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基于改进小波阈值的微机械陀螺去噪方法
Alternative TitleMicro mechanical gyro denoising method based on improved wavelet threshold
刘晓光; 胡静涛; 高雷; 李逃昌; 白晓平
Department信息服务与智能控制技术研究室
Source Publication中国惯性技术学报
ISSN1005-6734
2014
Volume22Issue:2Pages:233-236
Indexed ByEI ; CSCD
EI Accession number20142317792108
CSCD IDCSCD:5144103
Contribution Rank1
Funding Organization国家“863”计划项目(2013AA040403)资助项目
Keyword小波阈值 微机械陀螺 去噪 数据处理
Abstract陀螺的噪声是影响组合导航系统精度的重要因素之一。以插秧机GPS/INS组合导航系统为研究背景,在分析常规硬阈值和软阈值小波去噪的基础上,提出了一种改进的小波阈值去噪方法。该方法构造了一种改进的阈值函数,改进的阈值函数具有较好的连续性,避免了将混叠在噪声中的有效信号完全消除,能够自动调节小波系数的收缩程度,具有一定的自适应性。利用插秧机组合导航系统中微机械陀螺的实际输出数据,分别采用硬阈值、软阈值和改进阈值小波去噪方法进行了对比试验。结果表明改进的小波阈值去噪方法处理后信号的信噪比提高了约3倍、均方差小,具有一定的实用价值。
Other AbstractThe noise of MEMS gyro is one of the significant factors that affect the precision of integrated navigation system. Based on the transplanter's GPS/INS integrated navigation system, an improved wavelet threshold denoising method is proposed by the analysis of conventional hard threshold and soft threshold wavelet denoising. An improved threshold function is constructed by the improved method, and it has nice continuity and can completely avoid eliminating the useful signal in noise and can automatically adjust the compression level of wavelet coefficients. Contrast test is made by using hard threshold, soft threshold and improved wavelet threshold denoising method based on the actual output data of micro mechanical gyro in the transplanter's GPS/INS integrated navigation system. The results show that the signal after being processed by the improved wavelet threshold denoising method has improved the signal-to-noise ratio by about 3 times and the mean square error is small.
Language中文
Citation statistics
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/15102
Collection信息服务与智能控制技术研究室
Affiliation1.中国科学院沈阳自动化研究所
2.中国科学院大学
3.中国科学院网络化控制系统重点实验室
Recommended Citation
GB/T 7714
刘晓光,胡静涛,高雷,等. 基于改进小波阈值的微机械陀螺去噪方法[J]. 中国惯性技术学报,2014,22(2):233-236.
APA 刘晓光,胡静涛,高雷,李逃昌,&白晓平.(2014).基于改进小波阈值的微机械陀螺去噪方法.中国惯性技术学报,22(2),233-236.
MLA 刘晓光,et al."基于改进小波阈值的微机械陀螺去噪方法".中国惯性技术学报 22.2(2014):233-236.
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