DOI QR코드

DOI QR Code

Estimated Headwater Stream Temperature Using Environmental Factors with Seasonal Variations in a Forested Catchment

환경인자를 이용한 산지계류의 계절별 수온변화 예측

  • 남수연 (강원대학교 산림과학연구소) ;
  • 장수진 (강원대학교 산림과학연구소) ;
  • 김석우 (강원대학교 산림과학부) ;
  • 이윤태 (강원대학교 산림과학연구소) ;
  • 전근우 (강원대학교 산림과학부)
  • Received : 2019.10.19
  • Accepted : 2019.12.20
  • Published : 2020.02.28

Abstract

To estimate headwater stream temperature with seasonal variations, we analyzed precipitation, runoff and air temperature in experimental forest of Kangwon National University, Gangwon-do (2017~2018 years). The daily mean value of headwater stream temperature for spring was 6.9~17.7℃ and correlated with air temperature, that for summer and fall were 12.2~26.3℃ and 3.6~19.3℃, correlated with air temperature and runoff. Based on seasonal variations, we applied for stepwise multiple linear regression analyses to estimate headwater stream temperature with seasonal variations. The equations were headwater stream temperature(WT)spring=(0.553×Air temperature)+(0.086×Runoff)+4.145 (R2=0.505; p<0.01), WTsummer=(0.756×Air temperature)+(-0.072×Runoff)+2.670 (R2=0.510; p<0.01), and WTfall=(0.738×Air temperature)+(0.028×Precipitation)+2.660 (R2=0.844; p<0.01). The coefficient of determination (R2) was greater than when it was estimated by air temperature in all seasons and progressively increased from spring to winter. Therefore, we indicated difference on estimated magnitude of stepwise multiple linear regression, due to effects on headwater stream temperature of different environmental factors with seasonal variations. Furthermore, temporal factors with spatial characteristics (e.g., river versus headwater stream) could be recommended for estimating headwater stream temperature.

이 연구는 강원대학교 학술림 내의 산지계류를 대상으로 2년간(2017~2018)의 현지 모니터링에 기초하여 수온과 강우, 유량 및 기온 등 환경인자간의 관계를 분석하고, 계절별 산지계류의 수온변화 예측기법에 대하여 검토하였다. 동절기를 제외한 봄, 여름 및 가을철로 구분하여 단계적 다중선형회귀분석을 실시하였으며, 계절별 산지계류의 수온변화에 미치는 환경인자의 영향을 분석하였다. 그 결과, 산지계류의 일평균 수온은 봄철 6.9~17.7℃로 기온과 유의적 관계를 나타내었고, 여름철 12.2~26.3℃로 기온, 유량과 유의적 관계를 나타냈으며, 가을철 3.6~19.3℃로 기온 및 유량과 유의적 관계를 나타내는 등 계절별로 산지계류의 수온에 미치는 영향인자는 다르게 나타났다. 다중선형회귀식은 봄철 (0.553×기온)+(0.086×유량)+4.145(R2=0.505; p<0.01), 여름철 (0.756×기온)+(-0.072×유량)+2.670(R2=0.510; p<0.01), 가을철 (0.738×기온)+(0.028×강우)+2.660(R2=0.844; p<0.01)이었다. 도출된 모든 회귀식의 결정계수(R2)는 기온만으로 예측한 경우보다 높게 나타났고, 봄철에서 가을철로 갈수록 증가하였다. 향후 정밀도 높은 산지계류의 수온변화 예측을 위해서는 지속적인 현지 모니터링과 함께 시·공간적 데이터의 확보가 중요하다고 판단된다.

