地理学报(英文版) ›› 2021, Vol. 31 ›› Issue (11): 1598-1614.doi: 10.1007/s11442-021-1913-1
收稿日期:
2021-02-08
接受日期:
2021-09-02
出版日期:
2021-11-25
发布日期:
2022-01-25
HUANG Sheng1,2(), XIA Jun1,2,3,*(
), ZENG Sidong4, WANG Yueling3, SHE Dunxian1,2
Received:
2021-02-08
Accepted:
2021-09-02
Online:
2021-11-25
Published:
2022-01-25
Contact:
XIA Jun
E-mail:2015huangsheng@whu.edu.cn;xiajun666@whu.edu.cn
About author:
Huang Sheng (1996-), PhD Candidate, specialized in hydrology and water resources. E-mail: 2015huangsheng@whu.edu.cn
Supported by:
. [J]. 地理学报(英文版), 2021, 31(11): 1598-1614.
HUANG Sheng, XIA Jun, ZENG Sidong, WANG Yueling, SHE Dunxian. Effect of Three Gorges Dam on Poyang Lake water level at daily scale based on machine learning[J]. Journal of Geographical Sciences, 2021, 31(11): 1598-1614.
[1] |
Aharon-Rotman Y, McEvoy J, Zheng Z J et al., 2017. Water level affects availability of optimal feeding habitats for threatened migratory waterbirds. Ecology and Evolution, 7(23): 10440-10450.
doi: 10.1002/ece3.3566 |
[2] |
Bonakdari H, Ebtehaj I, Samui P et al., 2019. Lake water-level fluctuations forecasting using minimax probability machine regression, relevance vector machine, Gaussian process regression, and extreme learning machine. Water Resources Management, 33(11): 3965-3984.
doi: 10.1007/s11269-019-02346-0 |
[3] | Chen L G, Chen L M, Jia J W et al., 2019. Quantitative effects of water level variation on the habitat area of wintering waterfowl in dry season of the Poyang Lake. Journal of Hydraulic Engineering, 50(12): 1502-1509. (in Chinese) |
[4] | Cho K, Van Merriënboer B, Gulcehre C et al., 2014. Learning phrase representations using RNN encoder-decoder for statistical machine translation. EMNLP 2014-2014 Conference on Empirical Methods in Natural Language Processing, Proceedings of the Conference, 1724-1734. |
[5] |
Dai X, Wan R R, Yang G S, 2015. Non-stationary water-level fluctuation in China's Poyang Lake and its interactions with Yangtze River. Journal of Geographical Sciences, 25(3): 274-288.
doi: 10.1007/s11442-015-1167-x |
[6] |
Feng L, Han X X, Hu C M et al., 2016. Four decades of wetland changes of the largest freshwater lake in China: Possible linkage to the Three Gorges Dam? Remote Sensing of Environment, 176: 43-55.
doi: 10.1016/j.rse.2016.01.011 |
[7] |
Feng L, Hu C M, Chen X L, 2014. Dramatic inundation changes of China's two largest freshwater lakes: Natural process or influenced by the Three Gorges Dam? A revisit. Environmental Science and Technology, 48(3): 2088-2089.
doi: 10.1021/es500042k |
[8] |
Gao J H, Jia J J, Kettner A J et al., 2014. Changes in water and sediment exchange between the Changjiang River and Poyang Lake under natural and anthropogenic conditions, China. Science of the Total Environment, 481(1): 542-553.
doi: 10.1016/j.scitotenv.2014.02.087 |
[9] |
Guo H, Hu Q, Zhang Q et al., 2012. Effects of the Three Gorges Dam on Yangtze River flow and river interaction with Poyang Lake, China: 2003-2008. Journal of Hydrology, 416/417: 19-27.
doi: 10.1016/j.jhydrol.2011.11.027 |
[10] |
Hu C H, Wu Q, Li H et al., 2018. Deep learning with a long short-term memory networks approach for rainfall-runoff simulation. Water (Switzerland), 10(11): 1-16.
doi: 10.3390/w10020001 |
[11] |
Lai X J, Huang Q, Zhang Y H et al., 2014. Impact of lake inflow and the Yangtze River flow alterations on water levels in Poyang Lake, China. Lake and Reservoir Management, 30(4): 321-330.
doi: 10.1080/10402381.2014.928390 |
[12] |
Lai X J, Liang Q H, Jiang J H et al., 2014. Impoundment effects of the Three-Gorges-Dam on flow regimes in two China's largest freshwater lakes. Water Resources Management, 28(14): 5111-5124.
