Applicability of Fuzzy Logic Based Data Integration to Geothermal Potential Mapping in Southern Gyeongsang Basin, Korea

경상분지 남부지역의 지열 부존 잠재력 평가를 위한 퍼지기반 자료통합의 적용성 연구

  • Park, Maeng-Eon (Department of Environmental Geosciences, Pukyong National University) ;
  • Baek, Seung-Gyun (Department of Environmental Geosciences, Pukyong National University) ;
  • Sung, Kyu-Youl (Department of Environmental Geosciences, Pukyong National University)
  • 박맹언 (부경대학교 환경지질과학과) ;
  • 백승균 (부경대학교 환경지질과학과) ;
  • 성규열 (부경대학교 환경지질과학과)
  • Published : 2007.06.28

Abstract

The occurrence of geothermal water has high correlates highly with fossil geothermal system. A fuzzy logic based data integration is applied for geothermal potential mapping in the Southern Gyeongsang Basin which is distributed in the regional fossil geothermal system. Several data sets are related with the origin and distribution of fossil geothermal system, such as the geological map, the density of lineaments, the aerial survey map of magnetic intensity, the map of hydrothermal alteration, the distribution density of hydrothermal mines, which were collected as thematic maps for the integration. Fuzzy membership functions for all thematic maps were compared to the locations of the spa hot springs, which were used as ground-truth control points. After integrating all thematic maps, the results of gamma operator (${\gamma}=0.1$) was showed the highest success rate, and new geothermal potential zone is prospected in some area.

지열수의 부존은 화석열수계(fossil geothermal system)의 분포와 밀접한 연관성을 가지므로, 활발한 화석열수계에 의한 광역적인 열수변질대가 분포하는 경상분지 남부지역을 대상으로 GIS 공간통합기법을 적용한 지열 부존 잠재력을 탐사하였다. 연구방법은 화석열수계의 기원 및 분포와 관련된 지질 열수변질대, 열수형 광상 분포, 선구조 밀도, 항공자력도 등 주제도를 작성하고, 현행 온천 분포와의 상관성을 파악하여, 공간통합을 실시하였다. 그 결과 퍼지 연산자 중에서는 ${\gamma}$ 연산자(${\gamma}=0.1$)가 가장 높은 성공비율을 나타내었으며, 일부 지역에서 새로운 지열수 부존 가능성이 예상된다.

