题名

Modeling Planktonic Dynamics in a Subalpine Lake in Taiwan

并列篇名

台灣亞高山湖泊浮游性動力之模擬

DOI

10.6937/TWC.202009/PP_68(3).0001

作者

柳文成(WEN-CHENG LIU);柳鴻明(HONG-MING LIU);任秀慧(RITA SAU WAI YAM);邱志郁(CHIH-YU CHIU);蔡正偉(JEN-WEI TSAI)

关键词

Subalpine lake ; phytoplankton ; zooplankton ; ecological modeling ; SCHISM-PLANKTON ; Yuan-Yang Lake ; 亞高山湖泊 ; 浮游植物 ; 浮游動物 ; 生態模擬 ; SCHISM-PLANKTON ; 鴛鴦湖

期刊名称

台灣水利

卷期/出版年月

68卷3期(2020 / 09 / 01)

页次

1 - 17

内容语文

英文

中文摘要

The subalpine lakes in Taiwan possess vital freshwater ecosystems. These lakes play an important role in subalpine ecosystems and provide many ecosystem services for human society, including water supply; regulation of climate and carbon storage; habitat for wildlife; and the promotion of many values, such as aesthetics, culture, education, and so on. However, research on subalpine lakes in Taiwan mainly focuses on basic measurements to gather data. A limited number of numerical models have been developed to explore related research on the simulation of aquatic ecosystems in subalpine lakes. To better understand the interaction between the hydrodynamics and ecosystems of a subalpine lake, this study developed and built a three-dimensional model of hydrodynamics and water quality/ecology in the Yuan-Yang Lake (YYL). The collected data, such as water depth, water temperature, water quality, and plankton, were utilized to validate the model. The results indicated that the three-dimensional hydrodynamic and water quality-ecological model, namely SCHISM-PLANKTON, accurately reproduced the variations in water depth, water temperature, water quality, and planktonic biomass. Sensitivity analysis revealed that phytoplankton biomass was significantly affected by the basal metabolic rate of phytoplankton, while zooplankton biomass was most influenced by the basal metabolic rate of zooplankton. The planktonic biomass of YYL was greatly affected by changes in inflow discharge.

英文摘要

台灣的亞高山湖泊為重要的淡水生態系統,這些湖泊在亞高山湖泊中扮演重要角色並提供許多人類社會的生態系統服務,包括水源供應、氣候調節與碳儲存、野生動物的棲息地、及提供許多價值如美觀、文化、教育等。無論如何,台灣亞高山湖泊的研究主要著重於基本資料的收集,發展數值模式應用於亞高山湖泊水生生態的研究卻仍有限。為充分瞭解亞高山湖泊水動力與水生態間之關聯性,本研究發展並建置鴛鴦湖三維水動力與水質/生態模式,於湖泊收集的資料有水深、水溫、水質及浮游性動植物,用以驗證模式。結果顯示三維水動力與水質/生態模式(簡稱SCHISM-PLANKTON)可精確地模擬水深、水溫、水質及浮游性動植物生物量。敏感度分析顯示浮游植物生物量主要受到浮游植物基礎代謝率的影響;而浮游動物生物量主要受到浮游動物基礎代謝率的控制。鴛鴦湖浮游動植物生物量亦受到入流量改變的極大影響。

