NDLI: Design of a genetic fuzzy approach for ramp metering

Content Provider	IEEE Xplore Digital Library
Author	Bogenberger, K. El-Araby, K. Keller, H.
Copyright Year	2000
Description	Author affiliation: Fachgebiet Verkehrstechnik und Verkehrsplanung, Tech. Univ. Munchen, Germany (Bogenberger, K.)
Abstract	This paper proposes a nonlinear approach for designing traffic-responsive ramp controls using a genetic fuzzy approach. The problem is formulated as a nonlinear feedback control problem. To overcome the conventional problems of the calibration process of fuzzy controllers and improve the overall performance of ramp metering, an adaptive genetic-based algorithm is integrated into the system to periodically tune the fuzzy sets parameters. The approach thus adapts the control system automatically to changing traffic patterns. The objective of the ramp control is to minimize the total time spent in the freeway system while maintaining acceptable ramp service levels. Traffic data from a ramp study site in the Munich Autobahn (A9 motorway) was used to assess the genetic fuzzy controller using a hydrodynamic traffic model to estimate the genetic fitness. The paper concludes that adaptive fuzzy control based on genetic algorithms is expected to enhance the performance of ramp metering without compromising the cost-effectiveness associated with fuzzy controllers.
Starting Page	470
Ending Page	475
File Size	537911
Page Count	6
File Format	PDF
ISBN	0780359712
DOI	10.1109/ITSC.2000.881113
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2000-10-01
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Genetics Fuzzy control Automatic control Traffic control Control systems Fuzzy sets Programmable control Adaptive control Feedback control Calibration
Content Type	Text
Resource Type	Article

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4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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