Parallel modelling and neural networks: An overview for transportation land use systems

被引:20
作者
Rodrigue, JP [1 ]
机构
[1] Univ Montreal, Ctr Res Transportat, Quebec City, PQ H3C 3J7, Canada
关键词
transportation; land use; modelling; parallel distributed processing; neural networks;
D O I
10.1016/S0968-090X(97)00014-4
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
We provide in this conceptual paper an overview of a parallel transportation/land use modelling environment. We argue that sequential urban modelling does not well represent complex urban dynamics. Instead, we suggest a parallel distributed processing structure composed of processors and links between processors. Each processor is a set of neurons and weights between neurons forming a neural network. For spatial systems neural networks have two main paradigms which are processes simulation and pattern association. Parallel distributed processing offers a new methodology to represent the relational structure between elements of a transportation/land use system and thus helping to model those systems. We also provide a set of advantages, drawbacks and some research directions about the usage of neural networks for spatial analysis and modelling. (C) 1997 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:259 / 271
页数:13
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