Keywords

References

  1. An, J.H. and K.H. Lee(2013) Correlation and hysteresis analysis of air-water temperature in four rivers: Preliminary study for water temperature prediction. Journal of Environmental Policy 12: 17-32. (in Korean with English abstract) https://doi.org/10.17330/JOEP.12.2.201306.17
  2. Asselman, N.E.M., H. Middelkoop and P.M. Dijk(2003) The impact of change in climate and land use on soil erosion, transport and deposition of suspended sediment in the River Rhine. Hydrological Processes 17: 3225-3244. https://doi.org/10.1002/hyp.1384
  3. Beschta, R.L., R.E. Bilby, G.W. Brown, L.B. Holtby and T.D. Hofstra(1987) Stream Temperature and Aquatic Habitat: Fisheries and Forestry Interactions. In: Streamside Management: Forestry and Fishery Interactions, E.O Salo and T.W. Cundy (Editors). University of Washington, Institute of Forest Resources, Contribution No. 57. Seattle, Washington, pp. 191-232.
  4. Chang, H.J., J. Franczyk and C.W. Kim(2009) What is responsible for increasing flood risks? The case of Gangwon Province. Korea Natural Hazards 48: 339-354. https://doi.org/10.1007/s11069-008-9266-y
  5. Chikita, K.A.(2018) Environmental factors controlling stream water temperature in a forest catchment. Geosciences 4: 192-214.
  6. Cho, H.Y., K.H. Lee, K.J. Cho and J.S. Kim(2007) Correlation and hysteresis analysis between air and water temperatures in the Coastal Zone: Masan Bay. Journal of Korean Society of Coastal and Ocean Engineering 19: 213-221. (in Korean with English abstract)
  7. Dugdale, S.J., I.A. Malcolm and K. Kantola(2018) Stream temperature under contrasting riparian forest cover: Understanding thermal dynamics and heat exchange processes. Science of the Total Environment 610-611: 1375-1389. https://doi.org/10.1016/j.scitotenv.2017.08.198
  8. Eaton, J.G. and R.M. Scheller(1996) Effects of climate warming on fish thermal habitat in streams of the United States. Limnology and Oceanography 41: 1109-1115. https://doi.org/10.4319/lo.1996.41.5.1109
  9. Espirito-Santo, H.M.V., W.E. Magnusson, J. Zuanon, F.P. Mendonca and V.L. Landeiro(2009) Seasonal variation in the composition of fish assemblages in small Amazonian forest streams: Evidence for predictable changes. Freshwater Biology 54: 536-548. https://doi.org/10.1111/j.1365-2427.2008.02129.x
  10. Ha, K.J., E.H. Ha, C.S. Yoo and E.H. Jeon(2004) Temperature trends and extreme climate since 1909 at big four cities of Korea. Korean Meteorological Society 40: 1-16. (in Korean with English abstract)
  11. Heide, O.M.(2003) High autumn temperature delays spring bud burst in boreal trees, counterbalancing the effect of climatic warming. Tree Physiology 23: 931-936. https://doi.org/10.1093/treephys/23.13.931
  12. Hockey, J.B., I.F. Owens and N.J. Tapper(1982) Empirical and theoretical models to isolate the effect of discharge on summer water temperatures in the Hurunui River. Journal of Hydrology: New Zealand 21: 1-12.
  13. IPCC(2001) Climate Change 2001: The scientific basis. Cambridge University Press.
  14. Isaak, D.J., S. Wollrab, D. Horan and G. Chandler (2012) Climate change effects on stream and river temperatures across the northwest U.S. from 1980-2009 and implications for salmonid fishes. Climatic Change 113: 499-524. https://doi.org/10.1007/s10584-011-0326-z
  15. Jun, J.H., K.H. Kim, J.Y. Yoo, H.T. Choi and Y.H. Jeong(2007) Variation of suspended solid concentration, electrical conductivity and pH of stream water in regrowth and rehabilitation forested catchments, South Korea. Journal of Korean Forest Society 96: 21-28. (in Korean with English abstract)
  16. Kim, I.J. and D.H. Han(2008) A small stream management plan to protect the aquatic ecosystem. Korea Environment Institute, Sejong, Korea, 167pp.
  17. Kim, J.S. and S. Jain(2011) Precipitation trends over the Korean peninsula: Typhoon-induced changes and a typology for characterizing climate-related risk. Environmental Research Letters 6: 034033. https://doi.org/10.1088/1748-9326/6/3/034033
