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Application of neural networks for optimisation of signalling in road
traffic.

Publication date: 19.09.2014

Technical Transactions, 2014, Mechanics Issue 1-M (4) 2014, pp. 95-104

https://doi.org/10.4467/2353737XCT.14.052.2502

Authors

,
Robert Pilch
AGH University of Science and Technology, Faculty of Mechanical Engineering and Robotics, Department of Process Control
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,
Piotr Bera
AGH University of Science and Technology, Faculty of Mechanical Engineering and Robotics, Department of Process Control
All publications →
Jan Szybka
AGH University of Science and Technology, Faculty of Mechanical Engineering and Robotics, Department of Process Control
All publications →

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Titles

Application of neural networks for optimisation of signalling in road
traffic.

Abstract

This article presents a proposal for applying neural networks to control road traffic. The proposed solution makes it possible to determine durations of traffic signals at intersections so that the waiting time for transit is as short as possible. The variability of traffic intensity on all access roads and between analysed intersections was taken into account. The developed concept was compared with a method of determining the durations of lights based on the coefficient of intersection readiness, and the feasibility for practical applications of the method was assessed.

References

Chodur J., Funkcjonowanie skrzyżowań drogowych w warunkach zmienności ruchu, Monografia 347, Wydawnictwo Politechniki Krakowskiej, Kraków 2007.

Woch J., Kształtowanie płynności ruchu w gęstych sieciach transportowych, Wydawnictwo Szumacher, Kielce 1998.

Pilch R., Szybka J., Koncepcja wyznaczania współczynnika gotowości skrzyżowań komunikacji samochodowej, Materiały XXXVI Zimowej Szkoły Niezawodności: Metody utrzymania gotowości systemów, Szczyrk 2008.

Tadeusiewicz R., Sieci Neuronowe, Akademicka Oficyna Wydawnicza RM, Warszawa 1993.

Gupta M.M., Jin L., Homma N., Static and Dynamic Neural Networks. From Fundamentals to Advanced Theory, John Wiley & Sons Inc, 2003.

Freeman J.A., Skapura D.M., Neural Networks. Algorithms, Applications, and Programming Techniques, Addison – Wesley Publishing Company, 1991.

Beale M.H., Hagan M.T., Demuth H.B., Neural Network ToolboxTM. For use with Matlab [online], Release 2012b, www.mathworks.com (accessed: 04.10.2012).

Information

Information: Technical Transactions, 2014, Mechanics Issue 1-M (4) 2014, pp. 95-104

Article type: Original article

Titles:

Polish:

Application of neural networks for optimisation of signalling in road
traffic.

English:

Application of neural networks for optimisation of signalling in road
traffic.

Authors

AGH University of Science and Technology, Faculty of Mechanical Engineering and Robotics, Department of Process Control

AGH University of Science and Technology, Faculty of Mechanical Engineering and Robotics, Department of Process Control

AGH University of Science and Technology, Faculty of Mechanical Engineering and Robotics, Department of Process Control

Published at: 19.09.2014

Article status: Open

Licence: None

Percentage share of authors:

Robert Pilch (Author) - 33%
Piotr Bera (Author) - 33%
Jan Szybka (Author) - 34%

Article corrections:

-

Publication languages:

English

Application of neural networks for optimisation of signalling in road
traffic.

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