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A study on the causal analysis and reduction measures of blue-green algae using the EFDC model

EFDC 모델을 이용한 남조류 발생 원인 분석 및 저감 방안 연구

  • Received : 2024.09.23
  • Accepted : 2024.10.21
  • Published : 2024.10.31

Abstract

In this study, a comprehensive review of hydraulics and water quality was conducted to analyze the cause of algal bloom in the Sueo Dam, which is currently operating by connecting a waterway tunnel from another water system(Seomjin River→Sueo Dam) in order to resolve the problem of water supply shortage, after the 2021 algae warning level was issued. It was analyzed that the period when the number of blue-green algae cells increased rapidly in the Sueo Dam was when the water temperature was above 26℃, and it was closely related to the increase in the concentration of T-P in Sueo Dam when the inflow through the waterway tunnel increased rather than the inflow into the watershed itself. The analysis using the EFDC+ lake model identified water temperature as the primary growth-limiting factor for blue-green algae from November to April(when temperatures are below 20℃), while phosphorus was determined to be the limiting factor during the months of June to October, when algal cell counts increase. In addition, as a result of a comparative analysis of the period of increase in the number of blue-green algae cells in 2021 and 2022, it was analyzed that blue-green algae can grow rapidly when the water age is more than 30 days and the T-P concentration is more than 0.025 mg/L. The application of the EFDC+ model confirmed that reducing surface water age through changes in the dam's water intake levels contributes to decreased blue-green algae growth. Based on these findings, it is expected that developing operational strategies tailored to the specific characteristics and purposes of the dam will help mitigate algae occurrences and improve water quality management.

본 연구에서는 용수공급량의 부족을 해결하기 위해 타 수계(섬진강 본류)에서 도수로(섬진강→수어댐)를 연결하여 운영 중인 수어댐을 대상으로 2021년 조류경보제의 경계단계가 발생함에 따라 조류 발생의 원인을 분석하기위해 수리 및 수질에 대한 복합적인 검토를 수행하였다. 수어댐의 남조류 세포수는 수온이 26℃ 이상일 때 급증하였으며, 자체 유역 유입보다 도수로를 통한 다압(취)의 유입량 증가시 호내 총 인의 농도가 증가한 것과 밀접한 관계가 있는 것으로 분석되었다. 호소모델(EFDC+)을 활용한 분석에서는 남조류의 성장제한 인자(수온, 질소, 인, 광량) 중 수온이 20℃ 이하인 11~4월에서 가장 큰 성장 제한 인자임을 확인하였고, 남조류 세포수가 증가하는 6~10월은 인이 제한 인자인 것으로 분석되었다. 또한 2021년과 2022년의 남조류 세포수 증가 시기를 비교 분석한 결과, water Age가 30일 이상이고, 총 인 농도가 0.025 mg/L 이상인 시기에 표층에서 남조류가 급성장할 수 있는 것으로 분석되었다. 호소모델(EFDC+)을 적용하여 댐 취수위 변경에 따른 표층의 water age 감소가 남조류 성장을 감소시키는데 기여한다는 사실을 확인하였으며, 이를 바탕으로 댐의 특성과 목적에 맞춘 운영 방안을 마련함으로써 호내 녹조발생을 저감하고 수질 관리에 도움이 될 것으로 기대된다.

Keywords

Acknowledgement

본 논문은 K-water의 지원을 받아 수행되었습니다(Kwater-C5202321322).

