Joshua Peeples

Robotic harvesting systems can achieve near-perfect sim-to-real transfer for precise, safe manipulation by encoding path-safety and corridor constraints directly into a PPO objective.

A novel dual-encoder architecture achieves superior underwater acoustic classification by dynamically balancing waveform and spectrogram features, revealing critical insights into representation reliance.