On the adequacy of identified Cole-Cole models

doi:10.1016/S0098-3004(03)00032-2

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	On the adequacy of identified Cole-Cole models
	Xiang, HP ; Cheng, DZ; Schlindwein, FS ; Jones, NB
	2003-06-01
发表期刊	COMPUTERS & GEOSCIENCES
ISSN	0098-3004
卷号	29 期号:5 页码:647-654
摘要	The Cole-Cole model has been widely used to interpret electrical geophysical data. Normally an iterative computer program is used to invert the frequency domain complex impedance data and simple error estimation is obtained from the squared difference of the measured (field) and calculated values over the full frequency range. Recently a new direct inversion algorithm was proposed for the 'optimal' estimation of the Cole-Cole parameters, which differs from existing inversion algorithms in that the estimated parameters are direct solutions of a set of equations without the need for an initial guess for initialisation. This paper first briefly investigates the advantages and disadvantages of the new algorithm compared to the standard Levenberg-Marquardt "ridge regression" algorithm. Then, and more importantly, we address the adequacy of the models resulting from both the "ridge regression" and the new algorithm, using two different statistical tests and we give objective statistical criteria for acceptance or rejection of the estimated models. The first is the standard X(2) technique. The second is a parameter-accuracy based test that uses a joint multi-normal distribution. Numerical results that illustrate the performance of both testing methods are given. The main goals of this paper are (i) to provide the source code for the new "direct inversion" algorithm in Matlab and (ii) to introduce and demonstrate two methods to determine the reliability of a set of data before data processing, i.e., to consider the adequacy of the resulting Cole-Cole model. (C) 2003 Elsevier Science Ltd. All rights reserved.
关键词	inversion algorithm induced polarization statistical methods ridge regression multi-normal distributions Matlab
DOI	10.1016/S0098-3004(03)00032-2
语种	英语
WOS研究方向	Computer Science ; Geology
WOS类目	Computer Science, Interdisciplinary Applications ; Geosciences, Multidisciplinary
WOS记录号	WOS:000183670200011
出版者	PERGAMON-ELSEVIER SCIENCE LTD
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/18515
专题	系统科学研究所
通讯作者	Schlindwein, FS
作者单位	1.Cent S Univ, Dept Geol, Changsha 410083, Peoples R China 2.Chinese Acad Sci, Inst Syst Sci, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Xiang, HP,Cheng, DZ,Schlindwein, FS,et al. On the adequacy of identified Cole-Cole models[J]. COMPUTERS & GEOSCIENCES,2003,29(5):647-654.
APA	Xiang, HP,Cheng, DZ,Schlindwein, FS,&Jones, NB.(2003).On the adequacy of identified Cole-Cole models.COMPUTERS & GEOSCIENCES,29(5),647-654.
MLA	Xiang, HP,et al."On the adequacy of identified Cole-Cole models".COMPUTERS & GEOSCIENCES 29.5(2003):647-654.