자원환경지질 (Economic and Environmental Geology)

  • 제54권3호
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  • Pages.353-364
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  • 2021
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  • 1225-7281(pISSN)
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  • 2288-7962(eISSN)
대한자원환경지질학회 (The Korean Society of Economic and Environmental Geology)
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기계학습 기반 토픽모델링을 이용한 학술지 "자원환경지질"의 연구주제 분류 및 연구동향 분석

Topic Model Analysis of Research Themes and Trends in the Journal of Economic and Environmental Geology

  • 김태용 (부경대학교 지구환경시스템과학부) ;
  • 박혜민 (부경대학교 지구환경시스템과학부) ;
  • 허준용 (부경대학교 지구환경시스템과학부) ;
  • 양민준 (부경대학교 지구환경과학과)
  • Kim, Taeyong (Division of Earth Environmental System Sciences, Pukyong National University) ;
  • Park, Hyemin (Division of Earth Environmental System Sciences, Pukyong National University) ;
  • Heo, Junyong (Division of Earth Environmental System Sciences, Pukyong National University) ;
  • Yang, Minjune (Department of Earth and Environmental Sciences, Pukyong National University)
  • 투고 : 2021.04.17
  • 심사 : 2021.06.16
  • 발행 : 2021.06.28
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⟨ 이전 논문 다음 논문 ⟩

초록

국내 지질학의 연구 분야는 20세기 중반 이후부터 꾸준하게 발전되어왔다. 학술지 "자원환경지질"은 국내 지질학을 대표하는 역사가 긴 학술지로 지질학을 바탕으로 하는 융복합연구 논문이 게재되고 있다. 본 연구는 학술지 "자원환경지질"에 게재된 논문을 대상으로 문헌 고찰(literature review)을 수행하여 지질학의 역사와 발전에 대해 논의하고자 한다. 1968년부터 2020년까지 총 2,571편의 논문 제목, 주제어, 다국어 초록을 수집하였으며, Latent Dirichlet Allocation (LDA) 기반 토픽모델링을 실시하여 연구 주제를 분류하고 연구 동향과 주제간 연관성을 확인하였다. 학술지 "자원환경지질"은 총 8개의 연구주제('암석학 및 지구화학', '수문학 및 수리지질학', '광상학', '화산학', '토양오염 및 복원학', '기초지질 및 구조지질학', '지구물리 및 물리탐사', '점토광물')로 분류할 수 있었다. 1994년 이전에는 '광상학', '화산학', '기초지질 및 구조지질학'의 연구주제들이 활발하게 연구되었으며, 이후 '수문학 및 수리지질학', '토양오염 및 복원학', '지구물리 및 물리탐사', '점토광물'의 연구주제들이 성행하였다. 연관성분석(network analysis)결과, 학술지 "자원환경지질"은 '광상학'을 기반으로 융복합적 연구 논문들이 게재되었다는 것을 확인하였다. 본 연구의 결과는 지질학을 다루는 연구자들에게 문헌 고찰의 새로운 방법론을 제시하여 지질학의 역사에 대한 이해를 제공했음에 의의가 있다.

Since the mid-twentieth century, geology has gradually evolved as an interdisciplinary context in South Korea. The journal of Economic and Environmental Geology (EEG) has a long history of over 52 years and published interdisciplinary articles based on geology. In this study, we performed a literature review using topic modeling based on Latent Dirichlet Allocation (LDA), an unsupervised machine learning model, to identify geological topics, historical trends (classic topics and emerging topics), and association by analyzing titles, keywords, and abstracts of 2,571 publications in EEG during 1968-2020. The results showed that 8 topics ('petrology and geochemistry', 'hydrology and hydrogeology', 'economic geology', 'volcanology', 'soil contaminant and remediation', 'general and structural geology', 'geophysics and geophysical exploration', and 'clay mineral') were identified in the EEG. Before 1994, classic topics ('economic geology', 'volcanology', and 'general and structure geology') were dominant research trends. After 1994, emerging topics ('hydrology and hydrogeology', 'soil contaminant and remediation', 'clay mineral') have arisen, and its portion has gradually increased. The result of association analysis showed that EEG tends to be more comprehensive based on 'economic geology'. Our results provide understanding of how geological research topics branch out and merge with other fields using a useful literature review tool for geological research in South Korea.

