EXACT MAXIMUM LIKELIHOOD ERROR ESTIMATION ALGORITHM IN MMW/IR IMAGING SYSTEM | |
Alternative Title | Exact maximum likelihood error estimation algorithm in mmw/ir imaging system |
Qi Lin1; Su WenBo1; Shi ZeLin1 | |
2010 | |
Source Publication | JOURNAL OF INFRARED AND MILLIMETER WAVES
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ISSN | 1001-9014 |
Volume | 29Issue:5Pages:372-377 |
Abstract | 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. |
Other Abstract | 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. |
Keyword | DATA FUSION REGISTRATION ALGORITHM CONVERTED MEASUREMENTS data fusion error estimation maximum likelihood estimation unbiased converted measurement |
Indexed By | CSCD |
Language | 英语 |
CSCD ID | CSCD:4059093 |
Citation statistics |
Cited Times:1[CSCD]
[CSCD Record]
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Document Type | 期刊论文 |
Identifier | http://ir.imr.ac.cn/handle/321006/144998 |
Collection | 中国科学院金属研究所 |
Affiliation | 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 |
Recommended Citation 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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