DOI QR코드

DOI QR Code

A Study on the Trends in the Studies on Marine Spatial Planning: Focusing on Topic Modeling

해양공간계획 연구동향 분석 연구: 토픽 모델링을 중심으로

  • Hwang, Kyu Won (Ocean Law and Policy Institute, Korea Institute of Ocean Science and Technology(KIOST)) ;
  • Jang, Ah Reum (Ocean Law and Policy Institute, Korea Institute of Ocean Science and Technology(KIOST)) ;
  • Lee, Moon Suk (Ocean Law and Policy Institute, Korea Institute of Ocean Science and Technology(KIOST))
  • Received : 2021.11.19
  • Accepted : 2021.12.28
  • Published : 2021.12.31

Abstract

With regards to the marine spatial plannings of the world, the spaces are being managed through the integration of various uses and the establishment of systems and laws in the perspective of the utilization of spaces. In the perspective of policy establishment, the policy readiness level is applied to analyze the trends in the studies on South Korea's marine spatial plans. The scope of the study included analyzing marine spatial plan as a keyword in articles published over the period from 2010 to 2020. The methods of analysis included the analyses of the frequency of word appearance, word clouds, and appearance intensity, which were used to identify key issues. Five keywords that were related to the topics were identified, and were again used to identify the key themes. The core themes were changing in all phases, such as the principles development phase, institutionalization phase, policy verification phase. For future benefit, this requires more research in South Korean public organizations and universities.

최근 전세계적으로 해양공간계획을 수립하고 공간활용 측면에서 다양한 용도를 포괄하고, 법제도화를 통해 공간관리를 추진하고 있다. 또한 해양공간에서 발생되는 다양한 활동과 해양공간의 이용 범위와 강도가 확대되고 있는 가운데, 이해관계자 간 갈등 저감과 합리적인 공간관리수단으로써 해양공간계획의 중요성이 증대되고 있다. 이와 더불어 해양공간계획 관련 연구는 양적 성장과 다양한 연구 분야에서 수행되고 있다. 이 연구의 목적은 해양공간계획 관련 연구동향을 탐색하고 최근 10년간 연구주제의 변화와 이슈 키워드를 분석하고자 한다. 연구대상은 2010년부터 2020년까지 해양공간계획을 핵심 주제어로 포함하는 연구문헌을 대상으로 키워드를 분석하였다. 분석방법은 단어출현빈도, 워드 클라우드 등 출현강도를 기반으로 핵심 이슈를 발굴하고, 키워드를 중심으로 토픽과 연계된 5개 키워드를 추출하여 핵심 주제 도출하였다. 연구결과 정책수립 측면에서 정책수준단계(PRL)를 적용하여 원칙개발, 제도화, 정책검증 등 시기별 핵심 주제가 변화를 확인하였다. 국내연구는 의사결정도구로서 연구와 방법적용을 중심으로 수행되고 있으며, 향후 연구의 양적 성장과 질적 다변화를 통해 현재 시행초기의 해양공간계획이 실제 해양공간의 통합적 관리 및 조정 역할이 가능한 제도로의 정착을 기대한다.

Keywords

Acknowledgement

이 연구는 2021년 한국해양과학기술원의 "해양공간 통합 관리 연구(PE99943)" 사업의 지원을 받아 수행되었으며, 지원에 감사드립니다.

