Hybrid Risk-Aware Conditional Planning with Applications in Autonomous Vehicles

In this paper, we address the problem of risk-aware conditional planning where the goal is generating risk bounded motion policies in the presence of uncertainty. The problem is modeled as a chance-constrained Partially Observable Markov Decision Process (CC-POMDP) with one controllable agent and mu...

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Bibliographic Details
Main Authors: Huang, Xin, Jasour, Ashkan M., Deyo, Matthew Quinn, Hofmann, Andreas, Williams, Brian C
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Language:en_US
Published: IEEE 2020
Online Access:https://hdl.handle.net/1721.1/123989