A data-driven bi-level program for knowledge-based signal control system under uncertainty

作者：

Highlights：

• A data-driven knowledge system (DDKS) for traffic signal control is presented.

• A data-driven bi-level program (DDBP) is proposed.

• A knowledge based two-stage approach is proposed to effectively solve DDBP.

• Numerical computations using real-data city road network are made with recent state-of-the-art robust signal controls.

摘要

•A data-driven knowledge system (DDKS) for traffic signal control is presented.•A data-driven bi-level program (DDBP) is proposed.•A knowledge based two-stage approach is proposed to effectively solve DDBP.•Numerical computations using real-data city road network are made with recent state-of-the-art robust signal controls.

论文关键词：Data-driven knowledge based system (DDKS),Data-driven bi-level program (DDBP),Bi-level programming problem (BLPP),Urban traffic signal control,Two-stage approach

论文评审过程：Received 11 January 2018, Revised 19 June 2018, Accepted 20 June 2018, Available online 11 July 2018, Version of Record 12 September 2018.

论文官网地址：https://doi.org/10.1016/j.knosys.2018.06.031