主题分类 工程學 > 水利工程
参考文献
  1. Bocaniov, S.A.,Leon, L.F.,Rao, Y.R.,Schwab, D.J.,Scavia, D.(2016).Simulating the effect of nutrients on hypoxia in a large lake (Lake Erie, USA-Canada) with a three-dimensional lake model.Journal of Great Lakes Research,42(6),1228-1240.
  2. Bowie, G.L.,Mills, W.B.,Porcella, D.B.,Campbell, C.L.,Pagenkopf, J.R.,Rupp, G.L.,Johnson, K.M.,Chan, P.W.H.,Cherini, S.A.,Chamberlin, C.E.(1985).Rates, constants and kinetics formulations in surface water quality modeling.Environmental Research Laboratory, US EAP.
  3. Bucak, T.,Trolle, D.,Tavsanohlu, U.N.,Cakiroglu, A.I.,Ozen, A.,Jeppesen, E.,Beklioglu, M.(2018).Modeling the effect of climatic and land use change on phytoplankton and water quality of the largest Turkish freshwater lake: Lake Beysehi.Science of the Total Environment,621,802-816.
  4. Cai, Y.P.,Huang, G.H.,Tan, Q.,Chen, B.(2011).Identification of optimal strategies for improving ecoresilience to floods in ecologically vulnerable regions of a wetland.Ecological Modelling,222,360-369.
  5. Cal, G.,Hipsey, M.R.,Parparov, A.,Wagner, U.,Makler, V.,Zohary, T.(2009).Implementation of ecological modeling as an effective management and investigation tool: Lake Kinneret as a case study.Ecological Modelling,220,1697-1718.
  6. Chao, Y.,Farrara, J.D.,Zhang, H.,Zhang, Y.J.,Ateljevich, Chai, F.,Davis, C.O.,Dugdale, R.,Wilkerson, F.(2017).Development, implementation, and validation of a modeling system for the San Francisco Bay and Estuary.Estuarine, Coastal and Shelf Science,194,40-56.
  7. Chiu, C.M.,Huang, C.J.,Wu, L.C.,Zhang, Y.J.(2018).Forecasting of oil-spill trajectories by using SCHISM and X-band radar.Marine Pollution Bulletin,137,566-581.
  8. Chiu, C.Y.,Jones, J.R.,Rusak, J.A.,Lin, H.C.,Nakayama, K.,Kratz, T.K.,Liu, W.C.,Tang, S.L.,Tsai, J.W.(2020).Terrestrial loads of dissolved organic matter drive inter-annual carbon flux in subtropical lakes during times of drought.Science of the Total Environment,717,137052.
  9. Couture, R.M.,Moe, S.J.,Lin, Y.,Kaste, O.,Haande, S.,Solheim, A.L(2018).Simulating water quality and ecological status of Lake Vansjo, Norway, under landuse and climate change by linking process-oriented models with a Bayesian network.Science of the Total Environment,621,713-724.
  10. Dodds, W.K.,Perkin, J.S.,Ferken, J.E.(2013).Human impact on freshwater ecosystem services: A global perspective.Environmental Science & Tecgnology,47(16),9061-9068.
  11. Dou, M.,Ma, X.,Zhang, Y.,Zhang, Y.Y.,Shi, Y.(2019).Modeling the interaction of light and nutrients as factors driving lake eutrophication.Ecological Modelling,400,41-52.
  12. Du, J.,Shen, J.,Zhang, Y.L.,Ye, F.,Liu, Z.,Wang, Z.,Wang, Y.P.,Yu, X.,Sisson, M.,Wang, H.V.(2017).Tidal response to sea-level-rsie in different types of estuaries: The importance of length, bathymetry, and geometry.Geophysical Research Letters,45,227-235.
  13. Fenocchi, A.,Rogora, M.,Morabito, G.,Marchetto, A.,Sibilla, S.,Dresti, C.(2019).Applicability of a onedimensional coupled ecological-hydrodynamic numerical model to future projections in a very deep large lake (Lake Maggiore, Northern Italy/Southern Switzerland).Ecological Modelling,392,38-51.
