Hybrid Intelligent Data Fusion Approach to Collision Warning Information Extraction

作者: Bao Rong Chang , Hsiu-Fen Tsai

DOI: 10.30000/IJFS.201106.0007

关键词:

摘要: Based on vision sensing and dedicated short range communication (DSRC) disseminating car's GPS information via v2v communication, a fast collision warning response to an imminent crash has been successfully developed. An embedded dual-platform, DaVinci+XScale-NAV270 was employed achieve line-marking identification, neighboring vehicles detection, headway measurement. In order tackle the problem of driving drowsiness in vehicle, this paper also considered specific four factors: fatigue level, breath alcohol concentration, carbon monoxide dioxide concentration. To do so, study applied data fusion QT-BPNN/ANFIS fuse heterogeneous then infer precise signal. The experimental results show that proposed approach outperforms two alternative well-known systems.

参考文章(13)
Mark E. Rorvig, Image Retrieval by Content Measure Metadata Coding. WWW Posters. ,(2001)
G R Preziotti, S J Brunson, E M Kyle, N C Phamdo, ALERT ALGORITHM DEVELOPMENT PROGRAM: NHTSA REAR-END COLLISION ALERT ALGORITHM ,(2002)
Pengjun Zheng, M. McDonald, The effect of sensor errors on the performance of collision warning systems international conference on intelligent transportation systems. ,vol. 1, pp. 469- 474 ,(2003) , 10.1109/ITSC.2003.1251998
J. Goldbeck, B. Huertgen, Lane detection and tracking by video sensors international conference on intelligent transportation systems. pp. 74- 79 ,(1999) , 10.1109/ITSC.1999.821030
Yuanchang Xie, Yunlong Zhang, Application of genetic neural networks to real-time intersection accident detection using acoustic signals Transportation Research Record. ,vol. 1968, pp. 75- 82 ,(2006) , 10.3141/1968-09
J.-S.R. Jang, ANFIS: adaptive-network-based fuzzy inference system systems man and cybernetics. ,vol. 23, pp. 665- 685 ,(1993) , 10.1109/21.256541
Bao Rong Chang, Chung-Ping Young, Hsiu Fen Tsai, Ren-Yang Fang, Jian-Jr Lin, Simulation and Implementation of High-Performance Collision Warning System for Motor Vehicle Safety Using Embedded ANFIS Prediction international conference on innovative computing, information and control. ,vol. 5, pp. 80- 80 ,(2008) , 10.1109/ICICIC.2008.496
Lov K. Grover, A fast quantum mechanical algorithm for database search symposium on the theory of computing. pp. 212- 219 ,(1996) , 10.1145/237814.237866
Christoph Dürr, Peter Høyer, A quantum algorithm for finding the minimum arXiv: Quantum Physics. ,(1996)