Author : Taş, Ömer Şahin
Release : 2023-10-23
Genre :
Kind : eBook
Book Rating : 998/5 ( reviews)
GET EBOOK
Book Synopsis Motion Planning for Autonomous Vehicles in Partially Observable Environments by : Taş, Ömer Şahin
Download or read book Motion Planning for Autonomous Vehicles in Partially Observable Environments written by Taş, Ömer Şahin. This book was released on 2023-10-23. Available in PDF, EPUB and Kindle. Book excerpt: This work develops a motion planner that compensates the deficiencies from perception modules by exploiting the reaction capabilities of a vehicle. The work analyzes present uncertainties and defines driving objectives together with constraints that ensure safety. The resulting problem is solved in real-time, in two distinct ways: first, with nonlinear optimization, and secondly, by framing it as a partially observable Markov decision process and approximating the solution with sampling.