Abhinav Kunapareddy

Gaussian Process Adaptive Sampling Using the Cross-Entropy Method for Environmental Sensing and Monitoring

In this paper, we focus on adaptive sampling on a Gaussian Processes (GP) using the receding-horizon Cross-Entropy (CE) trajectory optimization. Specifically, we employ the GP upper confidence bound (GP-UCB) as the optimization criteria to adaptively plan sampling paths that balance the exploitation…