키워드

과제정보

본 연구는 과학기술정보통신부 및 정보통신기획평가원의 글로벌핵심인재양성지원사업의 연구결과로 수행되었음(2021-0-01533)

참고문헌

  1. Ahn, J.P. and Lee, M.H. (2018) Sorption Efficiency of the Bamboo Charcoal to Remove the Cesium in the Contaminated Water System. Econ. Environ. Geol., v.51, p.87-97. doi: 10.9719/EEG.2018.51.2.87.
  2. Bak, J.W. and Kim, D.H. (2015) Mineral Medicine Described in the Oriental Medicine Book and Mineral Medicines Applicable to Atopic Dermatitis Treatment. Econ. Environ. Geol., v.48 p.231-240. doi: 10.9719/eeg.2015.48.3.231.
  3. Ben, A.K. and Yvette, M. (2000) Environmental Contamination and Bioavailability of Toxic Element around the Daduk Mine Area. Korea. Econ. Environ. Geol., v.33, p.273-282.
  4. Blei, D.M. (2012) Introduction to Probabilistic Topic Models. Commun. ACM., v.55, p.77-84. doi: 10.1145/2133806.2133826.
  5. Blei, D.M., Ng, A.Y. and Jordan, M.I. (2003) Latent Dirichlet allocation. J. Mach. Learn. Res., v.3, p.993-1022. doi: 10.1016/b978-0-12-411519-4.00006-9
  6. Chi, J.M. (1975) A Study on the Genesis of Fluorite Deposits of South Korea. Econ. Environ. Geol., v.8, p.25-56.
  7. Choi, S.G., Chi, S.J. and Park, S.W. (1988) Gold-Silver Mineralization of the Au-Ag Deposits at Yeongdong District, Chung-cheongbuk-Do. Econ. Environ. Geol., v.21, p.367-380.
  8. Chon, H.T., Cheong, Y.W. and Kim, I.J. (1991) Oxygen and Sulfur Isotope Composition, and Genesis of Some Pyrophyllite Deposits Distributed in the Kyeongnam and Cheonnam Provinces. Econ. Environ. Geol., v.24, p.97-105.
  9. Gatti, C.J., Brooks, J.D. and Nurre, S.G. (2015) A Historical Analysis of the Field of OR/MS using Topic Models. arXiv: 1510.05154.
  10. Griffiths, T.L. and Steyvers, M. (2004) Finding scientific topics. proc. Natl. Acad. Sci., v.101, p.5228-5253. doi: 10.1073/pnas.0307752101.
  11. Hamm, S.Y., Cheong, J.Y., Kim, H.S., Hahn, J.S. and Cha, Y.H. (2005) Groundwater Flow Modeling in a Riverbank Filtration Area, Deasan-Myeon, Changwon City. Econ. Environ. Geol., v.38, p.67-78.
  12. Han, J.K. and Choi, S.H., (2012) Ore Geology of Skarn Ore Bodies in the Kasihan Area, East Java, Indonesia. Econ. Environ. Geol., v.45, p.1-8. doi: 10.9719/EEG.2012.45.1.001.
  13. Heo, C.H. and Kim, S.Y. (2018) Analysis of Research Trends in the Journal of Economic and Environmental Geology: 1968-2017. Econ. Environ. Geol., v.51, p.249-277. doi: 10.9719/EEG.2018.51.3.249
  14. Hsu, H. and Lachenbruch, P.A. (2005) Paired t test. Encycl. Biostat., v.6.
  15. Hwang, J.S., Min, K.D., Choi, C. and Yu, S.H. (2003) Gravity Survey Around the Palgongsan Granitic Body and Its Vicinity. Econ. Environ. Geol., v.36, p.305-312.
  16. Hwang, S.K. (1993) One-cyclic Volcanic Processes at Udo Crater, Korea. Econ. Environ. Geol., v.26, p.55-65.
  17. Hwang, S.K., Jo, I.H. and Yi, K. (2017) SHRIMP U-Pb Dating and Volcanic Processes of the Volcanic Rocks in the Guamsan Caldera, Cheongsong, Korea. Econ. Environ. Geol., v.50, p.467-476. doi: 10.9719/EEG.2017.50.6.467.
  18. Hyun, S.G., Woo, N.C., Shin, W.S. and Hamm, S.Y. (2006) Characteristics of Groundwater Quality in a Riverbank Filtration Area. Econ. Environ. Geol., v.39, p.151-162.
  19. Jeon, J.H., Kim, I.S., Lee, M.H. and Jang, Y.Y. (2006) Study of Solidification by Using Portland and MSG (micro silica grouting) Cements for Metal Mine Tailing Treatment. Econ. Environ. Geol., v.39, p.699-710.
  20. Kang, I.M. (2012) About short-stacking effect of illite-smectite mixed layers. Econ. Environ. Geol., v.45, p.71-78. doi: 10.9719/EEG.2012.45.2.071.
