Informative Path Planning with Gaussian Processes: Error Bounds, Algorithms, and Benchmarks (يفتح في تبويب جديد)
- المؤلفون
- Kalvik Jakkala، Jennifer Wakulicz، Donald G. Dansereau، Srinivas Akella، Lantao Liu، Jason M. O'Kane
- المجال
- cs.RO
Accurate environmental monitoring relies on Informative Path Planning (IPP) to deploy autonomous systems that maximize information gain. While Gaussian Processes (GPs) provide a robust mathematical foundation for modeling the environment, contemporary IPP approaches remain hindered by heuristic operational constraints and the lack of simultaneous theoretical guarantees for worst-case estimation error and…