Keywords

References

  1. An, P., Moon, W.M., and Rencz, A., 1991. Application of fuzzy set theory to integrated mineral exploration. Canadian Journal of Exploration Geophysics, 27(1), 1-11
  2. Aronoff, S., 1989. Geographic information systems: a management perspective. WDL Publications, Ottawa, Canada
  3. Baek, S.G. and Park, M.E. (2005) Geothermal potential mapping in Jeju Island using fuzzy logic based data integration. Korean Jour. Remote Sensing, v. 21, p. 99-111
  4. Bohham-Carter, G.F., Agterberg, F.P. and Wright, D.F. (1988) Integration of geological data sets for gold exploration in Nova Scotia. Photogrammetric Engineering & Remote Sensing, v. 54, p. 1585-1592
  5. Burrough, P.A. and Macdowell, R.A., 1998. Principles of geographical information systems. Natural Resources Research, v. 10, 125-136 https://doi.org/10.1023/A:1011500826411
  6. Chang, C.C. (1970) Heat flow of Korea. Geology and ore deposit, No. 10, Geological Survey of Korea, p. 23-29
  7. Choi, G., Lee, G.H. and Cho, Y.S. (1996) Distribution map of mining rights in South Korea. Korea Institute of Geology, Mineral and Materials, 474p
  8. Choi, S.W., Moon, W.M., and Choi, S.G. (2000) Fuzzy logic fusion of W-Mo exploration data from Seobyeogri, Korea. Geosciences Journal, v. 4, p. 43-52 https://doi.org/10.1007/BF02910126
  9. Chung, C.F., and Fabbri, A.G. (1999) Probability prediction models for landslide hazard mapping. Photogrammetric Engineering & Remote Sensing, v. 65, p. 1389-1399
  10. Duda, R.O., Hart, P., and Nilsson, N., 1976. Subjective Bayesian methods for rule-based inference systems. Proceedings of the 1976 National Computer Conference, 1075-1082
  11. Han, J.H., Kwak, Y.H., Son, J.D. and Son, B.K. (1987) Tectonic evolution and depositional environments of the Tertiary sedimentary basin, southeastern part of Korea. Korea Institute of Energy and Resources, KR-86-2-(B)-4, 109p
  12. Han, W. and Chapman, D.S. (1985) On the regional heat flow around Korea and reduced heat flow. Jour. Geol. Soc. Korea, v. 21, p. 74-78
  13. Hunt, G.R, and Salisbury, J.W. (1970) Visible and near infrared spectra of minerals and rocks I, Silicate minerals. Modern Geology, v. 1, p. 283-300
  14. KIGAM (1994) Map of total magnetic intensity of Busan sheet: Scale 1:250,000. Korea Institute of Geolgoy, Mineral and Materials
  15. Kim, D.H., Hwang, J.H., Park, K.H. and Song, K.Y. (1998) Explanatory note of the Busan sheet: Scale 1:250,000. Korea Institute of Geology, Mining and Materials, 61p
  16. Kim, H.C., Lee, S. and Song, M.Y. (2002) Relationship analysis between lithology, geological time and geo-thermal gradient of South Korea. Econ. Environ. Geol., v. 35, p. 163-170
  17. Kim, H.C., Lee, S. and Song, M.Y. (2004) Geological characteristics and heat flow relationship in South Korea. Econ. Environ. Geol., v. 37, p. 391-400
  18. Kim, I.S. (1992) Origin and tectonic evolution of the East Sea(Sea of Japan) and the Yangsan Fault System: A new synthetic interpretation. Jour. Geol. Soc. Korea, v. 28, p. 844-109
  19. Kim, J.S., Kim, J.S. and Son, M. (2002a) Geochemical study of dyke swarms, SE Korea. Jour. Petrol. Soc. Korea, v. 11, p. 182-199
  20. Kim, J.S., Son, M., Kim, J.S. and Kim, I.S. (2002b) Tertiary dyke swarms and their tectonic importance in the Southeastern Part of the Korea Peninsula. Jour. Petrol. Soc. Korea, v. 11, p. 169-181
  21. Kim, J.S., Son, M., Kim, J.S. and Kim, J.M. (2005) 40Ar/39Ar ages of the Tertiary dike swarm and volcanic rocks, SE Korea. Jour. Petrol. Soc. Korea, v. 14, p. 93-107
  22. Kim, K.H. and Choi, H.J. (1998) A geochemical study on the thermal water and groundwater in the hot spring area, South Korea. Jour. Korean Earth Science Society, v. 19, p. 22-34
  23. Kim, S.K. (1984) Some consideration on heat flow in Korea. Jour. Korean Inst. Mining Geol., v. 17, p. 109-114
  24. Lee, K.S. and Chung, J.I. (1997) Stable isotopic variation of precipitation in Pohang, Korea. Econ. Environ. Geol., v. 30, p. 321-325
  25. Lee, K.W., and Chi, K.H. (1995) Spatial integration of multiple data set regarding geological lineaments using fuzzy set operation. Journal of the Korean Society of Remote Sensing, v. 11, p. 49-60
  26. Lee, S.Y., Choi, S.G., So, C.S., Ryu, I.C., Wee, S.M. and Heo, C.H. (2003) Base-metal mineralization in the Cretacous Gyeongsan Basin and its genetic implications, Korea: the Haman-Gunbug-Goseong(-Changwon) and the Euiseong Metallogenic Provinces. Econ. Environ. Geol., v. 36, p. 257-268
  27. Lim, J.U., Kim, H.C. and Yum, B.W. (1989) Regional pattern of heat flow in the Korean Peninsula. Korea Institute of Energy and Resources, KR-89-(B)-12, 61p
  28. Moon, W.M. (1998) Integration and fusion of geological exploration data: a theoretical review of fuzzy logic approach. Geoscience Journal, v. 2, p. 175-183 https://doi.org/10.1007/BF02910163
  29. Park, I.S. and Park, J.N. (2004) A study to presume the Curie point depth and geothermal flow mechanism over the Gyeongsang Basin. Jour. Korean Soc. Geosystem Engineering, v. 41, p. 218-227
  30. Park, N.W., Chi, K.H., Chung, C.J.F. and Kwon, B.D. (2003) GIS-based data-driven geological data integration using fuzzy logic: Theory and application. Econ. Environ. Geol., v. 36, p. 243-255
  31. Rowan, L.C., Goetz, A.F.H. and Ashley, R.P. (1977) Discrimination of hydrothermally altered and unaltered rocks in visible and near-infrared multispectral images. Geophysics, v. 42, p. 522-535 https://doi.org/10.1190/1.1440723
  32. Sabins, Floyd F., Jr. (1978) Remote sensing - Principles and interpretation. W.H. Freeman and Company, USA
  33. Sang, K.N. (1992) Genesis of kaolin-pyrophyllite deposits in the Youngnam Area. Jour. Korean Inst. Mining Geol., v. 25, p. 101-114
  34. Son, M. (1998) Formation and evolution of the Tertiary Miocene Basins in Southeastern Korea: Structural and paleomagnetic approaches. Pusan National University, Ph.D. Thesis, 233p
  35. Song, Y.H. et al. (2004) Development of deep, lowenthalpy geothermal energy. Korea Institute of Geoscience and Mineral Resources, KR-2004-01, 266p
  36. Um, S.H., Lee, D.W. and Park, B.S. (1964) Explanatory text of the geological map of Pohang sheet: Scale 1:50,000. Geological Survey of Korea. 21p
  37. Vrouzi, F. (1985) Research and development of geothermal resources in Greece. Resent status Erdgekoppelte Warmepumpenanlagen, VDI4640, 43p
  38. Yoon, S. (1991) Geologic events of the Tertiary Yangnam and Pohang basins, Korea: With a remark on the origin of the Yamato basin of the Japan Sea. Saito Ho-on Kai Spec. Pub., v. 3, p. 303-309
  39. Yoon, S. (1997) Miocene-Pleistoncene volcanism and tectonics in southern Korea and their relationship to the opening of the Japan Sea. Tectonophysics, v. 281, p. 53-70 https://doi.org/10.1016/S0040-1951(97)00158-3
  40. Yoon, S., Chang, K.H., You, H.S. and Lee, Y.G. (1991) Tectonic history of the Tertiary basins of the Southern Korean Peninsula. Jour. Korean Inst. Mining Geol., v. 24, p. 301-308
  41. Zadeh, L.A. (1978) Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets and Systems, v. 1, p. 3-28 https://doi.org/10.1016/0165-0114(78)90029-5
  42. Zimmerman, H.J. (1984) Fuzzy set theory and its applications. Kluwer-Nijhoff Publishing, Boston, 357p