  21. Kim, C. B. and Kim, Y.J. (1990) Geochronology and Petrochemistry of Foliated Granites between Damyang and Jinan. Econ. Environ. Geol., v.23, p.233-244.
  22. Kim, C.H., Park, C.H., Ko, Y.T., Jung, E.Y., Kwak, J.Y., Yoo, S.H. and Min, K.D. (2007) The study of Formation for Dokdo seamounts at the northeastern part of the Ulleung basin using gravity and magnetic data. Econ. Environ. Geol., v.40, p.153-170.
  23. Kim, H.G., Hwang, J.K. and Hwang, J.S. (2020) Topic Modeling of The Journal of the Wind Engineering Institute of Korea using LSA and LDA. J. Wind Eng. Inst. Korea v.24, p.113-120. doi: 10.37109/weik.2020.24.3.113
  24. Kim, I.J. (1992) Alteration zoning, mineral assemblage and geochemistry of the hydrothermal clay deposits related to Cretaceous felsic magmatism in the Haenam area, southwest Korea. Econ. Environ. Geol., v.25, p.397-416.
  25. Kim, K.H. (1986) Isotope Geochemistry of Uranium Ore Deposits in Okcheon Metamorphic Belt, South Korea. Econ. Environ. Geol., v.19, p.163-173.
  26. Kim, K.H., Kim, O.J., Min, K.D. and Lee, Y.S. (1984) Structural, paleomagnetic and petrological studies of the Chugaryeong Rift Valley. Econ. Environ. Geol., v.17, p.215-230.
  27. Kim, O.J. (1973) The stratigraphy and geologic structure of the metamorphic complex in the northwestern area of the Kyonggi Massif. Econ. Environ. Geol., v.6, p.201-216.
  28. Kim, S.G. and Bae, H.S. (2006) Investigation of post-seismic sites using local seismic tomography in the Korean peninsula. Econ. Environ. Geol., v.39, p.111-128.
  29. Kim, S.K., Jun, M.S. and Jeon, J.S. (2006) Recent Research for the Seismic Activities and Crustal Velocity Structure. Econ. Environ. Geol., v.39, p.369-384.
  30. Kim, S.O. and Park, M.E. (2015) Standardization Studies for the Oriental Mineral Medicine. Econ. Environ. Geol., v.48, p.187-197. doi: 10.9719/eeg.2015.48.3.187
  31. Kim, S.Y., Lee, J.W. and Ahn, E.Y. (2004) A Suggestion for Improvement in Quality through Bibliometrics of Research Articles published in Domestic Journals in Earth and Environmental Sciences. J. Geol. Soc. Korea., v.40, p.103-111.
  32. Kim, S.W. (1971) Effects of Geological Conditions on the Geomorphological Development of the Southwestern Coastal Regions of Korea. Econ. Environ. Geol., v.4, p.11-18.
  33. Kim, Y.J., Park, Y.S. and Kang, S.W. (1994) The Study on Geochronology and Petrogenesis of Foliated Granites in the Honam Shear Zone, South Korea. Econ. Environ. Geol., v.27, p.247-261.
  34. Kim, Y., Oh, J.M., Jung, H.Y., Lee, S.Y. and Roh, Y. (2014) Characterization of microbial diversity of metal-reducing bacteria enriched from groundwater and reduction/biomineralization of iron and manganese. Econ. Environ. Geol., v.47, p.431-439. doi: 10.9719/EEG.2014.47.4.431.
  35. Kim, Y.K. and Lee, D.S. (1983) Petrology of alkali volcanic rocks in northern part of Ulrung Island. Econ. Environ. Geol., v.16, p.19-36.
  36. Ko, K.S., Kim, Y., Koh, D.C., Lee, K.S., Lee, S.G., Kang, C.H., Seong, H.J. and Park, W.B. (2005) Hydrogeochemical Characterization of Groundwater in Jeju Island using Principal Component Analysis and Geostatistics. Econ. Environ. Geol., v.38, p.435-450.
  37. Koh, G.W. and Park, J.B. (2010a) The Study on geology and volcanism in Jeju Island (II): Petrochemistry and 40Ar/39Ar absolute ages of the volcanic rocks in Gapado-Marado, Jeju Island. Econ. Environ. Geol., v.43, p.53-66.
