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Learning-Based Control Algorithm for Ramp Metering (CROSBI ID 55872)

Prilog u knjizi | izvorni znanstveni rad

Gregurić, Martin ; Ivanjko, Edouard ; Mandžuka, Sadko Learning-Based Control Algorithm for Ramp Metering // Autonomic Road Transport Support Systems / McCluskey, Leo Thomas ; Kotsialos, Apostolos ; Müller, Jörg P. et al. (ur.). Basel: Birkhäuser, 2016. str. 197-213 doi: 10.1007/978-3-319-25808-9_12

Podaci o odgovornosti

Gregurić, Martin ; Ivanjko, Edouard ; Mandžuka, Sadko

engleski

Learning-Based Control Algorithm for Ramp Metering

Significant slowdowns in road traffic induced by increased traffic demand cause break downs and consequently, congestion on roads. On urban highways these congestion problems are most noticeable near on-ramps. To resolve traffic congestion on urban highways it is necessary to apply new traffic control approaches like ramp metering, variable speed limit control (VSLC), etc. Today’s cooperative ramp metering algorithms adjusts the metering rate for every on-ramp according to the overall traffic state on the highway and can establish additional cooperation with other traffic control sub- systems. To avoid some problems of usability and effectiveness of today’s complex highway control systems, an approach based on autonomic properties (self- learning, self-adaptation, etc.) is proposed in this chapter. Considering the mentioned, a new cooperative control method based on an adaptive neuro-fuzzy inference system is described. It can establish cooperation between VSLC and ramp metering. The new solution is tested using the CTMSIM macroscopic highway traffic simulator and Zagreb bypass as test model.

intelligent transportation systems, autonomic systems, cooperative systems, adaptive neuro-fuzzy inference system, ramp metering, variable speed limit control

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Podaci o prilogu

197-213.

objavljeno

10.1007/978-3-319-25808-9_12

Podaci o knjizi

Autonomic Road Transport Support Systems

McCluskey, Leo Thomas ; Kotsialos, Apostolos ; Müller, Jörg P. ; Klügl, Franziska ; Rana, Omer ; Schumann, René

Basel: Birkhäuser

2016.

978-3-319-25806-5

2504-3870

2504-3862

Povezanost rada

Elektrotehnika, Računarstvo, Tehnologija prometa i transport

Poveznice