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基于支持向量回归外推的统计最优近场声全息研究
引用本文:杜向华,朱海潮,毛荣富,朱海鹏.基于支持向量回归外推的统计最优近场声全息研究[J].声学技术,2011(5):383-386.
作者姓名:杜向华  朱海潮  毛荣富  朱海鹏
作者单位:海军工程大学振动与噪声研究所;
摘    要:通过数值仿真方法,研究统计最优近场声全息中全息面孔径大小对重建精度影响。结果表明当全息面孔径大于重建面孔径2个采样间隔便能获得较高的重建精度,再继续增大全息面孔径也可以提高重建精度,但是趋势变缓。在此基础上,进一步提出了一种利用支持向量回归对全息面孔径进行外推的方法,在不增加测量孔径的前提下,可以通过数据外推增大全息面孔径,提高重建精度。对方形简支钢板辐射声场的仿真结果,验证了方法的有效性。

关 键 词:统计最优近场声全息  支持向量回归  全息数据外推
收稿时间:2010/11/22 0:00:00
修稿时间:2011/1/31 0:00:00

Study of statistically optimized near-field acoustical holography based on hologram data extrapolation with support vector regression
DU Xiang-hu,ZHU Hai-chao,MAO Rong-fu and ZHU Hai-peng.Study of statistically optimized near-field acoustical holography based on hologram data extrapolation with support vector regression[J].Technical Acoustics,2011(5):383-386.
Authors:DU Xiang-hu  ZHU Hai-chao  MAO Rong-fu and ZHU Hai-peng
Affiliation:DU Xiang-hua,ZHU Hai-chao,MAO Rong-fu,ZHU Hai-peng (Institute of Noise and Vibration,Naval University of Engineering,Wuhan 430033,China)
Abstract:The influence of hologram aperture on reconstruction precision is studied in detail by numerical simulation.In statistically optimized near-field acoustical holography,when the hologram aperture is 2 sample intervals bigger than reconstruction plane aperture,it achieves a satisfied accuracy.If the hologram aperture increases after that,the reconstruction accuracy grows slowly.Base on the result,a data extrapolation method based on support vector regression is presented.By using the extrapolated hologram dat...
Keywords:statistically optimized near field acoustic holography  support vector regression  hologram data extrapolation  
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