  38. Koh, G.W. and Park, J.B. (2010b) The study on geology and volcanism in Jeju Island (III): Early lava effusion records in Jeju Island on the basis of 40Ar/39Ar absolute ages of lava samples. Econ. Environ. Geol., v.43, p.163-176.
  39. Koh, G.W., Park, J.B. and Park, Y.S. (2008) The Study on Geology and Volcanism in Jeju Island (I): Petrochemistry and 40Ar/39Ar Absolute ages of the Subsurface Volcanic Rock Cores from Boreholes in the Eastern Lowland of Jeiu Island. Econ. Environ. Geol., v.41, p.93-113.
  40. Kwon, Y.K. (2012) Sequence Stratigraphy of the Yeongweol Group (Cambrian-Ordovician), Taebaeksan Basin, Korea: Paleogeographic Implications. Econ. Environ. Geol., v.45, p.317-333. doi: 10.9719/EEG.2012.45.3.317.
  41. Kwon, Y.K., Kwon, Y.J., Yeo, J.M. and Lee, C.Y. (2019) Basin Evolution of the Taebaeksan Basin during the Early Paleozoic. Econ. Environ. Geol., v.52, p.427-448. doi: 10.9719/EEG.2019.52.5.427.
  42. Lee, C.H., Lee, H.K. and Kim, K.W. (1997) Petrochemistry and environmental geochemistry of shale and coal from the Daedong Supergroup, Chungnam Coal Field, Korea. Econ. Environ. Geol., v.30, p.417-431.
  43. Lee, C.H., Lee, H.K., Lee, J.C. and Jeon, S.R. (2001) Environmental geochemistry and contamination assessment of the Tohyun mine creek, Korea, Econ. Environ. Geol., v.34, p.471-483.
  44. Lee, H.J., Kim, E.J. and Moon, D.H. (2011) Identification of advanced argillic-altered rocks of the haenam area, using by aster spectral analysis. Econ. Environ. Geol., v.44, p. 463-474. doi: 10.9719/EEG.2011.44.6.463.
  45. Lee, H.J. and Lee, M.H. (2012) Investigation of the rice plant transfer and the leaching characteristics of copper and lead for the stabilization process with a pilot scale test. Econ. Environ. Geol., v.45, p.255-264. doi: 10.9719/EEG.2012.45.3.255.
  46. Lee, H.K. and Lee, C.H. (1997) Geochemical origin, behavior and enrichment of environmental toxic elements in coaly metapelite from the Deokpyeong area, Korea. Econ. Environ. Geol. v.30, p.553-566.
  47. Lee, H.K., Moon, H.S., Min, K.D., Kim, I.S., Yun, H. and Itaya, T. (1992) Paleomagnetism, stratigraphy and geologic structure of the Tertiary Pohang and Changgi basins; K-Ar ages for the volcanic rocks. Econ. Environ. Geol., v.25, p.337-349.
  48. Lee, J.S. (2014) Geochemical Characteristics of the Sub-alkaline Basalt in the Udo Island, Jeju. Econ. Environ. Geol., v.47, p.601-610. doi: 10.9719/EEG.2014.47.6.601.
  49. Lee, J.Y. (2020) Boosting interest and roles of geology as pure and applied sciences. J. Geol. Soc. Korea., v.56 p.1-2. doi: 10.14770/jgsk.2020.56.1.1
  50. Lee, J.S. and Chon, H.T. (2004) Human risk assessment of toxic heavy metals around abandoned metal mine sites. Econ. Environ. Geol., v.37, p.73-86.
  51. Lee, S.Y., Roh, Y. and Jeong, J.T. (2014) Changes of the Oxidation/Reduction Potential of Groundwater by the Biogeochemical Activity of Indigenous Bacteria. Econ. Environ. Geol., v.47, p.61-69. https://doi.org/10.9719/EEG.2014.47.1.61
  52. Min, K.D. and Cho, K.E. (1995) Gravity Survey of the Subsurface Geology and Geologic Structure between Samcheog and Taebaek Area. Econ. Environ. Geol., v.28, p.79-88.
  53. Na, C.K., Lee, I.S. and Chung, J.I. (1997) Petrogenetic Study on the Foliated Granitoids in the Chonju and the Sunchang area (II)-In the Light of Sr and Nd Isotopic Properites. Econ. Environ. Geol., v.30, p.249-262.
  54. Na, K.C., Kim, H.S., Lee, D.J. and Lee, S.H. (1982) Comparative studies between Chungju and Seosan groups. Econ. Environ. Geol., v.15, p.177-188.