doi: 10.1007/s11269-014-0797-6 |
[13] | Lai X J, Shankman D, Huber C et al., 2014. Sand mining and increasing Poyang Lake's discharge ability: A reassessment of causes for lake decline in China. Journal of Hydrology, 519(PB): 1698-1706. |
[14] |
Le X H, Ho H V, Lee G et al., 2019. Application of long short-term memory (LSTM) neural network for flood forecasting. Water (Switzerland), 11(7): 1387.
doi: 10.3390/w11071387 |
[15] |
Lecun Y, Bengio Y, Hinton G, 2015. Deep learning. Nature, 521(7553): 436-444.
doi: 10.1038/nature14539 |
[16] |
Li Y K, Qian F W, Silbernagel J et al., 2019. Community structure, abundance variation and population trends of waterbirds in relation to water level fluctuation in Poyang Lake. Journal of Great Lakes Research, 45(5): 976-985.
doi: 10.1016/j.jglr.2019.08.002 |
[17] |
Liang C, Li H Q, Lei M J et al., 2018. Dongting Lake water level forecast and its relationship with the Three Gorges Dam based on a long short-term memory network. Water (Switzerland), 10(10): 1389.
doi: 10.3390/w10101389 |
[18] |
Lin T, Horne B G, Tiňo P et al., 1996. Learning long-term dependencies in NARX recurrent neural networks. IEEE Transactions on Neural Networks, 7(6): 1329-1338.
pmid: 18263528 |
[19] |
Liu Y B, Wu G P, 2016. Hydroclimatological influences on recently increased droughts in China's largest freshwater lake. Hydrology and Earth System Sciences, 20(1): 93-107.
doi: 10.5194/hess-20-93-2016 |
[20] |
Liu Y B, Wu G P, Guo R F et al., 2016. Changing landscapes by damming: The Three Gorges Dam causes downstream lake shrinkage and severe droughts. Landscape Ecology, 31(8): 1883-1890.
doi: 10.1007/s10980-016-0391-9 |
[21] |
Liu Y B, Wu G P, Zhao X S, 2013. Recent declines in China's largest freshwater lake: Trend or regime shift? Environmental Research Letters, 8(1): 14010-14019.
doi: 10.1088/1748-9326/8/1/014010 |
[22] |
Liu Z J, Guo S L, Guo J L et al., 2017. The impact of Three Gorges Reservoir refill operation on water levels in Poyang Lake, China. Stochastic Environmental Research and Risk Assessment, 31(4): 879-891.
doi: 10.1007/s00477-016-1209-7 |
[23] |
Ma Y, Xu N, Zhang W H et al., 2020. Increasing water levels of global lakes between 2003 and 2009. IEEE Geoscience and Remote Sensing Letters, 17(2): 187-191.
doi: 10.1109/LGRS.8859 |
[24] | Mei X F, Dai Z J, Du J J et al., 2015. Linkage between Three Gorges Dam impacts and the dramatic recessions in China's largest freshwater lake, Poyang Lake. Scientific Reports, 5(November), 1-9. |
[25] |
Menezes J M P, Barreto G A, 2008. Long-term time series prediction with the NARX network: An empirical evaluation. Neurocomputing, 71(16-18): 3335-3343.
doi: 10.1016/j.neucom.2008.01.030 |
[26] | Messager M L, Lehner B, Grill G et al., 2016. Estimating the volume and age of water stored in global lakes using a geo-statistical approach. Nature Communications, 7: 1-11. |
[27] |
Mohammadi S, Kashefipour S M, 2014. Numerical modeling of flow in riverine basins using an improved dynamic roughness coefficient. Water Resources, 41(4): 412-420.
doi: 10.1134/S0097807814040149 |
[28] |
Ning L X, Zhou Y K, Cheng C X et al., 2019. Using a complex network to analyze the effects of the Three Gorges Dam on water level fluctuation in Poyang Lake. ISPRS International Journal of Geo-Information, 8(11): 470.
doi: 10.3390/ijgi8110470 |
[29] |
Roushangar K, Shahnazi S, 2020. Prediction of sediment transport rates in gravel-bed rivers using Gaussian process regression. Journal of Hydroinformatics, 22(2): 249-262.
doi: 10.2166/hydro.2019.077 |
[30] |
Song C Q, Ke L H, 2014. Recent dramatic variations of China's two largest freshwater lakes: Natural process or influenced by the Three Gorges Dam? Environmental Science and Technology, 48(3): 2086-2087.
doi: 10.1021/es405500s |
[31] |
Sun C J, Zhen L, Wang C et al., 2015. Impacts of ecological restoration and human activities on habitat of overwintering migratory birds in the wetland of Poyang Lake, Jiangxi Province, China. Journal of Mountain Science, 12(5): 1302-1314.
