Driving skill recognition: New approaches and their comparison

Driving skill characterization is an important step towards future enhancement of vehicle adaptation control and active safety. This paper presents new approaches for driving skill recognition and their comparison. New feature extractors based on wavelet transform are developed to include temporal (spatial) information into discriminant features. The extractors are integrated with three classifiers for evaluation. Results show advantages of new approaches over existing approaches.

[1]  Yilu Zhang,et al.  Driving skill characterization: A feasibility study , 2008, 2008 IEEE International Conference on Robotics and Automation.

[2]  Truong Q. Nguyen,et al.  Wavelets and filter banks , 1996 .

[3]  Vojislav Kecman,et al.  Learning and Soft Computing: Support Vector Machines, Neural Networks, and Fuzzy Logic Models , 2001 .

[4]  Ronald A. DeVore,et al.  Image compression through wavelet transform coding , 1992, IEEE Trans. Inf. Theory.

[5]  David G. Stork,et al.  Pattern Classification , 1973 .

[6]  Stéphane Mallat,et al.  A Theory for Multiresolution Signal Decomposition: The Wavelet Representation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  Jelena Kovacevic,et al.  Wavelets and Subband Coding , 2013, Prentice Hall Signal Processing Series.

[8]  Shigeo Abe DrEng Pattern Classification , 2001, Springer London.

[9]  Charles C. MacAdam DEVELOPMENT OF A DRIVER MODEL FOR NEAR/AT-LIMIT VEHICLE HANDLING , 2001 .

[10]  Thomas G. Dietterich What is machine learning? , 2020, Archives of Disease in Childhood.

[11]  P. D. McFadden,et al.  APPLICATION OF WAVELETS TO GEARBOX VIBRATION SIGNALS FOR FAULT DETECTION , 1996 .

[12]  Qi Li,et al.  A Chunking Method for Euclidean Distance Matrix Calculation on Large Dataset Using Multi-GPU , 2010, 2010 Ninth International Conference on Machine Learning and Applications.

[13]  Nello Cristianini,et al.  An Introduction to Support Vector Machines and Other Kernel-based Learning Methods , 2000 .

[14]  Richard S. Sutton,et al.  Neural networks for control , 1990 .

[15]  Yilu Zhang,et al.  Data-Driven Driving Skill Characterization: Algorithm Comparison and Decision Fusion , 2009 .