|
基于GAMLSS模型的径流频率分析
|
Abstract:
河川径流数据非平稳性的日益凸显,使流域或区域的水文设计与水资源评价面临极大挑战,如何开展有效的水文分析,指导工程设计与流域或区域水资源管理已成为水资源可持续开发与应急灾害管理领域的迫切需求。本文以GAMLSS模型为基础,对马莲河流域不同站点的水文观测资料进行分析,得到了全情景下的水文频率计算结果,并与传统方法进行对比,指出了应对不同工程或规划需要的水文数据筛选方法和处理建议。
The increase of non-stationarity river runoff data poses great challenges to hydrological design and water resources assessment in a basin or a region. How to carry out effective hydrological analysis to guide basin or regional engineering design and water resource management has become an urgent demand for water resources sustainable development and emergency disaster management. The changes of hydrological observation data of various stations in the Malian River basin were analyzed systematically based on the GAMLSS model, and hydrological frequency under different scenarios was calculated. Compared with the traditional hydrological design methods, the issues and suggestions about hydrological data screening and processing to meet the needs of water project design and water resources planning are suggested.
[1] | KHALIQ, M. N., OUARDA, T. B. M. J., ONDO, J. C., et al. Frequency analysis of a sequence of dependent and/or non-stationary hydro-meteorological observations: A review. Journal of Hydrology, 2006, 329(3): 534-552.
https://doi.org/10.1016/j.jhydrol.2006.03.004 |
[2] | 谢平, 陈广才, 雷红富, 等. 水文变异诊断系统[J]. 水力发电学报, 2010, 29(1): 85-91.
XIE Ping, CHEN Guangcai, LEI Hongfu, et al. Hydrologic variation diagnostic system. Journal of Hydroelectric Engineering, 2010, 29(1): 85-91. (in Chinese) |
[3] | 熊立华, 江聪, 杜涛, 等. 变化环境下非一致性水文频率分析研究综述[J]. 水资源研究, 2015, 4(4): 310-319.
XIONG Lihua, JIANG Cong, DU Tao, et al. A review of inconsistent hydrological frequency analysis in changing environments. Journal of Water Resources Research, 2015, 4(4): 310-319. (in Chinese) |
[4] | KHARIN, V. V., ZWIERS, F. W. Estimating extremes in transient climate change simulations. Journal of Climate, 2005, 18(8): 1156-1173. https://doi.org/10.1175/JCLI3320.1 |
[5] | 宋浩然. 气候变化影响下辽西地区水文非一致性概率分析研究[J]. 地下水, 2019, 41(3): 176-178.
SONG Haoran. Probability analysis of hydrological inconsistency under the influence of climate change in western Liaoning Province. Journal of Groundwater, 2019, 41(3): 176-178. (in Chinese) |
[6] | VILLARINI, G., SMITH, J. A., SERINALDI, F., et al. Flood frequency analysis for nonstationary annual peak records in an urban drainage basin. Advance in Water Resource, 2009, 32(8): 1255-1266. https://doi.org/10.1016/j.advwatres.2009.05.003 |
[7] | 刘丙军, 邱凯华, 廖叶颖. 基于TVM的西北江三角洲地区非一致性洪水频率分析[J]. 中山大学学报(自然科学版), 2016, 55(4): 130-135.
LIU Bingjun, QIU Kaihua and LIAO Yeying. Frequency analysis of inconsistent flood in northwest River Delta based on TVM. Acta Scientiarum Naturalium Universitatis Sunyatseni, 2016, 55(4): 130-135. (in Chinese) |
[8] | 叶长青, 陈晓宏, 张家鸣, 等. 具有趋势变异的非一致性东江流域洪水序列频率计算研究[J]. 自然资源学报, 2013, 28(12): 2105-2116.
YE Changqing, CHEN Xiaohong, ZHANG Jiaming, et al. Frequency calculation of flood Sequence with trend variation in the Dongjiang River basin. Journal of Natural Resources, 2013, 28(12): 2105-2116. (in Chinese) |
[9] | 熊立华, 郭生练. 两变量极值分布在洪水频率分析中的应用研究[J]. 长江科学院院报, 2004, 21(2): 35-37.
XIONG Lihua, GUO Shenglian. Application of extreme value distribution of two variables in flood frequency analysis. Journal of Yangtze River Scientific Research Institute, 2004, 21(2): 35-37. (in Chinese) |
[10] | RIGBY, R. A., STASINOPOULOS, D. M. Generalized additive models for location, scale and shape. Journal of the Royal Statistical Society: Series C (Applied Statistics), 2005, 54(3): 507-554. https://doi.org/10.1111/j.1467-9876.2005.00510.x |
[11] | VILLARINI, G., SERINALDI, F., SMITH, J. A., et al. On the stationarity of annual flood peaks in the continental United States during the 20th century. Water Resources Research, 2009, 45(8): W08417. https://doi.org/10.1029/2008WR007645 |
[12] | 李婧, 闫磊, 屈春来, 等. 分位数回归和GAMLSS模型在非一致性洪水频率分析中的比较[J]. 水利水电科技进展, 2020, 40(5): 48-54+75.
LI Jing, YAN Lei, QU Chunlai, et al. Comparison of quantile regression and GAMLSS model in inconsistent flood frequency analysis. Advances in Science and Technology of Water Resources, 2020, 40(5): 48-54+75. (in Chinese) |
[13] | 鲁帆, 肖伟华, 戴雁宇, 等. 黄河干流年径流量非一致性频率计算[J]. 水力发电学报, 2020, 39(12): 76-84.
LU Fan, XIAO Weihua, DAI Yanyu, et al. Calculation of inconsistent frequency of annual runoff of the Yellow River. Journal of Hydroelectric Engineering, 2020, 39(12): 76-84. (in Chinese) |
[14] | 高洁. 基于GAMLSS模型的水文系列非平稳性研究[J]. 水力发电, 2019, 45(7): 1-6.
GAO Jie. Study on hydrologic series nonstationarity based on GAMLSS model. Water Power, 2019, 45(7): 1-6. (in Chi-nese) |
[15] | 关晓明. 基于GAMLSS模型的辽西地区气候变化对暴雨洪水极值影响评估[J]. 水利技术监督, 2021(1): 52-55.
GUAN Xiaoming. Impact assessment of climate change on extreme value of rainstorm and flood in western Liaoning Province based on GAMLSS model. Technical Supervision in Water Resources, 2021(1): 52-55. (in Chinese) |