A Data-Driven Control Design Approach for Freeway Traffic Ramp Metering with Virtual Reference Feedback Tuning
Joint Authors
Jin, Shangtai
Hou, Zhongsheng
Chi, Ronghu
Hao, Jiangen
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-02-19
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
ALINEA is a simple, efficient, and easily implemented ramp metering strategy.
Virtual reference feedback tuning (VRFT) is most suitable for many practical systems since it is a “one-shot” data-driven control design methodology.
This paper presents an application of VRFT to a ramp metering problem of freeway traffic system.
When there is not enough prior knowledge of the controlled system to select a proper parameter of ALINEA, the VRFT approach is used to optimize the ALINEA's parameter by only using a batch of input and output data collected from the freeway traffic system.
The extensive simulations are built on both the macroscopic MATLAB platform and the microscopic PARAMICS platform to show the effectiveness and applicability of the proposed data-driven controller tuning approach.
American Psychological Association (APA)
Jin, Shangtai& Hou, Zhongsheng& Chi, Ronghu& Hao, Jiangen. 2014. A Data-Driven Control Design Approach for Freeway Traffic Ramp Metering with Virtual Reference Feedback Tuning. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-509586
Modern Language Association (MLA)
Jin, Shangtai…[et al.]. A Data-Driven Control Design Approach for Freeway Traffic Ramp Metering with Virtual Reference Feedback Tuning. Mathematical Problems in Engineering No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-509586
American Medical Association (AMA)
Jin, Shangtai& Hou, Zhongsheng& Chi, Ronghu& Hao, Jiangen. A Data-Driven Control Design Approach for Freeway Traffic Ramp Metering with Virtual Reference Feedback Tuning. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-509586
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-509586