References

  1. Albotoush, R. and A. T. Shau-Hwai(2021), An authority for marine spatial planning (MSP): A systemic review, Ocean & Coastal Management, Vol. 205, 105551. https://doi.org/10.1016/j.ocecoaman.2021.105551
  2. Allan, J. D., P. B. McIntyre, S. D. Smith, B. S. Halpern, G. L. Boyer, A. Buchsbaum, and A. D. Steinman(2013), Joint analysis of stressors and ecosystem services to enhance restoration effectiveness. Proceedings of the National Academy of Sciences, Vol. 110, No. 1, pp. 372-377. https://doi.org/10.1073/pnas.1213841110
  3. Alvarez-Romero, J. G., M. Mills, V. M. Adams, G. G. Gurney, R. L. Pressey, R. Weeks, and C. J. Storlie(2018), Research advances and gaps in marine planning: towards a global database in systematic conservation planning. Biological conservation, Vol. 227, pp. 369-382. https://doi.org/10.1016/j.biocon.2018.06.027
  4. Andersen, J. H., Carstensen, J., Conley, D. J., Dromph, K., Fleming Lehtinen, V., Gustafsson, B. G., and Murray, C. (2017), Long term temporal and spatial trends in eutrophication status of the Baltic Sea. Biological Reviews, Vol. 92, No. 1, pp. 135-149. https://doi.org/10.1111/brv.12221
  5. Bergstrom, L., L. Kautsky, T. Malm, R. Rosenberg, M. Wahlberg, N. A. Capetillo, and D. Wilhelmsson(2014), Effects of offshore wind farms on marine wildlife - a generalized impact assessment. Environmental Research Letters, 9(3), 034012. https://doi.org/10.1088/1748-9326/9/3/034012
  6. Blei, D., L. Carin, and D. Dunson(2010), Probabilistic Topic Models: A focus on graphical model design and applications to document and image analysis, IEEE Signal Process Mag, Vol. 27, No. 6, pp. 55-65. https://doi.org/10.1109/MSP.2010.938079
  7. Brown, C. J., J. A. Sameoto, and S. J. Smith(2012), Multiple methods, maps, and management applications: Purpose made seafloor maps in support of ocean management. Journal of Sea Research, Vol. 72, pp. 1-13. https://doi.org/10.1016/j.seares.2012.04.009
  8. Busan City Hall(2020), Busan marine spatial management plan.
  9. Castro-Santos, L., G. P. Garcia, T. Simoes, and A. Estanqueiro (2019), Planning of the installation of offshore renewable energies: A GIS approach of the Portuguese roadmap. Renewable Energy, Vol. 132, pp. 1251-1262. https://doi.org/10.1016/j.renene.2018.09.031
  10. Chae, D. R.(2009), A Study on the Necessity of Introducing Marine Spatial Planning in Korea, Journal of the Korean Society of Marine Environment & Safety, Vol. 15, No. 3, pp. 237-242.
  11. Chalastani, V. I., V. K. Tsoukala, H. Coccossis, and C. M. Duarte(2021), A bibliometric assessment of progress in marine spatial planning, Marine Policy, Vol. 127, 104329. https://doi.org/10.1016/j.marpol.2020.104329
  12. Chang, M. C., B. M. Park, Y. S. Choi, H. J. Choi, T. H. Kim, and B. H. Lee(2018), Data issue and Improvement Direction for Marine Spatial Planning, Journal of the Korean Association of Geographic Information Studies, Vol. 21, No. 4, pp. 175-190. https://doi.org/10.11108/KAGIS.2018.21.4.175
  13. Charles, E.(2014), A guide to evaluating marine spatial plans, 70, ICAM Dossier 8. UNESCO, IOC Manuals and Guides, Paris.
  14. Che Hasan, R., D. Ierodiaconou, L. Laurenson, and A. Schimel(2014), Integrating multibeam backscatter angular response, mosaic and bathymetry data for benthic habitat mapping. PLoS One, Vol. 9, No. 5, pp. e97339. https://doi.org/10.1371/journal.pone.0097339
  15. Cho, S. B., S. A. Shin, and D. S. Kang(2018), A Study on the Research Trends on Open Innovation using Topic Modeling, Informatization Policy, Vol. 25, No. 3, pp. 52-74. https://doi.org/10.22693/NIAIP.2018.25.3.052
  16. Cho, S. J. and H. J. Choi(2018), Recent Trends and Their Implications of Marine Activities Mapping for Marine Spatial Planning, Journal of the Korean Society for Marine Environment & Energy, Vol. 21, No. 4, pp. 270-280 https://doi.org/10.7846/JKOSMEE.2018.21.4.270
  17. De Stephanis, R., J. Gimenez, E. Carpinelli, C. GutierrezExposito, and A. Canadas(2013), As main meal for sperm whales: Plastics debris. Marine pollution bulletin, Vol. 69, No. 1-2, pp. 206-214. https://doi.org/10.1016/j.marpolbul.2013.01.033
  18. Department of Agriculture, Food and the Marine(2020), DAFM Thematic Research Call 2021-Competitive Call for Research Proposals