  14. Fortunato, A.B.,Freire, P.,Bertin, X.,Rodrigues, M.,Ferreira, J.,Liberato, M.L.R.(2017).A numerical study of the February 15, 1941 storm in the Tagus estuary.Continrnetal Shelf Research,144,50-64.
  15. Fragoso, C.R., Jr.,Marques, D.M.L.,Ferreira, T.F.,Janse, J.H.,van Nes, E.H.(2011).Potential effects of climate change and eutrophicaiton on a large subtropical shallow lake.Environmental Modelling & Software,26(11),1337-1348.
  16. Gal, G.,Hipsey, M.R.,Parparov, A.,Wagner, U.,Makler, V.,Zohary, T.(2009).Implementation of ecological modeling as effective management and investigation tool: Lake Kinneret as a case study.Ecological Modelling,220,1697-1718.
  17. Gao, H.,Shi, Q.,Qian, X.(2017).A multi-species modelling approach to select appropriate submerged macrophyte species for ecological restoration in Gonghu Bay, Lake Taihu, China.Ecological Modelling,369,179-188.
  18. Guneralp, B.,Barlas, Y.(2003).Dynamic modelling of a shallow freshwater lake for ecological and economic sustainability.Ecological Modelling,167,115-138.
  19. Guo, C.,Chen, Y.,Liu, H.,Liu, Y.,Qu, X.,Yuan, H.,Lek, S.,Xie, S.(2019).Modelling fish communities in relation to water quality in the impounded lakes of China’s South-to-North Water Diversion Project.Ecological Modelling,397,25-35.
  20. Hamilton, D.P.,Carey, C.C.,Arvola, L.,Arvola, L.,Arzberger, P.,Brewer, C.,Cole, J.J.,Gaiser, E.,Hanson, P.C.,Ibelings, B.W.,Jennings, E.,Kratz, T.K.,Lin, F.P.,McBride, C.G.,de Marques, M.D.,Muraoka, K.,Nishri, A.,Qin, B.,Read, J.S.,Rose, K.C.,Ryder, E.,Weathers, K.C.,Zhu, G.,Trolle, D.,Brookes, J.D.(2014).A Global Lake Ecological Observatory Network (GLEON) for synthesizing high-frequency sensor data for validation of deterministic ecological models.Inland Waters,5(1),49-56.
  21. Hamilton, D.P.,Schladow, S.G.(1997).Prediction of water quality in lakes and reservoirs. Part I-model description.Ecological Modelling,96(1-3),91-110.
  22. He, G.,Fang, H.,Bai, S.,Liu, X.,Chen, M.,Bai, J.(2011).Application of a three-dimensional eutrophication model for the Beijing Guanting Reservoir, China.Ecological Modelling,222(8),1491-1501.
  23. Hillmer, I.,van Reenen, P.,Imberger, J.,Zohary, T.(2008).Phytoplankton patchiness and their role in the modeled productivity of a large, seasonally stratified lake.Ecological Modelling,218(1-2),49-59.
  24. Hipsey, M.R.,Hamilton, D.P.,Hanson, P.C.,Carey, C.C.,Coletti, J.Z.,Read, J.S.,Ibelings, B.W.,Valesini, F.J.,Brookes, J.D.(2015).Predicting the resilience and recovery of aquatic systems: A framework for model evolution within environmental observatories.Water Resources Research,51(9),7023-7043.
  25. Holguin-Gonzalez, J.E.,Everaert, G.,Boets, P.,Galvis, A.,Goethals, P.L.M.(2013).Development and application of an integrated ecological modelling framework to analyze the impact of wastewater discharges on the ecological water quality of rivers.Environmental Modelling & Software,48,27-36.
  26. Huang, J.,Gao, J.,Hormann, G.,Fohrer, N.(2014).Modeling the effects of environmental variables on short-term spatial changes in phytoplankton biomass in a large shallow lake, Lake Taihu.Environmental Earth Sciences,72,3609-3621.
