Delay modelling at unsignalized highway nodes with radial basis function neural networks

Çelikoğlu H. B., Dell'Orco M.

4th International Symposium on Neural Networks (ISNN 2007), Nanjing, China, 3 - 07 June 2007, vol.4491, pp.562-564 identifier identifier

  • Publication Type: Conference Paper / Full Text
  • Volume: 4491
  • Doi Number: 10.1007/978-3-540-72383-7_67
  • City: Nanjing
  • Country: China
  • Page Numbers: pp.562-564
  • Istanbul Technical University Affiliated: Yes

Abstract

In vehicular traffic modelling, the effect of link capacity on travel times is generally specified through a delay function. In this paper, the Radial Basis Function Neural Network (RBFNN) method, integrated into a dynamic network loading process, is utilized to model delays at a highway node. The results of the model structure have then been compared to evaluate the relative performance of the integrated neural network method.