  19. Depellegrin, D., H. S. Hansen, L. Schroder, L. Bergstrom, G. Romagnoni, J. Steenbeek, and S. Menegon(2021), Current status, advancements and development needs of geospatial decision support tools for marine spatial planning in European seas, Ocean & Coastal Management, Vol. 209, 105644. https://doi.org/10.1016/j.ocecoaman.2021.105644
  20. Eum, S. M., S. G. Lee, X. Meng, S. W. Cho, and C. U. Lee(2019), Analysis of Research Trends of Wireless Power Transfer System for Locomotives Using Topic Modeling Based on LDA Algorithm, Journal of the Korean Institute of Industrial Engineers, Vol. 45, No. 4, pp. 284-301. https://doi.org/10.7232/JKIIE.2019.45.4.284
  21. European Commission(2020), Study on the Economic Impact of Maritime Spatial Planning Final Report.
  22. Fang, Q., S. Zhu, D. Ma, L. Zhang, and S. Yang(2019), How effective is a marine spatial plan: An evaluation case study in China, Ecological Indicators, Vol. 98, pp. 508-514. https://doi.org/10.1016/j.ecolind.2018.11.028
  23. Gentry, R. R., S. E. Lester, C. V. Kappel, C. White, T. W. Bell, J. Stevens, and S. D. Gaines(2017), Offshore aquaculture: spatial planning principles for sustainable development. Ecology and evolution, Vol. 7, No. 2, pp. 733-743. https://doi.org/10.1002/ece3.2637
  24. Gilek, M., A. Armoskaite, K. Gee, F. Saunders, R. Tafon, and J. Zaucha(2021), In search of social sustainability in marine spatial planning: A review of scientific literature published 2005-2020, Ocean & Coastal Management, Vol. 208, 105618. https://doi.org/10.1016/j.ocecoaman.2021.105618
  25. Gleason, M., S. McCreary, M. Miller-Henson, J. Ugoretz, E. Fox, M. Merrifield, and K. Hoffman(2010), Science-based and stakeholder-driven marine protected area network planning: a successful case study from north central California. Ocean & Coastal Management, Vol. 53, No. 2, pp. 52-68. https://doi.org/10.1016/j.ocecoaman.2009.12.001
  26. Gogina, M. and M. L. Zettler(2010), Diversity and distribution of benthic macrofauna in the Baltic Sea: Data inventory and its use for species distribution modelling and prediction. Journal of Sea Research, Vol. 64, No. 3, pp. 313-321. https://doi.org/10.1016/j.seares.2010.04.005
  27. Guerreiro, J.(2021), The Blue Growth Challenge to Marine Governance, Frontiers in Marine Science, Vol. 8, 1219. https://doi.org/10.3389/fmars.2021.681546
  28. Gyeongnam Development Institute(2011), The need for a maritime spatial plan and the future tasks, Pollicy Focus, 1-50.
  29. Hammar, L., M. Gullstrom, T. G. Dahlgren, M. E. Asplund, I. B. Goncalves, and S. Molander(2017), Introducing ocean energy industries to a busy marine environment. Renewable and Sustainable Energy Reviews, Vol. 74, pp. 178-185. https://doi.org/10.1016/j.rser.2017.01.092
  30. Han, G., Z. Tang, Y. He, J. Jiang, and J. A. Ansere(2019), District partition-based data collection algorithm with event dynamic competition in underwater acoustic sensor networks. IEEE transactions on industrial informatics, Vol. 15, No. 10, pp. 5755-5764. https://doi.org/10.1109/tii.2019.2912320
  31. Hastie, G. D., D. J. Russell, P. Lepper, J. Elliott, B. Wilson, S. Benjamins, and D. Thompson(2018), Harbour seals avoid tidal turbine noise: Implications for collision risk. Journal of Applied Ecology, Vol. 55, No. 2, pp. 684-693. https://doi.org/10.1111/1365-2664.12981
  32. Heo, G.(2020), A Study on the Research Trends on the Marine Policy through Network Analysis in recent 11 years, The Journal of the Korean Society for Fisheries and Marine Sciences Education, Vol. 32, No. 2, pp. 594-606. https://doi.org/10.13000/JFMSE.2020.4.32.2.594
  33. IOC-UNESCO, DG MARE(2017), Joint roadmap to accelerate maritime/marine spatial planning processes worldwide (MSP), In Proceedings of the 2nd International Conference on Marine/Maritime Spatial Planning, Paris, France.
  34. Jay, S.(2010), Planners to the rescue: Spatial planning facilitating the development of offshore wind energy. Marine pollution bulletin, Vol. 60, No. 4, pp. 493-499. https://doi.org/10.1016/j.marpolbul.2009.11.010
  35. Jeonbuk Institute(2019), The response of Jeonbuk to the introduction of the maritime spatial planning system
