar, R Kavitha 2025 International Conference on Data, Energy and Communication Networks … , 2025 2025
Multivariate Forecasting of Co 2 Emissions Using Hybrid Machine Learning Models Based on Energy Consumption and Renewable Adoption ES Lakshmi, R Kavitha, D Vinoth 2025 International Conference on Signal Processing, Computation, Electronics … , 2025 2025
MOST CITED SCHOLAR PUBLICATIONS
An efficient framework for heart disease classification using feature extraction and feature selection technique in data mining R Kavitha, E Kannan 2016 international conference on emerging trends in engineering, technology … , 2016 2016 Citations: 133
[Retracted] Ant Colony Optimization‐Enabled CNN Deep Learning Technique for Accurate Detection of Cervical Cancer R Kavitha, DK Jothi, K Saravanan, MP Swain, JLA Gonzáles, ... BioMed Research International 2023 (1), 1742891 , 2023 2023 Citations: 96
Phishing website detection using machine learning A Mandadi, S Boppana, V Ravella, R Kavitha 2022 IEEE 7th International conference for Convergence in Technology (I2CT), 1-4 , 2022 2022 Citations: 71
Heat transfer enhancement in a double pipe heat exchanger with copper oxide nanofluid: An experimental study R Kavitha, YM Abd Algani, K Kulkarni, MK Gupta Materials Today: Proceedings 56, 3446-3449 , 2022 2022 Citations: 65
Implementation of cloud based Electronic Health Record (EHR) for Indian healthcare needs R Kavitha, E Kannan, S Kotteswaran Indian Journal of Science and Technology 9 (3), 1-5 , 2016 2016 Citations: 43
A novel method of identification of delirium in patients from electronic health records using machine learning R Kavitha, K Prasad, SA Shreee, B Maheshwari, GJ Sai, VD Gowda 2023 World Conference on Communication & Computing (WCONF), 1-6 , 2023 2023 Citations: 36
Deep Learning‐Based Privacy‐Preserving Data Transmission Scheme for Clustered IIoT Environment K Lakshmanna, R Kavitha, BT Geetha, AK Nanda, A Radhakrishnan, ... Computational Intelligence and Neuroscience 2022 (1), 8927830 , 2022 2022 Citations: 33
Intelligent item assigning for classified learners in ITS using item response theory and point biserial correlation R Kavitha, A Vijaya, D Saraswathi 2012 International Conference on Computer Communication and Informatics, 1-5 , 2012 2012 Citations: 31
Drone-based herbicide application for energy saving, higher weed control and economics in direct-seeded rice (Oryza sativa) RAI Paul, PM Arthanari, S Pazhanivelan, R Kavitha, M Djanaguiraman Indian Journal of Agricultural Sciences 93 (7), 704-709 , 2023 2023 Citations: 29
Secure network intrusion detection system using NID-RNN based Deep Learning S Amutha, R Kavitha, R Srinivasan, M Kavitha 2022 International conference on advances in computing, communication and … , 2022 2022 Citations: 29
Antibacterial activity of some selected algae present in the costal lines of Jaffna Peninsula EC Jeyaseelan, S Kothai, R Kavitha, S Tharmila, AC Thavaranjit International Journal of Pharmaceutical and Biological Archives 3 (2), 352-356 , 2012 2012 Citations: 29
Spray volume optimization with UAV-based herbicide application for effective droplet deposition and weed control in direct-seeded rice RAI Paul, MA Palanisamy, P Peramaiyan, V Kumar, M Bagavathiannan, ... Frontiers in Agronomy 6, 1491842 , 2024 2024 Citations: 27
Developing the NiO/CuTiO 3 /ZnO Ternary Semiconductor Heterojunction for Harnessing Photocatalytic Activity of Reactive Dye with Enhanced Durability G Divya, S Sivakumar, D Sakthi, A Priyadharsan, V Arun, R Kavitha, ... Journal of Inorganic and Organometallic Polymers and Materials 31 (12), 4480 … , 2021 2021 Citations: 26
Synergistic effects of extract from Azadirachta indica, Pongamia pinnata and Vitex negundo on feeding, survival and fecundity of Helicoverpa armigera Hüner … R Babu, R Babu, K Murugan, K Murugan, R Kavitha, R Kavitha, ... 2000 Citations: 26
Crop recommendation in precision agriculture using supervised learning algorithms R Kavitha, M Kavitha, R Srinivasan 2022 3rd International conference for emerging technology (INCET), 1-4 , 2022 2022 Citations: 24
Antimicrobial, antioxidant, anticancer, and antithrombotic, competency of saponins from the root of Decalepis hamiltonii J Gitanjali, DSD Ram, V Amalan, TA Alahmadi, SA Alharbi, S Kandasamy, ... Environmental Research 231, 116096 , 2023 2023 Citations: 22
Green synthesis and pharmacological applications of silver nanoparticles using ethanolic extract of Salacia chinensis L. MR Nagesh, N Kumar, JM Khan, MZ Ahmed, R Kavitha, SJ Kim, ... Journal of King Saud University-Science 34 (7), 102284 , 2022 2022 Citations: 22
Sentiment analysis using NLP and machine learning techniques on social media data M Kavitha, BB Naib, B Mallikarjuna, R Kavitha, R Srinivasan 2022 2nd International Conference on Advance Computing and Innovative … , 2022 2022 Citations: 20
Comparison between direct estimation of LDL and Friedewald’s formula JP Warade, H Dahake, R Kavitha IAIM 3 (2), 10-17 , 2016 2016 Citations: 20
RESEARCH OUTPUTS (PATENTS, SOFTWARE, PUBLICATIONS, PRODUCTS)
1. Recognized Research Guide for Bharathiyar University.
2. Doctoral Committee Member of Anna University of Technology, Coimbatore.
3. Recognized research external examiner for SRM University.
4. Served as External Examiner for Christ Deemed to be University.
CONSULTANCY
In the field of learning and development, I have conducted the following training Programs for various companies and have trained more than 3000 employees from G1 grade to general managers level for both public and private sectors. A special mention on the conduction
of Leadership Development Programs for Confederation of Indian Industry – Puducherry Chapter from 2011 to July 2023.