doi: 10.1007/s11629-014-3128-8 |
[32] |
Theuerkauf E J, Braun K N, Nelson D M et al., 2019. Coastal geomorphic response to seasonal water-level rise in the Laurentian Great Lakes: An example from Illinois Beach State Park, USA. Journal of Great Lakes Research, 45(6): 1055-1068.
doi: 10.1016/j.jglr.2019.09.012 |
[33] | Wang D, Zhang S H, Wang G L et al., 2019. Quantitative assessment of the influences of Three Gorges Dam on the water level of Poyang Lake, China. Water (Switzerland), 11(7): 1519. |
[34] |
Wang J D, Sheng Y W, Wada Y, 2017. Little impact of the Three Gorges Dam on recent decadal lake decline across China's Yangtze Plain. Water Resources Research, 53(5): 3854-3877.
doi: 10.1002/wrcr.v53.5 |
[35] |
Woodget A S, Carbonneau P E, Visser F et al., 2015. Quantifying submerged fluvial topography using hyperspatial resolution UAS imagery and structure from motion photogrammetry. Earth Surface Processes and Landforms, 40(1): 47-64.
doi: 10.1002/esp.3613 |
[36] |
Wrzesiński D, Ptak M, 2016. Water level changes in Polish lakes during 1976-2010. Journal of Geographical Sciences, 26(1): 83-101.
doi: 10.1007/s11442-016-1256-5 |
[37] |
Xia S X, Liu Y, Chen B et al., 2017. Effect of water level fluctuations on wintering goose abundance in Poyang Lake wetlands of China. Chinese Geographical Science, 27(2): 248-258.
doi: 10.1007/s11769-016-0840-z |
[38] |
Xu K H, Milliman J D, 2009. Seasonal variations of sediment discharge from the Yangtze River before and after impoundment of the Three Gorges Dam. Geomorphology, 104(3/4): 276-283.
doi: 10.1016/j.geomorph.2008.09.004 |
[39] |
Xu X B, Tan Y, Yang G S, 2013. Environmental impact assessments of the Three Gorges Project in China: Issues and interventions. Earth-Science Reviews, 124: 115-125.
doi: 10.1016/j.earscirev.2013.05.007 |
[40] | Yang S Y, Yang D W, Chen J S et al., 2019. Real-time reservoir operation using recurrent neural networks and inflow forecast from a distributed hydrological model. Journal of Hydrology, 579(October): 124229. |
[41] |
Ye X C, Liu F H, Zhang Z X et al., 2020. Quantifying the impact of compounding influencing factors to the water level decline of China's largest freshwater lake. Journal of Water Resources Planning and Management, 146(6): 05020006.
doi: 10.1061/(ASCE)WR.1943-5452.0001211 |
[42] |
Ye X C, Xu C Y, Zhang Q et al., 2018. Quantifying the human induced water level decline of China's largest freshwater lake from the changing underlying surface in the lake region. Water Resources Management, 32(4): 1467-1482.
doi: 10.1007/s11269-017-1881-5 |
[43] |
Yuan Y J, Zeng G M, Liang J et al., 2015. Variation of water level in Dongting Lake over a 50-year period: Implications for the impacts of anthropogenic and climatic factors. Journal of Hydrology, 525: 450-456.
doi: 10.1016/j.jhydrol.2015.04.010 |
[44] | Zhang Q, Li L, Wang Y G et al., 2012. Has the Three-Gorges Dam made the Poyang Lake wetlands wetter and drier? Geophysical Research Letters, 39(20): L20402. |
[45] |
Zhang Q, Ye X C, Werner A D et al., 2014. An investigation of enhanced recessions in Poyang Lake: Comparison of Yangtze River and local catchment impacts. Journal of Hydrology, 517: 425-434.
doi: 10.1016/j.jhydrol.2014.05.051 |
[46] |
Zhang Z X, Chen X, Xu C Y et al., 2015. Examining the influence of river-lake interaction on the drought and water resources in the Poyang Lake basin. Journal of Hydrology, 522: 510-521.
doi: 10.1016/j.jhydrol.2015.01.008 |
[47] |
Zheng L, Liu H, Huang Y F et al., 2020. Assessment and analysis of ecosystem services value along the Yangtze River under the background of the Yangtze River protection strategy. Journal of Geographical Sciences, 30(4): 553-568.
doi: 10.1007/s11442-020-1742-7 |
[48] | Zhou Y Q, Ma J R, Zhang Y L et al., 2019. Influence of the Three Gorges Reservoir on the shrinkage of China's two largest freshwater lakes. Global and Planetary Change, 177(March): 45-55. |
[49] | Zhu S L, Hrnjica B, Ptak M et al., 2020. Forecasting of water level in multiple temperate lakes using machine learning models. Journal of Hydrology, 585(March): 124819. |
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