Reconfiguration costs in coupled sensor configuration and path-planning for dynamic environments

P Poudel, RV Cowlagi - AIAA SCITECH 2025 Forum, 2025 - arc.aiaa.org
This paper addresses the problem of sensor placement to assist a mobile vehicle that
navigates in an unknown environment. We refer this spatially and temporally varying …

OffRIPP: Offline RL-based Informative Path Planning

SB Gadipudi, S Deolasee, S Kailas, W Luo… - ar** for Efficient Robotic Information Gathering
W Chen, L Liu, R Khardon - ar** allows AUVs to focus on
feature-rich areas to quickly reduce uncertainty and increase map** efficiency. Existing …

DyPNIPP: Predicting Environment Dynamics for RL-based Robust Informative Path Planning

S Deolasee, S Kailas, W Luo, K Sycara… - arxiv preprint arxiv …, 2024 - arxiv.org
Informative path planning (IPP) is an important planning paradigm for various real-world
robotic applications such as environment monitoring. IPP involves planning a path that can …

A General Bayesian Framework for Informative Input Design in System Identification

AE Tzikas, MJ Kochenderfer - arxiv preprint arxiv:2501.16625, 2025 - arxiv.org
We tackle the problem of informative input design for system identification, where we select
inputs, observe the corresponding outputs from the true system, and optimize the …