An Improved Fuzzy Neural Network for Traffic Speed Prediction Considering Periodic Characteristic.

Jinjun Tang,Fang Liu,Yajie Zou,Weibin Zhang,Yinhai Wang

IEEE Transactions on Intelligent Transportation Systems（2017）

引用 331|浏览71

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摘要

This paper proposes a new method in construction fuzzy neural network to forecast travel speed for multi-step ahead based on 2-min travel speed data collected from three remote traffic microwave sensors located on a southbound segment of a fourth ring road in Beijing City. The first-order Takagi-Sugeno system is used to complete the fuzzy inference. To train the evolving fuzzy neural network (EFNN...

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关键词

Predictive models,Fuzzy neural networks,Data models,Neural networks,Computational modeling,Support vector machines,Prediction algorithms

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