  36. Kaschner, K., N. J. Quick, R. Jewell, R. Williams, and C. M. Harris(2012), Global coverage of cetacean line-transect surveys: status quo, data gaps and future challenges.
  37. Kim, H. G., J. H. Lee, and M. C. Oh(2020), Review of Wind Energy Publications in Korea Citation Index using Latent Dirichlet Allocation, New & Renewable Energy, Vol. 16, No. 4, pp. 33-40. https://doi.org/10.7849/ksnre.2020.0020
  38. Kim, K. M. and J. M. Ma(2020), A Study on the Research Trends in Unmanned Surface Vehicle using Topic Modeling, Journal of the Korea Academia-Industrial cooperation Society, Vol. 21, No. 7, pp. 597-606.
  39. Kim, C. K., J. E. Toft, M. Papenfus, G. Verutes, A. D. Guerry, M. H. Ruckelshaus, and S. Polasky(2012), Catching the right wave: evaluating wave energy resources and potential compatibility with existing marine and coastal uses. PloS one, Vol. 7, No. 11, pp. e47598. https://doi.org/10.1371/journal.pone.0047598
  40. Kirkfeldt, T. S. and C. F. Santos(2021), A review of sustainability concepts in marine spatial planning and the potential to supporting the UN sustainable development goal 14, Frontiers in Marine Science.
  41. Klain, S. C. and K. M. Chan(2012), Navigating coastal values: participatory mapping of ecosystem services for spatial planning. Ecological economics, Vol. 82, pp. 104-113. https://doi.org/10.1016/j.ecolecon.2012.07.008
  42. Korea Maritime Institute(2014), The Measures to Strengthen Effectiveness of Marine Protected Area (MPA) through Policy Network Analysis, pp. 1-268.
  43. Lascelles, B. G., P. R. Taylor, M. G. R. Miller, M. P. Dias, S. Oppel, L. Torres, and C. Small(2016), Applying global criteria to tracking data to define important areas for marine conservation. Diversity and Distributions, Vol. 22, No. 4, pp. 422-431. https://doi.org/10.1111/ddi.12411
  44. Lecours, V.(2017), On the use of maps and models in conservation and resource management (warning: results may vary). Frontiers in Marine Science, Vol. 4, p. 288. https://doi.org/10.3389/fmars.2017.00288
  45. Leopold, M., N. Guillemot, D. Rocklin, and C. Chen(2014), A framework for mapping small-scale coastal fisheries using fishers' knowledge. ICES Journal of Marine Science, Vol. 71, No. 7, pp. 1781-1792. https://doi.org/10.1093/icesjms/fst204
  46. Lester, S. E., J. M. Stevens, R. R. Gentry, C. V. Kappel, T. W. Bell, C. J. Costello, and C. White(2018), Marine spatial planning makes room for offshore aquaculture in crowded coastal waters. Nature communications, Vol. 9, No. 1, pp. 1-13. https://doi.org/10.1038/s41467-017-02088-w
  47. Magris, R. A., R. L. Pressey, R. Weeks, and N. C. Ban (2014), Integrating connectivity and climate change into marine conservation planning. Biological Conservation, Vol. 170, pp. 207-221. https://doi.org/10.1016/j.biocon.2013.12.032
  48. Maxwell, S. M., E. L. Hazen, S. J. Bograd, B. S. Halpern, G. A. Breed, B. Nickel, and D. P. Costa(2013), Cumulative human impacts on marine predators. Nature communications, Vol. 4, No. 1, pp. 1-9.
  49. Meiner, A.(2013), Spatial data management priorities for assessment of Europe's coasts and seas. Journal of Coastal Conservation, Vol. 17, No. 2, pp. 271-277. https://doi.org/10.1007/s11852-011-0173-0
  50. Menegon, S., D. Depellegrin, G. Farella, E. Gissi, M. Ghezzo, A. Sarretta, and A. Barbanti(2018), A modelling framework for MSP-oriented cumulative effects assessment. Ecological Indicators, Vol. 91, pp. 171-181. https://doi.org/10.1016/j.ecolind.2018.03.060
  51. Merrie, A. and P. Olsson(2014), An innovation and agency perspective on the emergence and spread of marine spatial planning, Marine Policy, Vol. 44, pp. 366-374. https://doi.org/10.1016/j.marpol.2013.10.006
  52. Micheli, F., B. S. Halpern, S. Walbridge, S. Ciriaco, F. Ferretti, S. Fraschetti, and A. A. Rosenberg(2013), Cumulative human impacts on Mediterranean and Black Sea marine ecosystems: assessing current pressures and opportunities. PloS one, Vol. 8, No. 12, p. e79889.
  53. Ministry of Oceans and Fisheries(2019), 1st Marine spatial planning (2019~2028).