References

  1. Bolin, B., and Rodhe, H. (1973). "A note on the concepts of age distribution and transit time in natural reservoirs." Tellus, Vol. 25, No. 1, pp. 58-62.
  2. Choi, J.K., Min, J.H., and Kim, D.W. (2015). "Three-dimensional algal dynamics modeling study in lake euiam based on limited monitoring data." Journal of Korean Society on Water Environment, Vol. 31, No. 2, pp. 181-195.
  3. Chong, S.A., Kim, H.J., and Yi, H.S. (2023). "Modeling the effect of intake depth on the thermal stratification and outflow water temperature of Hapcheon reservoir." Journal of Environment Impact Assess, Vol. 32, No. 6, pp. 473-487.
  4. Chorus, I., and Bartman, J. (1999). Toxic cyanobacteria in water: A guide to their public health consequences, monitoring and management. 1th ed., E&FN Spon, London, UK and New York, NY, U.S., pp. 89-93.
  5. Chung, H., Son, M.S., Ryu, H.S., Park, C.H., Lee, R., Cho, M., Lim, C., Park J., and Kim, K. (2019). "Variation of cyanobacteria occurrence pattern and environmental factors in lake Juam." Korean Journal of Environmental Biology, Vol. 37, No. 4, pp. 640-651.
  6. Chung, S.W., and Lee, H.S. (2011). "Analysis of microcystis bloom in Daecheong reservoir using ELCOM-CAEDYM." Journal of Korean Society on Water Quality, Vol. 27, No. 1, pp. 73-87.
  7. DSI LLC (2023). EFDC+ Theory version11. Published by DSI LLC, Edmonds, WA, US.
  8. Fadel, A., Atoui, A., Lemaire, B.J., Vincon-Leite, B., and Slim, K. (2015). "Environmental factors associated with phytoplankton succession in a Mediterranean reservoir with a highly fluctuating water level." Environmental Monitoring and Assessment, Vol. 187, pp. 1-14.
  9. Hong, D.G., Park, H.K., and Kim, Y. (2023). "Analysis of harmful cyanobacteria occurrence characteristics and effects of environmental factors." Journal of Korean Society on Water Environment, Vol. 39, No. 1, pp. 20-29.
  10. Hong, Y.H. (2008). "Decolorization of real textile wastewater by coagulation conditions." Journal of Industrial and Engineering Chemistry, Vol. 20, No. 1, pp. 34-39.
  11. Huber, A.L. (1985). "Factors affecting the germination of akinete of Nodularia spumigena (Cyanobacteriaceae)." Applied and Environmental Microbiology, Vol. 49, pp. 73-78.
  12. Jang, G.Y., Jo, M.K., Kim, J.Y., Kim, S.J., Park, H.C., and Park, J.H. (2024). "Data-driven model prediction of harmful cyanobacterial blooms in the Nakdong River in response to increased temperatures under climate change scenarios." Journal of Korean Society on Water Environment, Vol. 40, No. 3, pp. 121-129.
  13. Jang, S.H., Oh, K.D., and Oh, J.H. (2017). "Impacts on water surface level of the Geum River with the diversion tunnel operation for low flow augmentation of the Boryong Dam." Journal of Environmental Science International, Vol. 26, No. 9, pp. 1031-1043.
  14. Jeon, Y.H., Kim, D.H., Oh, K.H., and Cho, Y.C. (2022). "Status and causes of cyanobacterial blooming in the downstream of Jecheon Stream." Korean Journal of Ecology and Environment, Vol. 55, No. 2, pp. 111-119.
  15. Joehnk, K.D., Huisman, J.E.F., Sharples, J., Sommeijer, B.E.N., Visser, P.M., and Stroom, J.M. (2008). "Summer heatwaves promote blooms of harmful cyanobacteria." Global Change Biology, Vol. 14, No. 3, pp. 495-512.
  16. Kim, G.H., Moon, S.W., and Seo, Y.S. (2023a). "Effect of the Yeongcheon Dam waterway tunnel, Korea, on local groundwater levels." The Journal of Engineering Geology, Vol. 33, No. 3, pp. 461-474.
  17. Kim, H.G., Cho, K.H., and Recknagel, F. (2023b). "Time-series modelling of harmful cyanobacteria blooms by convolutional neural networks and wavelet generated time-frequency images of environmental driving variables." Water Research, Vol. 246, 120662.
  18. Kim, J., and Park, J. (2023). "Evaluation of multi-classification model performance for algal bloom prediction using CatBoost." Journal of Korean Society on Water Environment, Vol. 39, No. 1, pp. 1-8.
  19. Kim, J.H., Park, S.E., Kim, H.C., Hong, S., and Lee, W.C. (2020a). "Spatiotemporal characteristics of anthropogenic pollutant dispersion near shellfish growing area in Fijaran Bay: A tracer-based water age approach." Journal of the Korean Society for Marine Environment & Energy, Vol. 23, No. 1, pp. 29-36.
