Using Reinforcement Learning to Solve a Dynamic Orienteering Problem with Random Rewards Affected by the Battery Status

Using Reinforcement Learning to Solve a Dynamic Orienteering Problem with Random Rewards Affected by the Battery Status

This paper discusses an orienteering optimization problem where a vehicle using electric batteries must travel from an origin depot to a destination depot while maximizing the total reward collected along its route. The vehicle must cross several consecutive regions, with each region containing diff...

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Bibliographic Details
Main Authors: Angel A. Juan, Carolina A. Marugan, Yusef Ahsini, Rafael Fornes, Javier Panadero, Xabier A. Martin
Format: Article
Language:English
Published: MDPI AG 2023-08-01
Series:Batteries
Subjects:
orienteering problem
battery management
electric vehicle
reinforcement learning
simulation
Online Access:https://www.mdpi.com/2313-0105/9/8/416

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https://www.mdpi.com/2313-0105/9/8/416

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