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Haozhe Lei

2 accepted papers

2024

Zero-Shot Wireless Indoor Navigation through Physics-Informed Reinforcement Learning

ICRA 2024poster

The growing focus on indoor robot navigation utilizing wireless signals has stemmed from the capability of these signals to capture high-resolution angular and temporal measurements. Prior heuristic-based methods, based on radio frequency (RF) propagation, are intuitive and generalizable across simp…

Cited by 9SourcecodeScholar
2023

Self-Adaptive Driving in Nonstationary Environments through Conjectural Online Lookahead Adaptation

ICRA 2023poster

Powered by deep representation learning, re-inforcement learning (RL) provides an end-to-end learning framework capable of solving self-driving (SD) tasks without manual designs. However, time-varying nonstationary environments cause proficient but specialized RL policies to fail at execution time.…

Cited by 12SourcecodeScholar