학술논문

A novel formulation for the distributed solution of load balancing problems in mobility on-demand systems
Document Type
Conference
Source
2014 International Conference on Connected Vehicles and Expo (ICCVE) Connected Vehicles and Expo (ICCVE), 2014 International Conference on. :906-911 Nov, 2014
Subject
Aerospace
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Fields, Waves and Electromagnetics
General Topics for Engineers
Geoscience
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Transportation
Vehicles
Load management
Optimized production technology
Load modeling
Pricing
Indexes
Language
ISSN
2378-1289
2378-1297
Abstract
In this paper, we present a novel optimization framework for the load balancing problem in mobility on-demand systems. The proposed approach aims to keep the system balanced and, at the same time, to maximize the number of accepted customers' requests. Moreover, we propose the Distributed Load Balancing (DLB) algorithm that, given the customers' requests, iterate toward feasible assignments that keep the system balanced. The performance of the proposed algorithm is assessed through an extensive simulation campaign in several operational conditions, by varying the number and locations both of the customers and of the vehicles, and considering different communication topologies among the pick-up and drop-off stations. Finally, a comparison of the performance of DLB with an optimal solver is provided.