Project Title: LLM-Drivesim4AD: Simulation specific Scenario Aware Data with Multi-modal Analytics for decision making in flow dynamics using GenAI hybrid complex reasoning
Name of the PI & Co-PI: Dr. Jaswanth N, Associate Professor, Dr Sreeja S, Assistant Professor
Institute: CSE, School of Engineering and Technology, MNR University, Sangareddy District, Greater Hyderabad
Dr. Jaswanth N's Participation in ACM Pingala Interactions in Computing (PIC) 2025 :
Achievements
- Participation in ACM Pingala Interactions in Computing (PIC) 2025
Dr. Jaswanth N participated as a Young Researcher at ACM PIC 2025, held at Infosys Mysore Campus (Feb 21–25, 2025). The event featured keynote sessions by leading experts, research talks, and collaborative discussions on AI, ML, and Cybersecurity. Dr. Jaswanth delivered a lightning research talk, engaged in challenge-solving sessions, and explored research collaborations and networking opportunities with industry and academic leaders.
Publications
- Directed Network Modeling with Generative AI for Driver Decision Support Authors: Mr. Yogesh Dhumal and Dr. Jaswanth N Status: Accepted for presentation at AI ML Systems 2025 (yet to be published online)
- Advanced Traffic Modeling with LLM Integration for Urban Mobility Authors: Mr. Yogesh Dhumal and Dr. Jaswanth N Status: Accepted for presentation at 'Transportation Research Efforts For Ecological Sustainability' (TREES) 2025 (yet to be published online)
Project Title: Enhancing Road Safety and Congestion-free Traffic Routing through Reinforcement Learning based Multi-Agent Planning
Name of the PI & Co-PI: Dr. J Senthi Kumar, Associate Professor, Dr R Varun Prakash, Assistant Professor
Institute: Mepco Schlenk Engineering College, Sivakasi, Tamil Nadu
Achievements
- Participation in Uyir Road Safety Hackathon 2025
- Participation in R&D Showcase 2025 at IIIT Hyderabad
Dr. R. Santhiya represented the team in the Professional Category at the Uyir Road Safety Hackathon held at Sri Krishna College of Engineering and Technology, Coimbatore (08–09 Feb 2025). The event included a demonstration of innovative road safety ideas and interactions with local police and road safety authorities.
The team—Dr. J. Senthil Kumar, Mr. R. Varun Prakash, and Dr. R. Santhiya—participated in the R&D Showcase (08–09 Mar 2025). They presented a poster and hardware demo titled “Road Safety Assisting System for Accident Prevention and Post-Accident Management Using an IoT-Integrated Approach.” The team also visited IHub-Data’s Smart Mobility Lab and explored AI/ML-based research in traffic safety and simulation platforms like SUMO and CARLA.
- Internship at IIT Madras
- Expert Interaction at IIT Madras
Completed a five-day internship on “IoT in Robotics” (18–22 Jun 2025) organized by MEA, IIT Madras, which included hands-on training in coordinated control strategies and web application development.
Conducted a meeting with Dr. Gitakrishnan Ramadurai, Professor, AI & DS, IIT Madras (21 Jun 2025), to discuss research collaborations and reinforcement learning applications in traffic management.
Publications
- “Streamlining Traffic Flow with Smart Mobility for Vehicles through Reinforcement Learning-based Framework”
- “Sustainable Urban Mobility Using Q-Learning for Traffic Control in Multi-Type Intersections with Emission Optimization”
Presented at ICSMS-2025, IETE Conference, New Delhi (26–27 Apr 2025).
Status: Under publication in Springer Lecture Notes in Networks and Systems.
Presented at IEEE ICCCNT-2025, IIT Indore (06–11 Jul 2025).
Project Title: Behavior-Conditioned Safety-Aware Synthetic Scenario Generation for the Indian Traffic
Name of the PI & Co-PI: Dr. Rahul Kala, Associate Professor, Dr Deepak Kumar, Assistant Professor
Institute: ABV-IIITM Gwalior, Morena Link Road, Gwalior, Madhya Pradesh