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Ramesh, L. and Seema, S and Jeevitha, R. and Janani, S. (2025) Data Science. 1 ed. SR Research Group of Companies, The International Journal, Conference, Awards and Books -. ISBN 978-93-6492-870-0

DISPLAY SCREEN WITH GRAPHICAL USER INTERFACE FOR AI MODEL (2025) DISPLAY SCREEN WITH GRAPHICAL USER INTERFACE FOR AI MODEL. International Design Classification: Version: 15-2025 Class: 14 RECORDING, TELECOMMUNICATION OR DATA PROCESSING EQUIPMENT Subclass: 02 DATA PROCESSING EQUIPMENT AS WELL AS PERIPHERAL APPARATUS AND DEVICES.

AI-DRIVEN DECISION SUPPORT SYSTEM FOR WEATHER FORECASTING AND CROP FAILURE RISK ASSESSMENT IN AGRICU (2026) AI-DRIVEN DECISION SUPPORT SYSTEM FOR WEATHER FORECASTING AND CROP FAILURE RISK ASSESSMENT IN AGRICU. 202641033550.

Janani, S. and Sumalatha, V. (2025) Cloud-Based Optimization for Smart Scheduling of Energy Distribution in modern Power Grids. 4th International Conference on Advancements in Smart Computing & Information Security (ASCIS 2025). pp. 1-14. ISSN 1865-0929

Selin Chandra, C S and Sharmila, K. and Janani, S. (2026) Deep Learning-Based Coconut Pest Detection and Size Classification System. In: INTERNATIONAL CONFERENCE ON INTEGRATED RESEARCH INTERNATIONAL CONFERENCE ON INTEGRATED RESEARCH IN SCIENCE, ENGINEERING AND MANAGEMENT INTERNATIONAL CONFERENCE ON INTEGRATED RESEARCH IN SCIENCE, ENGINEERING AND MANAGEMENT IN SCIENCE, ENGINEERING AND MA.

Ramesh, L. and Paramaguru, S. and Janani, S. and Arivazhagan, P. (2025) Big Data Analytics: Tools, Techniques and Applications. SKRGC Publication, Madurai. ISBN 978-93-6492-392-7

Janani, S. and Sumalatha, V. (2026) Edge-Driven Data Acquisition and Intelligence for Real-Time Energy Management in Smart Grids. 2025 6th International Conference on Intelligent Communication Technologies and Virtual Mobile Networks (ICICV).

Mudadla, Balaji and Kumar, B Anil and Gouri Sainath, C and Kumar, V Santosh and Isaac, Lydia D. and Janani, S. (2025) Federated Learning for Distributed Threat Detection: Protecting Privacy in Cloud Computing. In: 2025 2nd International Conference on Recent Trends in Electrical, Electronics and Computing Technologies (ICRTEECT), 30-31 October 2025, Warangal, India.

Janani, S. and Sumalatha, V. (2025) Edge-Driven Data Acquisition and Intelligence for Real-Time Energy Management in Smart Grids. In: 2025 6th International Conference on Intelligent Communication Technologies and Virtual Mobile Networks (ICICV), Tirunelveli, India.

Barath, D. and Anand, M. and Janani, S. (2025) Student’s Attention Monitoring System in Learning Environments using Artificial Intelligence. International Journal of Advanced Research in Education and TechnologY(IJARETY), 12 (3).

Janani, S. (2025) IoT-Based Smart Cities and Context-Aware Edge-Based AI Models for Wireless Sensor Networks. International Journal of Scientific Research & Engineering Trends, 3 (3). ISSN 2395-566X

Naresh, A. S. and Ramkumar, J. and Janani, S. (2025) AI Chatbot Application using API Integration. International Journal of Advanced Research in Education and TechnologY(IJARETY), 12 (3).

Sakthivanitha, M and Janani,, S and Vishwa Priya, V and Vedavalli, S (2026) Lattice-based Functional Encryption for Next Generation Privacy-Preserving Computation. In: 5th International Conference on Sentiment Analysis and Deep Learning (ICSADL 2026), organized by mid-west university, Birendranagar,Nepal, 18-20 February 2026, eapal.