Projects
Directed Research:
Directed Research:
Researching and Implementing Behavior Planning for multi-agent swarm robots using Reinforcement Learning, Graph Attention, and Deep Learning techniques at NEST Lab, WPI.
The research includes Attention-based Intention Prediction and Multi-Agent Reinforcement Learning for the Control of Swarm Robots.
https://www.nestlab.net/research
Motion Prediction:
Motion Prediction:
Predicted motion trajectories of agents around the Self Driving Car using instantaneous
velocity parameters and CNN+LSTM Deep Learning Networks.
Motion Planning of Autonomous Robot.
Motion Planning of Autonomous Robot.
Developed a global RRT planner and local DWA motion planner algorithm for an autonomous robot under dynamic obstacle uncertainty.
Experience in implementing A*, D*, and search-based algorithms.