A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
Normalization methods on backpropagation for the estimation of driver's route choice
The artificial neural network has recently been applied in many areas including transport engineering and planning. Even though its successful application for wide transportation areas, there are some major issues to be considered before using the neural network models, such as the network topology, learning parameter, and normalization methods for the input vectors. In this research, se veral normalization methods for input vectors were studied and the experimental results showed that the performance of the drier's ro ute choice model using the neural networks was dependent on the normalization methods. For the estimation of driver's route choice, the best normalization method in the Backpropagation neural network model was suggested in this study.
Normalization methods on backpropagation for the estimation of driver's route choice
The artificial neural network has recently been applied in many areas including transport engineering and planning. Even though its successful application for wide transportation areas, there are some major issues to be considered before using the neural network models, such as the network topology, learning parameter, and normalization methods for the input vectors. In this research, se veral normalization methods for input vectors were studied and the experimental results showed that the performance of the drier's ro ute choice model using the neural networks was dependent on the normalization methods. For the estimation of driver's route choice, the best normalization method in the Backpropagation neural network model was suggested in this study.
Normalization methods on backpropagation for the estimation of driver's route choice
KSCE J Civ Eng
Kim, Kyung Whan (author) / Kim, Daehyon (author) / Jung, Hun Young (author)
KSCE Journal of Civil Engineering ; 9 ; 403
2005-09-01
1 pages
Article (Journal)
Electronic Resource
English
Taxi Driver's Route Choice Behavior Analysis Based on Floating Car Data
| British Library Conference Proceedings | 2013
Application of Virtual Reality to Investigate Driver's Route Choice in an Interstate Freeway
| British Library Conference Proceedings | 2019
| British Library Online Contents | 1998
Effects of Freeway Mileage-Based Toll Scheme on the Short-Range Driver's Route Choice Behavior
| British Library Online Contents | 2014