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Development of the ANN for the Estimation of Earth Parameter and Equivalent Resistivity  

Ji Pyeong-Shik (Dept. of Electrical and Electronic Engineering, Chungju National University)
Lee Jong-Pil (Dept. of Electrical and Electronic Engineering, Chungbuk National University)
Shin Kwan-Woo (Dept. of Electrical and Electronic Engineering, Daeduk College)
Lim Jae-Yoon (Dept. of Electrical and Electronic Engineering, Kongju National University)
Kim Sung-Soo (Dept. of Electrical and Electronic Engineering, Chungbuk National University)
Publication Information
KIEE International Transactions on Power Engineering / v.5A, no.4, 2005 , pp. 350-356 More about this Journal
Abstract
Earth equipments are essential to protect humans and other types of equipment from abnormal conditions. Earth resistance and potential must be restricted within a low value. An estimation algorithm of earth parameters and equivalent resistivity is introduced to calculate reliable earth resistance in this research. The proposed algorithm is based on the relationship between apparent resistances and earth parameters. The proposed algorithm, which approximates the non-linear characteristics of earth by using the Artificial Neural Network (ANN), estimates the earth parameters and equivalent resistivity. The effectiveness of the proposed method is verified with case studies.
Keywords
ANN; Earth parameter; Equivalent resistivity; MLP; SOM;
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  • Reference
1 E. Lancaster-Jones, 'The Earth-Resistivity Method of Electrical Prospecting,' The Mining Magazine, June 1930
2 F. Dawalibi, C. J. Blattner, 'Earth Resistivity Measurement Interpretation Technique,' IEEE PAS, Vol. 103. No. 2, pp. 374-382, Feb. 1984
3 J.P. Lee, P.S. Ji, and J.Y. Lim, 'Estimation of Earth Parameters Using Neural Network,' KIEE and IEEK Joint Fall Con. 2003 for Chungbuk Branch, Vol. 2, pp. 71-74, Nov, 2003
4 Martin T. Hagan, Howard B. Demuch, and Mark Beale, Neural Network Design, Thomson Learning, pp. 14-1-15, 1996
5 Hans R. Seedher, J.K. Arora, 'Estimation of Two Layer Soil Parameters Using Finite Wenner Resistivity Expressions,' IEEE Trans. on Power Delivery, Vol. 7, No. 3, pp. 1,213-1,217, 1992
6 T. Takahashi, T. Kawase, 'Analysis of Apparent Resistivity in a Multi-Layer Earth Structure,' IEEE Trans. on Power Delivery, Vol. 5, No. 2, pp. 604-612, 1990
7 J. L. del Alamo, 'A Comparison Among Eight Different Techniques to Achieve an Optimum Estimation of Electrical Grounding Parameters in Two-Layered Earth,' IEEE Trans. on Power Delivery, Vol. 8, No. 4, pp. 1890-1899, Oct. 1993   DOI   ScienceOn
8 G. F. Tagg, Earth Resistances, 1964
9 P.S.Ji et al., 'Earth Resistivity Estimation Using Artificial Neural Network,' ICEE '98, Vol. 2, pp. 469-472, July, 1998
10 J.P. Lee, P.S. Ji, and J.Y. Lim, 'Earth Structure Modeling Using Neural Network,' KIEE Summer Annual Conference 2004, pp. 569-571, July, 2004
11 SES (Safe Engineering Services & Technologies Ltd.), CDEGS (Current Distribution, Electromagnetic Fields, Grounding and Soil Structure Analysis) Manual, Version 2.5.3, 1995
12 ABEM Terrameter SAS-300C Catalogue
13 Jer-Nan Juang, Applied System Identification, Prentice Hall, Inc.pp. 3-14, 1994
14 Ryu Bo-hyuk, Wee Won-Seok, Kim Jung-Hoon, 'A Study on Methodology of Soil Resistivity Estimation Using the BP,' Trans. KIEE, Vol. 51A, No. 2, pp. 76- 82, Feb., 2002
15 O. H. Gish, W. J. Rooney, 'Measurement of Resistivity of Large Masses of Undisturbed Earth,' Terrestrial Magnetism and Atmospheric Electricity, Vol. 30, pp. 161   DOI