  55. Oh, C.W., Yu, Y.H., Lee, P.K. and Lee, Y.U. (2003) The effects of pH change in extraction solution on the heavy metals extraction from soil and controversial points for partial extraction in Korean Standard Method. Econ. Environ. Geol., v.36, p.159-170.
  56. Oh, J.Y. and Suh, M.C. (2005) Site Characteristics Around the Gongsansung Circular Pond in Gongju Based on the Seismic Methods. Econ. Environ. Geol., v.38, p.623-631.
  57. Park, Y.S. (1997) Nd Model Age and Nd Isotopic Evidence of Granitoid Rocks in the Gwangju-Naju Area, Korea. Econ. Environ. Geol., v.30, p.153-161.
  58. Porteous, I., Newman, D., Ihler, A., Asuncion, A., Smyth, P. and Welling, M. (2008) Fast collapsed gibbs sampling for latent dirichlet allocation. the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, p.569-577. doi: 10.1145/1401890.1401960
  59. Sang, K.N. and Chung, W.W. (1990) Research Trend of Geology and Mineral Resources in Korea. J. Geol. Soc. Korea, v.26, p.500-512.
  60. Shin, D. (2020) A comparative study of domestic and international research trends of mathematics education through topic modeling. Math. Educ., v.59, p.63-80. doi: 10.7468/mathedu.2020.59
  61. Shin, I.H. and Kagami, H. (1996) Rb-Sr Isochron Ages, Sr and Nd Isotopic Compositions of Granophyre in the Haenam-Wando Areas, Korea. Econ. Environ. Geol., v.29, p.151-158.
  62. Son, M. and Kim, I.S. (1994) Geological Structures and Evolution of the Tertiary Chongja Basin, Southeastern Margin of the Korean Peninsula. Econ. Environ. Geol., v.27, p.65-80.
  63. Sun, L. and Yin, Y. (2017) Discovering themes and trends in transportation research using topic modeling. Transp. Res. Part C Emerg. Technol., v.77, p.49-66. doi: 10.1016/j.trc.2017.01.013
  64. Um, J.G., Kang, T. and Hwang, J.Y. (2005) Rock Slope Stability Investigations Conducted on the Road Cut in Samrangjin-Miryang Area. Econ. Environ. Geol., v.38, p.305-317.
  65. Wee, S.H. and Kim, S.K. (2008) The Site Effect of the Broadband Seismic Stations in Korea. Econ. Environ. Geol., v.41, p.225-242.
  66. Woo, Y.K. (1988) Genesis of Iron Ore Deposits in the south-eastern Part of Gyeongnam Porvince, Korea. Econ. Environ. Geol., v.21, p.45-56.
  67. Xiong, H., Cheng, Y., Zhao, W. and Liu, J. (2019) Analyzing scientific research topics in manufacturing field using a topic model. Comput. Ind. Eng., v.135, p.333-347. doi: 10.1016/j.cie.2019.06.010
  68. Yang, D.Y. and Chi, J.M. (1986) Grain Size and Texture of Silver Minerals from Duk-Eum Ore Deposits. Econ. Environ. Geol., v.19, p.227-237.
  69. Yang, S.I., Kang, D.H., Kim, T.Y., Chung, S.Y. and Kim, M.C. (2008) Characteristics of Groundwater Quality in Bedrock and Tailing Dumps at the Abandoned Dalcheon Mine Area. Econ. Environ. Geol., v.41, p.47-56.
  70. Yin, J., Liu, C., Park, J.H., Shao, X., Yang, H., Xu, H. and Wang, J. (2013) The Geochemical and Zircon Trace Element Characteristics of A-type Granitoids in Boziguoer, Baicheng County, Xinjiang. Econ. Environ. Geol., v.46, p.179-198. doi: 10.9719/eeg.2013.46.2.179
  71. Yoo, B.C., Lee, H.K. and Choi, S.G. (2002) Stable isotope, Fluid Inclusion and Mineralogical Studies of the Samkwang Gold-Silver Deposits, Republic of Korea. Econ. Environ. Geol., v.35, p.299-316.
  72. Yun, S. (1983) Skarn-ore associations and phase equilibria in the Yeonhwa-Keodo Mines, Korea. Econ. Environ. Geol., v.16, p.1-10.
  73. Yun, S.H. and Hwang, I.H. (1988) Volcano-Stratigraphy and Petrology of the Volcanic Mass in the Koheung Peninsula, South Cheolla Province, Korea. Econ. Environ. Geol., v.21, p.335-348.