  20. Kim, J.S., Kim, J.Y., and Seo, D.I. (2020b). "Effect of major pollution sources on algal blooms in the Seungchon weir and Juksan weir in the Yeongsan River using EFDC." Journal of Korea Water Resources Association, Vol. 53, No. 5, pp. 369-381.
  21. Kim, J.Y., Seo, D.I., and Jones, J.R. (2022). "Harmful algal bloom dynamics in a tidal river influenced by hydraulic control structures." Ecological modelling, Vol. 467, 109931.
  22. Kwak, J.W. (2021). "A study on the 3-month prior prediction of Chla-a concentraion in the Daechong lake using hydrometeorological forecasting data." Journal of Wetlands Research, Vol. 23, No. 2, pp. 144-153.
  23. Lee, H.M., Shin, R.Y., Lee, J.H., and Park, J.G. (2019). "A study on the relationship between cyanobacteria and environmental factors in Yeongcheon lake." Journal of Korean Society on Water Environment, Vol. 35, No. 4, pp. 352-361.
  24. Lee, S.H., and Lee, J.Y. (2023). "Development of technology for calculating mixing ratio of multi-source waters for water reuse." Journal of the Korea Academia-Industrial Cooperation Society, Vol. 24, No. 2, pp. 196-207.
  25. Monsen, N.E., Cloern, J.E., Lucas, L.V., and Monismith, S.G. (2002). "A comment on the use of flushing time, residence time, and age as transport time scales." Limnology and Oceanography, Vol. 47, No. 5, pp. 1545-1553.
  26. Moriasi, D.N., Arnold, J.G., Van Liew, M.W., Bingner, R.L., Harmel, R.D., and Veith, T.L. (2007). "Model evaluation guidelines for systematic quantification of accuracy in watershed simulations." Transactions of the ASABE, Vol. 50, No. 3, pp. 885-900.
  27. National Disaster Management Research Institute (NDMI) (2023). Disaster and safety system improvement report: Expansion of heat wave vulnerability management targets due to climate crisis, Publish No. 11-1741056-000568-01, pp. 1-42.
  28. National Institute of Environmental Resarcher (NIER) (2006). Development of a comprehensive evaluation of water environmental research (III).
  29. National Institute of Meteorological Sciences (NIMS) (2018). Report on climate change for 100 years over the Korean Peninsula. No. 11-1360620-000132-01, pp. 1-31.
  30. Oh, H.Y., Kim, E.J., and Choi, J.H. (2023). "Analysis of behavior characteristics of water pollutants in Yeongsan River using 3D hydraulic model." Journal of Korean Society on Water Environment. Vol. 39, No. 6, pp. 439-450.
  31. Paerl, H.W., and Huisman, J. (2008). "Blooms like it hot." Science, Vol. 320, No. 5872, pp. 57-58.
  32. Park, B.S., Yoon, H.J., Hong, Y.S., and Kim, S.P. (2020). "A study on the optimal operation and policy of the Boryeong Dam diverion pipe line using the SWAT Model." Journal of Korean Society on Water Environment, Vol. 36, No. 6, pp. 546-558.
  33. Park, H.K., Shin, R.Y., Lee, H.J., Lee, K.L., and Cheon, S.U. (2015). "Spatio-temporal characteristics of cyanobacterial communities in the middle-downstream of Nakdong River and Lake Dukdong." Journal of Korean Society on Water Environment, Vol. 31, No. 3, pp. 286-294.
  34. Park, J.Y., Lee, S.J., Kim, S.G., Choi, S.K., Chun, G.I., and Kim, M.H. (2024). "Evaluation of the linked operation of Pyeongrim Dam and Suyangje (dam) during period of drought." Journal of Korea Water Resources Association, Vol. 57, No. 4, pp. 301-310.
  35. Rai, A.N., Rao, V.V., and Singh, H.N. (1985). "The biology of cyanobacterial (blue-green algal) akinetes (spores)." Journal of Plant Science Research, Vol. 1, pp. 1-20.
  36. Rother, J.A., and Fay, P. (1979). "Blue-green algal growth and sporulation in response to simulated surface bloom conditions." British of phycology Journal, Vol. 14, pp. 59-68.
  37. Shin, J.K., Jeon, G., Kim, Y., Kim, M.K., Kim, N.Y., and Hwang, S.J. (2017). "Recruitment potential of cyanobacterial harmful algae (genus Aphanizomenon) in the winter season in Boryeong reservoir, Korea: Link to water-level drawdown." Korean Journal of Ecology and Environment, Vol. 50, No. 3, pp. 337-354.
  38. You, K.A., Byeon, M.S., Youn, S.J., Hwang, S.J., and Rhew, D.H. (2013). "Growth characteristics of blue-green algae (Anabaena spiroides) causing tastes and odors in the North-Han River." Korean Journal of Ecology and Environment, Vol. 46, No. 1, pp. 135-144.
  39. Zimmerman, J.T.F. (1976). "Mixing and flushing of tidal embayments in the western Dutch Wadden Sea part I: Distribution of salinity and calculation of mixing time scales." Netherlands Journal of Sea Research, Vol. 10, No. 2, pp. 149-191.