  27. Janse, J.H.,Scheffer, M.,Lijklema, L.,Van Liere, Sloot, J.S.,Mooij, W.M.(2010).Estimating the critical phosphorus loading of shallow lakes with the ecosystem model PCLake: sensitivity, calibration and uncertainty.Ecological Modelling,221,654-665.
  28. Janssen, A.B.G.,Janse, J.H.,Beusen, A.H.W.,Chang, M.,Harrison, J.A.,Huttunen, L.,Kong, X.,Rost, J.,Teurlincx, S.,Troost, T.A.,van Wijk, D.,Mooij, W.M.(2019).How to model algal blooms in any lake on earth.Current Opinion in Environmental Sustainability,36,1-10.
  29. Jiang, L.,Fang, X.,Stefan, H.G.,Jacobson, P.C.,Pereira, D.L.(2012).Oxythermal habitat parameters and identifying cisco refuge lakes in Minnesota under future climate scenarios using variable benchmark periods.Ecological Modelling,232,14-27.
  30. Keeler, B.L.,Polasky, S.,Brauman, K.A.,Finlay, J.,Polasky, S.(2012).Linking water quality and well being for improved assessment and validation of ecosystem services.Proceedings of the National Academy of Sciences,109,18619-18624.
  31. Kerimoglu, O.,Jacquet, S.,Vinvon-Leite, B.,Lemaire, B.J.,Rimet, F.,Soulignac, F.,Trevisan, D.,Anneville, O.(2017).Modelling the plankton groups of the deep, peri-alpine Lake Bourget.Ecological Modelling,359,415-433.
  32. Kimura, N.,Liu, W.C.,Chiu, C.Y.,Kratz, T.K.,Chen, W.B.(2012).Real-time observation and prediction in physical processes in a typhoon-affected lake.Paddy and Water Environment,10(1),17-30.
  33. Kimura, N.,Liu, W.C.,Tsai, J.W.,Chiu, C.Y.,Kratz, T.K.,Tai, A.(2017).Contribution of extreme meteorological forcing to vertical mixing in a small, shallow subtropical lake.Journal of Limnology,76(1),116-128.
  34. Kisi, O.,Shiri, J.,Nikoofar, B.(2012).Forecasting daily lake levels using artificial intelligence approaches.Computers & Geosciences,41,169-180.
  35. Leon, L.F.,Smith, R.E.H.,Hispey, M.R.,Bocaniov, S.A.,Higgins, S.N.,Hecky, R.E.,Antenucci, J.P.,Imberger, J.A.,Guildford, S.J.(2011).Applicaiton of a 3D hydrodynamic-biological model for seasonal and spatial dynamics of water quality and phytoplankton in Lake Erie.Journal of Great Lakes Research,37(1),41-53.
  36. Li, M.,Zhong, L.,Boicourt, W.C.(2005).Simulations of Chesapeake Bay estuary: Sensitivity to turbulence mixing parameterizations and comparison with observations.Journal of Geophysical Research: Ocean,110(C12),1-22.
  37. Liu, Q.,Anderson, E.J.,Zhang, Y.,Weinke, A.D.,Knapp, K.L.,Biddanda, B.A.(2018).Modeling reveals the role of coastal upwelling and hydrological inputs on biologically distinct water exchanges in a Great Lakes estuary.Estuarine, Coastal and Shelf Science,209,41-55.
  38. Liu, Q.,Chai, F.,Dugdale, R.,Chao, Y.,Xue, H.,Rao, S.,Wilkerson, F.,Farrara, J.,Zhang, H.,Wang, Z.,Zhang, Y.(2018).San Francisco Bay nutrients and plankton dynamics as simulated by a coupled hydrodynamic ecosystem model.Continental Shelf Research,161,29-48.
  39. Liu, W.C.,Chen, W.B.(2012).Prediction of water temperature in subtropical subalpine lake using an artificial neural network and three-dimensional circulation models.Computers & Geosciences,45,13-25.
  40. Luo, L.,Hamilton, D.P.,Lan, J.,McBride, C.,Trolle, D.(2018).Autocalibration of one-dimensional hydrodynamic-ecological model (DYRESM 4.0-CAEDYM 3.1) using a Monte Carlo approaches: simulation of hypoxic events in a polymictic lake.Geoscientific Model Development,11(3),903-913.