Role and responsibilities:
Assess/conduct Training Need Analysis through surveys, interviews with employees, or consultation with managers/coordinators of the program. Design and create training manuals, online learning modules, and course materials.
Investigate the right training materials from a variety of sources. Scheduling classes and delivering training to employees using a variety of instructional techniques.
Conduct an evaluation of the training programs. I help to create and deliver leadership and behavioral science training programs for businesses and organizations and develop custom training programs that take place in classrooms or training facilities.
Industry, Institute, or Organisation Collaboration
Worked as Research and Training Assistant for One and half years under Dr. Narendra M Agrawal, Leadership and Human Resource Management, Chairperson, Center for Software and IT Management, Indian Institute of Management Bangalore, Bannerghatta Road, Bangalore – 560076.
Regular evaluator on VIVA for PGDM, Mphil and PhD students in organizations like NIPM, Bharadhiyar University and Christ University.
Submitted Major Research Project Proposal to UGC – Delhi on “Social Entrepreneurship” on 30.10.2013.
Submitted Minor Research Project Proposal to UGC – CDC –Bangalore on “Cloud Computing-Data Protection and security in PCMM” on 12.12.2013.
Key player to coordinate and receive one lakh sixty five thousand rupees as fund for IQAC cell by conducting regular Quality Improvement Programmes(QIP) for Jyoti Nivas College.
Have been great instrument in coordinating international and national conferences and symposiums. Being Convener, have received grant of from SIDBI and from NABARD for the National conference coordinated by me on 18th March 2017 for Silicon city College.
INDUSTRY EXPERIENCE
Industrial Training and Internships:
Wipro Limited Pondicherry : 4 months
Transmedica (India) Ltd. (Johnson & Johnson Ltd) : 3 months Stress Handling Management in Indian Telecom Industries Limited : 3 months
Discipline of Specialization: Industrial Psychology, HR analytics, Digital Business and Commerce.
STARTUP
1. Trained teachers in HEIs on ‘Personality Development for Teachers’-for IOT Academy-20-03-2023.
2. Conducted a one-day training program in ‘Scope in Start-ups and Innovation’ –in association with IQAC for RJS Institute of Management Studies -04-03-2023.
3. Trained teachers for a one-day workshop on ‘Entrepreneurship-Skill, Attitude and Behaviour Development’ organized by IIC and IEDC of Pondicherry Technological University on 3-03-2023.
4. Trained teachers in HEIs PAN India on ‘Stress and Time Management’ for IOT Academy on 13-01-2023.
5. Keynote speaker for a One Day National Conference on ‘Promoting Entrepreneurship and Innovative Methods in SMEs for Sustainable Economic Growth’ (NCPEIM 2023) on 4-01-2023.
6. Conducted and coordinated an Online FDP for all faculty of management on 2001-2023 organized by GNVS Institute of Management on ‘Time Management’.
7. Conducted 3 days training program 28-30 December 2022 for agriculturalists in Bengaluru region on ‘Primary Processing of Medicinal and Aromatic Plants and Marketing of Agricultural Products’ Sponsored by National Institute of Agricultural Marketing (NIAM) Jaipur Organised by Spurthi Rural Development Society.
8. Conducted 3 days training program 28-30 November 2022 for agriculturalists Mysuru region on ‘Primary Processing of Medicinal and Aromatic Plants and Marketing of Agricultural Products’ Sponsored by National Institute of Agricultural Marketing (NIAM) Jaipur Organised by Spurthi Rural Development Society.
SOCIAL, ECONOMIC, or ACADEMIC BENEFITS
1. BEST FACULTY AWARD
Senior Category- Cash Award of
. Nehru Group of Institutions - Coimbatore 15th December - 2019
2. Best Leadership Award Government Minorities Trust Board 19th November
2018
3. Best Teacher Award for Outstanding Performance Silicon City College 19th April 2017
4. Outstanding achievement in Higher Education Through
Teaching and Research International School of Business and Research ( ISBR) 7th September 2014
5. Best Research Paper Award Cash Award of . National Research Conference Held by AIMA-New Delhi 19th March 2014
6. Best Research Paper Award National Conference On Entrepreneurship Management (Enman’12) at Vel Tech High Tech Engineering College 14th 2013.
7. Distinguished Alumni Award’ for “Academics and Research-2012 VITAA-VIT –Vellore
26th Jan 2012.
8. Best Research Paper Award PMC – Tech ,
Manimekalai College of Engineering , Hosur 22nd October 2011
9. MTC Global Women Faculty in Management Education 1st Annual Convention for MTC Global Sankalp 2011 at
Hyderabad-MTC Chapter 27th August 2011
10. 2 plus ratings (i.e.) “Very Good” National Conference conducted by IIM
Kohzikode December 2006
11. Best Research Paper Award Siva Shivani Institute of Management
Studies-Hyderabad February 2006.