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New Open-Source Simulator for Electric Ride-Hailing Fleet Control

By PulseAugur Editorial · [1 sources] ·

Researchers have developed OpenHail, an open-source simulation environment designed for controlling electric ride-hailing fleets. This new tool, built on the Gymnasium framework, is specifically tailored to handle the complexities of electric vehicles, including their battery dynamics and charging infrastructure. OpenHail aims to facilitate the training and evaluation of machine learning policies for optimizing fleet operations, such as request assignment, vehicle repositioning, and charging strategies. AI

IMPACT Provides a specialized simulation environment for developing and testing AI-driven fleet management strategies in electric ride-hailing services.

RANK_REASON The item describes a new open-source simulation environment for a specific machine learning application, detailed in an arXiv paper. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New Open-Source Simulator for Electric Ride-Hailing Fleet Control

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The item describes a new open-source simulation environment for a specific machine learning application, detailed in an arXiv paper. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Tommaso Schettini, Nicholas D. Kullman, Jorge E. Mendoza ·

    OpenHail: An Event-Driven Gymnasium Environment for Electric Ride-Hailing Fleet Control

    arXiv:2609.30628v1 Announce Type: new Abstract: Machine-learning policies have attracted increasing interest for ride-hailing fleet control in recent years. Reinforcement learning, in particular, requires a structured simulation environment that specifies observations, actions, r…

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