  41. Luo, L.,Wang, J.,Hunter, T.,Wang, D.,Vanderploeg, H.A.(2017).Modeling spring-summer phytoplankton bloom in Lake Michigan with and without riverine nutrient loading.Ocean Dynamics,67,1481-1494.
  42. Magnes, U.,Sciascia, R.,Paparella, F.,Tiberti, R.,Provenzale, A.(2013).A model for high-altitude alpine lake ecosystems and the effect of introduced fish.Ecological Modelling,251,211-220.
  43. Makler-Pick, V.,Hipsey, M.R.,Zohary, T.,Carmel, Y.,Cal, G.(2017).Intraguild predication dynamics in a lake ecosystem based on a coupled hydrodynamic ecological model: The example of Lake Kinneret (Israel).Biology,6(2),22.
  44. Mao, X.,Wei, X.,Yuan, D.,Jin, Y.,Jin, X.(2018).An ecological-network-analysis based perspective on the biological control of algae bloom in Ulansuhai Lake, China.Ecological Modelling,386,11-19.
  45. Martins, G.,Ribeiro, D.C.,Pacheco, D.,Cruz, J.V.,Cunha, R.,Concalves, V.,Nogueira, R.,Brito, A.G.(2008).Prospective scenarios for water quality and ecological status in Lake Sete Cidades (Portugal): The interaction of mathematical modeling in decision processes.Applied Goechemistry,23(8),2171-2181.
  46. Medrano, E.A.,Uittenbogaard, R.E.,Pires, L.M.D.,van de Wiei, B.J.H.,Clercx, H.J.H.(2013).Coupling hydrodynamics and buoyancy regulation in Microcystis aeruginosa for its vertical distribution in laes.Ecological Modelling,248,41-56.
  47. Park, K.,Kuo, A.Y.,Shen, J.,Hamrick, J.M.(1995).Special Report in Applied Marine Science and Ocean EngineeringSpecial Report in Applied Marine Science and Ocean Engineering,VA:Virginia Institute of Marine Sciences, College of William and Mary.
  48. Rasmussen, E.K.,Petersen, O.S.,Thompson, J.R.,Flower, R.J.,Ahmed, M.H.(2009).Hydrodynamic-ecological model analyses of water quality of Lake Manzala (Nile Delta, Northern Egypt).Hydrobiologia,622,195-220.
  49. Saloranta, T.M.,Andersonm, T.(2017).MyLake- a multi year lake simulation model code suitable for uncertainty and sensitivity analysis simulations.Ecological Modelling,207,45-60.
  50. Schloen, J.,Stanev, E.M.,Grashorn, S.(2017).Wave current interactions in the southern North Sea: The impact on salinity.Ocean Modelling,111,19-37.
  51. Shade, A.,Chiu, C.Y.,McMahon, K.D.(2010).Seasonal and episodic lake mixing stimulate different planktonic bacteria dynamics.Microbial Ecology,53(3),546-554.
  52. Sharip, Z.,Yanagawa, R.,Terasawa, T.(2016).Ecohydrodynamic modelling of Chini Lake: Model description.Environmental Modeling and Assessment,21(2),193-210.
  53. Snortheim, C.A.,Hanson, P.C.,McMahon, K.D.,Read, J.S.,Carey, C.C.,Dugan, H.A.(2017).Meteorological drivers of hypolimnetic anoxia in eutrophic, north temperate lake.Ecological Modelling,343,39-53.
  54. Soulignac, F.,Anneville, O.,Bouffard, D.,Chanudet, V.,Dambrine, E.,Guenand, Y.,Harmel, T.,Ibelings, B.W.,Trevisan, D.,Uittenbogaard, R.,Danis, P.A(2019).Contribution of 3D coupled hydrodynamic-ecological modeling to assess the representativeness of a sampling protocol to lake water quality assessment.Knowledge & Management of Aquatic Ecosystems,420,42.
  55. Stanev, E.V.,Grashorn, S.,Zhang, Y.J.(2017).Cascading ocean basins: numerical simulations of the circulation and interbasin exchange in the Azov-Black-Marmara Mediterranean Seas system.Ocean Dynamics,67,1003-1025.