  54. Molinos, J. G., B. S. Halpern, D. S. Schoeman, C. J. Brown, W. Kiessling, P. J. Moore, and M. T. Burrows(2016), Climate velocity and the future global redistribution of marine biodiversity. Nature Climate Change, Vol. 6, No. 1, pp. 83-88. https://doi.org/10.1038/nclimate2769
  55. Moore, S. A., G. Brown, H. Kobryn, and J. Strickland-Munro (2017), Identifying conflict potential in a coastal and marine environment using participatory mapping. Journal of environmental management, Vol. 197, pp. 706-718. https://doi.org/10.1016/j.jenvman.2016.12.026
  56. Nam, J. H.(2010), The analysis and suggestion on the maritime spatial planning issues in South Korea, maritime territory, 5, pp. 11-26.
  57. Nykiforuk, C. I. J., K. Atkey, L. M. Nieuwendyk, K. D. Raine, and K. Kyle(2011), Policy readiness tool: Understanding a municipality's readiness for policy change and strategies for taking action. School of Public Health, University of Alberta, Edmonton, pp. 1-36.
  58. Pan, W.(2020), Methodological development for exploring the potential to implement on-site robotics and automation in the context of public housing construction in Hong Kong (Doctoral dissertation, Technische Universitat Munchen).
  59. Pinarbasi, K., I. Galparsoro, A. Borja, V. Stelzenmuller, C. N. Ehler, and A. Gimpel(2017), Decision support tools in marine spatial planning: present applications, gaps and future perspectives, Marine Policy, Vol. 83, pp. 83-91. https://doi.org/10.1016/j.marpol.2017.05.031
  60. Portman, M. E., L. S. Esteves, X. Q. Le, and A. Z. Khan (2012), Improving integration for integrated coastal zone management: An eight country study. Science of the total environment, Vol. 439, pp. 194-201. https://doi.org/10.1016/j.scitotenv.2012.09.016
  61. Reiss, H., S. Birchenough, A. Borja, L. Buhl-Mortensen, J. Craeymeersch, J. Dannheim, and S. Degraer(2015), Benthos distribution modelling and its relevance for marine ecosystem management. ICES Journal of Marine Science, Vol. 72, No. 2, pp. 297-315. https://doi.org/10.1093/icesjms/fsu107
  62. Retzlaff, R. and C. LeBleu(2018), Marine Spatial Planning: Exploring the role of planning practice and research, Journal of Planning Literature, Vol. 33, No. 4, pp. 466-491. https://doi.org/10.1177/0885412218783462
  63. Stelzenmuller, V., H. O. Fock, A. Gimpel, H. Rambo, R. Diekmann, W. N. Probst, and I. Kroncke(2015), Quantitative environmental risk assessments in the context of marine spatial management: current approaches and some perspectives. ICES Journal of Marine Science, Vol. 72, No. 3, pp. 1022-1042. https://doi.org/10.1093/icesjms/fsu206
  64. Stelzenmuller, V., J. Lee, A. South, and S. I. Rogers(2010), Quantifying cumulative impacts of human pressures on the marine environment: a geospatial modelling framework. Marine Ecology Progress Series, Vol. 398, pp. 19-32. https://doi.org/10.3354/meps08345
  65. Suris-Regueiro, J. C., J. L. Santiago, X. M. Gonzalez-Martinez, and M. D. Garza-Gil(2021), An applied framework to estimate the direct economic impact of Marine Spatial Planning. Marine Policy, Vol. 127, p. 104443. https://doi.org/10.1016/j.marpol.2021.104443
  66. Tesfatsion, L.(2017), Modeling economic systems as locally-constructive sequential games. Journal of Economic Methodology, Vol. 24, No. 4, pp. 384-409. https://doi.org/10.1080/1350178x.2017.1382068
  67. van Riper, C. J., G. T. Kyle, B. C. Sherrouse, K. J. Bagstad, and S. G. Sutton(2017), Toward an integrated understanding of perceived biodiversity values and environmental conditions in a national park. Ecological indicators, Vol. 72, pp. 278-287. https://doi.org/10.1016/j.ecolind.2016.07.029
  68. Web of Science Homepage, http://images.webofknowledge.com/WOKRS59B4/help/ko_KR/WOK/hp_database.html (Accessed Aug. 2021).
  69. Weiss, C. V., R. Guanche, B. Ondiviela, O. F. Castellanos, and J. Juanes(2018), Marine renewable energy potential: A global perspective for offshore wind and wave exploitation. Energy conversion and management, Vol. 177, pp. 43-54. https://doi.org/10.1016/j.enconman.2018.09.059
  70. Yates, K. L., D. S. Schoeman, and C. J. Klein(2015), Ocean zoning for conservation, fisheries and marine renewable energy: assessing trade-offs and co-location opportunities. Journal of environmental management, Vol. 152, pp. 201-209. https://doi.org/10.1016/j.jenvman.2015.01.045