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EXACT MAXIMUM LIKELIHOOD ERROR ESTIMATION ALGORITHM IN MMW/IR IMAGING SYSTEM
其他题名Exact maximum likelihood error estimation algorithm in mmw/ir imaging system
Qi Lin1; Su WenBo1; Shi ZeLin1
2010
发表期刊JOURNAL OF INFRARED AND MILLIMETER WAVES
ISSN1001-9014
卷号29期号:5页码:372-377
摘要An exact maximum likelihood error estimation algorithm based on unbiased converted measurements (UCM-EML) was proposed in order to estimate systematic errors of a MMW radar/IR imaging composite system accurately. An error estimation model was formulated based on measurement noises in polar coordinates, then the criterion function and the corresponding negative log likelihood function were given. The algorithm was implemented using a recursive two-step optimization that involves a modified Gauss-Newton procedure. Simulation results show that the UCM-EML algorithm is better than the exact maximum likelihood (EML) algorithm and the modified exact maximum likelihood (MEML) algorithm on performance and convergence rate.
其他摘要An exact maximum likelihood error estimation algorithm based on unbiased converted measurements (ucm-eml) was proposed in order to estimate systematic errors of a mmw radar/ir imaging composite system accurately. an error estimation model was formulated based on measurement noises in polar coordinates, then the criterion function and the corresponding negative log likelihood function were given. the algorithm was implemented using a recursive two-step optimization that involves a modified gauss-newton procedure. simulation results show that the ucm-eml algorithm is better than the exact maximum likelihood (eml) algorithm and the modified exact maximum likelihood (meml) algorithm on performance and convergence rate.
关键词DATA FUSION REGISTRATION ALGORITHM CONVERTED MEASUREMENTS data fusion error estimation maximum likelihood estimation unbiased converted measurement
收录类别CSCD
语种英语
CSCD记录号CSCD:4059093
引用统计
被引频次:2[CSCD]   [CSCD记录]
文献类型期刊论文
条目标识符http://ir.imr.ac.cn/handle/321006/144998
专题中国科学院金属研究所
作者单位1.中国科学院
2.中国科学院大学
3.中国科学院金属研究所
推荐引用方式
GB/T 7714
Qi Lin,Su WenBo,Shi ZeLin. EXACT MAXIMUM LIKELIHOOD ERROR ESTIMATION ALGORITHM IN MMW/IR IMAGING SYSTEM[J]. JOURNAL OF INFRARED AND MILLIMETER WAVES,2010,29(5):372-377.
APA Qi Lin,Su WenBo,&Shi ZeLin.(2010).EXACT MAXIMUM LIKELIHOOD ERROR ESTIMATION ALGORITHM IN MMW/IR IMAGING SYSTEM.JOURNAL OF INFRARED AND MILLIMETER WAVES,29(5),372-377.
MLA Qi Lin,et al."EXACT MAXIMUM LIKELIHOOD ERROR ESTIMATION ALGORITHM IN MMW/IR IMAGING SYSTEM".JOURNAL OF INFRARED AND MILLIMETER WAVES 29.5(2010):372-377.
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