Tagged articles
2 articles
Page 1 of 1
DataFunTalk
DataFunTalk
Aug 9, 2020 · Operations

A Practical Framework for Online Driver Repositioning to Balance Supply and Demand in Ride‑Hailing Platforms

This article presents a three‑stage, data‑driven framework for online driver repositioning that generates candidate dispatch tasks, scores them using a marginal gain model, and selects optimal tasks via a minimum‑cost flow planning algorithm, demonstrating significant improvements in driver efficiency and experience through large‑scale A/B experiments.

AB testingdriver repositioningfleet management
0 likes · 9 min read
A Practical Framework for Online Driver Repositioning to Balance Supply and Demand in Ride‑Hailing Platforms
21CTO
21CTO
Jul 16, 2020 · Operations

Can AI-Driven Driver Repositioning Solve Ride-Hailing Supply-Demand Gaps?

This article interprets a WWW 2020 research paper that proposes an AI-powered online driver repositioning system, detailing its three-stage framework, dispatch task design, optimization via minimum-cost flow, and experimental results showing improved driver efficiency and platform balance.

Ride Hailingdriver repositioningfleet management
0 likes · 11 min read
Can AI-Driven Driver Repositioning Solve Ride-Hailing Supply-Demand Gaps?