RETRACTED ARTICLE: The system for appraisal of vehicle accident based on radial basis function neural networks

Wen Kung Tseng, Chung Sheng Lu

研究成果: Conference contribution

摘要

In Taiwan, there are hundreds of accidents every day recorded by government due to the human factor and environmental factor. The accident usually involved the money dispute; therefore the accident appraisal must indicate the bilateral parties' blame clearly: all blame; major blame; minor blame and none blame. Although the local police can give a preliminary analysis report at first, the report cannot be official evidence. If the people need a credible appraisal report, they have to apply for the Taiwan Provincial Government Traffic Accident Investigation Committee's accident appraisal report. However, applying for Committee's accident appraisal report will take long time. Therefore, this study employed radial basis function neural network to build an expert system for appraisal of bilateral vehicle accident. The database was built from 307 accident cases in Taiwan from the year of 2004 to 2008. According to Committee's analysis, there are 30 appraisal basses including 6 environmental basses and 24 vehicle basses chosen to be the input of the expert system. The training data includes three types: 70 cases training; 140 cases training; 207 cases training. Validation stage was carried out by using 100 fixed cases and the correctness was recorded. In the first stage, correctness rate is 76% for training with 70 cases. In the second stage, correctness rate is increased to 81% for training with 140 cases. In the third stage, correctness rate is increased to 89% for training with 207 cases. The training and validation processes were completed in one second. Therefore, the expert system proposed in this work is demonstrated to be an efficient system for the accident appraisal.

原文English
主出版物標題Proceedings - 2011 7th International Conference on Natural Computation, ICNC 2011
發行者IEEE Computer Society
頁面869-872
頁數4
ISBN(列印)9781424499533
DOIs
出版狀態Published - 2011 一月 1
事件2011 7th International Conference on Natural Computation, ICNC 2011 - Shanghai, China
持續時間: 2011 七月 262011 七月 28

出版系列

名字Proceedings - 2011 7th International Conference on Natural Computation, ICNC 2011
2

Other

Other2011 7th International Conference on Natural Computation, ICNC 2011
國家China
城市Shanghai
期間11-07-2611-07-28

    指紋

All Science Journal Classification (ASJC) codes

  • Computational Theory and Mathematics
  • Neuroscience(all)

引用此

Tseng, W. K., & Lu, C. S. (2011). RETRACTED ARTICLE: The system for appraisal of vehicle accident based on radial basis function neural networks. 於 Proceedings - 2011 7th International Conference on Natural Computation, ICNC 2011 (頁 869-872). [6022220] (Proceedings - 2011 7th International Conference on Natural Computation, ICNC 2011; 卷 2). IEEE Computer Society. https://doi.org/10.1109/ICNC.2011.6022220