Tyck till om SwePub Sök
här!
Sökning: onr:"swepub:oai:DiVA.org:su-181143" >
Data-Driven Driver ...
Data-Driven Driver Dispatching System with Allocation Constraints and Operational Risk Management for a Ride-Sharing Platform
-
Wang, Tianyu (författare)
-
- Wu, Desheng (författare)
- Stockholms universitet,Företagsekonomiska institutionen,University of Chinese Academy of Sciences, China
-
(creator_code:org_t)
- 2020-03-21
- 2020
- Engelska.
-
Ingår i: Decision Sciences. - : Wiley. - 0011-7315 .- 1540-5915. ; 51:6, s. 1490-1520
- Relaterad länk:
-
https://urn.kb.se/re...
-
visa fler...
-
https://doi.org/10.1...
-
visa färre...
Abstract
Ämnesord
Stäng
- In this article, we develop and analyze a driver dispatching system for a control center that aims to minimize passengers' waiting time. The system imposes allocation constraints that ensure a minimum number of drivers in different regions to manage operational risk. The data-driven system is based on Rolling Time Horizon approach and utilizes knowledge learned from historical data. It incorporates a hybrid forecasting model and a heuristic algorithm to solve the off-line problem in each iteration. We show that the NP-hardness of the off-line problem lies in allocation constraints. We test the performance of the system with a simulation study based on actual past taxi order data. The result suggests that the system markedly decreases the average waiting time and saves planning time in comparison with the request-driven dispatching mode. The result also demonstrates that in nonextreme cases, the dispatching system finds an acceptable solution which approximately satisfies allocation constraints while guaranteeing a short increase in waiting time.
Ämnesord
- SAMHÄLLSVETENSKAP -- Ekonomi och näringsliv -- Företagsekonomi (hsv//swe)
- SOCIAL SCIENCES -- Economics and Business -- Business Administration (hsv//eng)
Nyckelord
- Data-Driven Analytics
- Driver Dispatching System
- Operational Risk Management
- and Ride-Sharing
Publikations- och innehållstyp
- ref (ämneskategori)
- art (ämneskategori)
Hitta via bibliotek
Till lärosätets databas