  18. Kobayashi, D., Y. Ishii and Y. Kodama(1999) Stream temperature, specific conductance and runoff process in mountain watersheds. Hydrological Process 13:865-876. https://doi.org/10.1002/(SICI)1099-1085(19990430)13:6<865::AID-HYP761>3.0.CO;2-O
  19. Korea Forest Service(2019) 2019 Statistical yearbook of forestry, 444pp.
  20. Lane, R.J., W. Day, B. Marx, E. Reyes, E. Hyfield and J.N. Day(2007). The effects of riverine discharge on temperature, suspended sediments, and chlorophyll a in a Misssissippi delta estuary measured using a flow-thorough system. Estuarine, Coastal and Shelf Science 74: 145-154. https://doi.org/10.1016/j.ecss.2007.04.008
  21. Lee, S.J., Y.H. Choi, J.H. Jung, M.S. Won and G.H. Lim(2015) Development of optimal modeling system for analyzing mountain micrometeorology. Korean Journal of Agricultural and Forest Meteorology 17: 165-172. (in Korean with English abstract) https://doi.org/10.5532/KJAFM.2015.17.2.165
  22. Meier, W., C. Bonjour, A. Wuest and P. Reichert(2003) Modeling the effect of water diversion on the temperature of mountain streams. Journal of Environmental Engineering 129: 755-764. https://doi.org/10.1061/(ASCE)0733-9372(2003)129:8(755)
  23. Moore, R.D., D.L. Spittlehouse and A. Story(2005) Riparian microclimate and stream temperature response to forest harvesting: A review. Journal of the American Water Resources Association 41: 813-834. https://doi.org/10.1111/j.1752-1688.2005.tb03772.x
  24. Nakamura, F. and T. Dokai(1989) Estimation of the effect of riparian forest on stream temperature based on heat budget. Journal of the Japanese Forestry Society 71: 387-394. (in Japanese with English abstract)
  25. Nam, S., H.T. Choi and H. Lim(2019) Seasonal variations of stream water temperature and its affecting factors on mountain areas. Journal of Korean Society on Water Environment 35: 308-315. (in Korean with English abstract) https://doi.org/10.15681/KSWE.2019.35.4.308
  26. Park, J.C. and H.H. Lee(2000) Variations of stream water quality caused by discharge change. Journal of Korean Forest Society 89: 342-355. (in Korean with English abstract)
  27. Park, J.S., K.R. Kim, C.B. Cho, M.S. Kang and B.J. Kim(2016) Spatio-temporal characteristics of air and water temperature change in the middle reach of the Nakdong River. Journal of Environmental Policy and Administration 9: 233-253. (in Korean with English abstract)
  28. Poole, G.C. and C.H. Berman(2001) An ecological perspective on in-stream temperature: Natural heat dynamics and mechanisms of human-caused thermal degradation. Environmental Management 27: 787-802. https://doi.org/10.1007/s002670010188
  29. Stefan, H.G. and B.A. Sinokrot(1993) Projected global climate change impact on water temperatures in five north central US stream. Climate Change 24: 353-381. https://doi.org/10.1007/BF01091855
  30. Stefan, H.G. and E.B. Preud'home(1993) Stream temperature estimation from air temperature. Water Resources Research 29:27-45.
  31. Stockle, C.O., P.T. Dyke, J.R. Williams, C.A. Jones and N.J. Rosenberg(1992) A method for estimating the direct and climate effects of rising atmospheric carbon dioxide on growth and yield of crops: Part II. Sensitivity analysis at three sites in the Midwestern USA. Agricultural Systems 38: 239-256. https://doi.org/10.1016/0308-521X(92)90068-Y
  32. Subehi, L., T. Fukushima, Y. Onda, S. Mizugaki, T. Gomi, K. Kosugi, S. Hiramatsu, H. Kitahara, T. Kosugi and T. Terajima(2010) Analysis of stream water temperature changes during rainfall events in forested watersheds. Limnology 11:115-124. https://doi.org/10.1007/s10201-009-0296-2
  33. Tague, C., M. Farrell, G. Grant, S. Lewis and S. Rey(2007) Hydrogeologic controls on summer stream temperatures in the McKenzie Riverbasin, Oregon. Hydrological Processes 21:3288-3300. https://doi.org/10.1002/hyp.6538
  34. Webb, B.W. and D.E. Walling(1993) Longer-term water temperature behavior in an upland stream. Hydrological Processes 7: 19-32. https://doi.org/10.1002/hyp.3360070104
  35. Worrall, J.(1993) Temperature effects on bud-burst and leaf-fall in subalpine larch. Journal of Sustainable Forestry 1: 1-18. https://doi.org/10.1300/J091v01n02_01