  56. Verhamme, E.M.,Redder, T.M.,Schlea, D.A.,Grush, J.,Bratton, J.F.,DePinto, J.V.(2016).Development of the Western Lake Eric Ecosystem Model (WLEEM) : Applicaiton to connect phosphorus loads to cyanobacteria biomass.Journal of Great Lake Research,42(6),1193-1205.
  57. Wang, P.,Benoit, G.(2017).Modeling the biogeochemical role of photosynthetic sulfur bacteria in phosphorus cycling in managed eurtophic lake.Ecological Modelling,361,66-73.
  58. Wang, Y.,Hu, W.,Peng, Z.,Zheng, Y.,Rinke, K.(2018).Predicting lake eutrophication responses to multiple scenarios of lake restoration: A three-dimensional modeling approach.Water,10,994.
  59. Xuan, Z.,Chang, N.B.(2014).Modeling the climate induced changes of lake ecosystem structure under the cascade impact of hurricanes and drought.Ecological Modelling,288,79-93.
  60. Yang, L.K.,Sen, P.,Zhao, X.H.,Li, X.(2017).Development of a two-dimensional eutrophication model in an urban lake (China) and the application of uncertainty analysis.Ecological Modelling,345,63-74.
  61. Ye, F.,Zhang, Y.J.,Friedrichs, M.A.M.,Wang, H.V.,Irby, I.D.,Shen, J.(2016).A 3D, cross-scale, baroclinic model with implicit vertical transport for the Upper Chesapeake Bay and its tributaries.Ocean Modelling,107,82-96.
  62. Ye, F.,Zhang, Y.J.,Wang, H.V.,Friedrichs, M.A.M.,Irby, I.D.,Alteljevich, E.,Valle-Levinson, A.,Wang, Z.,Huang, H.,Shen, J.,Du, J.(2018).A 3D unstructured grid model for Chesapeake Bay: Importance of bathymetry.Ocean Modelling,127,16-39.
  63. Ye, F.,Zhang, Y.J.,Wang, H.V.,Huang, H.,Wang, Z.,Liu, Z.,Li, X.(2018).Cross-scale baroclinic simulation of the effect of channel dredging in an estuarine settling.Water,10(2),163.
  64. Ye, F.,Zhang, Y.J.,Yu, H.,Sun, W.,Moghimi, S.,Myers, E.,Nunez, K.,Zhang, R.,Wang, H.V.,Roland, A.,Martins, K.,Bertin, X.,Du, J.,Liu, Z.(2020).Simulating storm surge and compound flooding events with a creek-to-ocean model: Importance of baroclinic effects.Ocean Modelling,145,101526.
  65. Zhang, H.,Culver, D.A.,Boegman, L.(2008).A two dimensional ecological model of Lake Erie: Application to estimate dreissenid impacts on large lake plankton populations.Ecological Modelling,214,219-241.
  66. Zhang, T.,Ban, X.,Wang, X.,Cai, X.,Li, E.,Wang, Z.,Yang, C.,Zhang, Q.,Lu, X.(2017).Analysis of nutrient transport and ecological response in Hinghu Lake, China by using a mathematical model.Science of the Total Environment,575,418-428.
  67. Zhang, Y.,Baptista, A.M.(2008).SELFE: A semi-implicit Eulerian-Lagrangian finite-element model for crossscale ocean circulation.Ocean Modelling,21(3-4),71-96.
  68. Zhang, Y.J.,Ateljevich, E.,Yu, H.C.,Wu, C.H.,Tu, J.C.S.(2015).A new vertical coordinate system for a 3D unstructured-grid model.Ocean Modelling,85,16-31.
  69. Zhang, Y.J.,Stanev, E.V.,Grashorn, S.(2016).Unstructured grid model for the North Sea and Baltic: Validation against observations.Ocean Modelling,97,91-108.
  70. Zhao, Y.W.,Xu, M.J.,Xu, F.,Wu, S.R.,Yin, X.A.(2014).Development of a zoning-based environmental ecological coupled model for lakes: a case study of Baiyangdian Lake in northern China.Hydrology and Earth System Sciences,18(6),2113-2126.