Arid Zone Research ›› 2022, Vol. 39 ›› Issue (5): 1588-1597.doi: 10.13866/j.azr.2022.05.23
• Land and Water Resources • Previous Articles Next Articles
JIA Ling1(),ZHANG Baizu2,NIU Zuirong1(),SUN Dongyuan1,SUN Kaiyue1,WNAG Lujun1
Received:
2022-01-26
Revised:
2022-06-14
Online:
2022-09-15
Published:
2022-10-25
Contact:
Zuirong NIU
E-mail:799456567@qq.com;Niuzr@gsau.edu.cn
JIA Ling,ZHANG Baizu,NIU Zuirong,SUN Dongyuan,SUN Kaiyue,WNAG Lujun. Analysis of runoff variation and forecast in the upper reaches of the Shule River[J].Arid Zone Research, 2022, 39(5): 1588-1597.
Add to citation manager EndNote|Reference Manager|ProCite|BibTeX|RefWorks
Tab. 1
Seasonal distribution of runoff during the year"
时段 | 径流量 /108 m3 | 春季(3—5月) | 夏季(6—8月) | 秋季(9—11月) | 冬季(12月—次年2月) | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
径流量 /108 m3 | 百分比 /% | 径流量 /108 m3 | 百分比 /% | 径流量 /108 m3 | 百分比 /% | 径流量 /108 m3 | 百分比 /% | |||||
1950s | 7.37 | 0.84 | 11.41 | 4.63 | 62.91 | 1.36 | 18.43 | 0.53 | 7.25 | |||
1960s | 8.03 | 1.24 | 15.48 | 4.79 | 59.60 | 1.41 | 17.60 | 0.59 | 7.32 | |||
1970s | 8.92 | 1.27 | 14.22 | 5.23 | 58.61 | 1.71 | 19.14 | 0.72 | 8.04 | |||
1980s | 9.22 | 1.38 | 15.00 | 5.41 | 58.68 | 1.66 | 18.02 | 0.76 | 8.29 | |||
1990s | 8.92 | 1.23 | 13.83 | 5.27 | 59.08 | 1.68 | 18.83 | 0.74 | 8.26 | |||
2000s | 12.72 | 1.80 | 14.14 | 7.19 | 56.50 | 2.59 | 20.39 | 1.14 | 8.97 | |||
2010s | 14.87 | 1.78 | 11.94 | 8.84 | 59.47 | 3.00 | 20.18 | 1.25 | 8.41 | |||
多年平均值 | 10.28 | 1.42 | 13.82 | 6.03 | 58.64 | 1.98 | 19.26 | 0.85 | 8.28 |
Tab. 2
Intra-year distribution characteristics of runoff in the upper reaches of the Shule River"
统计值 | Cv | Cr | Cn | D | GI | S | Cm | ΔR |
---|---|---|---|---|---|---|---|---|
倾向率/(10a)-1 | -0.015 | -0.006 | -0.006 | -1.053 | -0.009 | -0.006 | -0.643 | 0.255 |
最大值 | 1.27 | 0.66 | 0.66 | 276.48 | 0.49 | 1.09 | 32.20 | 5.66 |
最大值出现年份 | 1976 | 1976 | 1958 | 1987 | 1991 | 1975 | 1958 | 2016 |
最小值 | 0.68 | 0.26 | 0.39 | 181.23 | 0.29 | 0.72 | 6.81 | 0.70 |
最小值出现年份 | 1973 | 1984 | 2003 | 1969 | 2020 | 2019 | 1973 | 1956 |
平均值 | 0.93 | 0.36 | 0.52 | 197.42 | 0.39 | 0.84 | 12.16 | 2.54 |
Tab. 4
Analysis of runoff trend in the upper reaches of the Shule River"
1956—2020年 径流序列 | 统计特征 | 趋势检验 | 突变点前 | 突变点后 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
均值 /108 m3 | 变差 系数 | 倾向率 | M-K检验值 | 显著性 | 均值 /108 m3 | 变差 系数 | 均值 /108 m3 | 变差 系数 | ||||
年 | 10.28 | 0.31 | 1.21 | 6.0633 | 是 | 8.50 | 0.21 | 13.54 | 0.18 | |||
春季 | 1.42 | 0.26 | 0.14 | 5.8482 | 是 | 1.24 | 0.18 | 1.80 | 0.20 | |||
夏季 | 6.03 | 0.34 | 0.66 | 5.0386 | 是 | 5.04 | 0.27 | 7.96 | 0.22 | |||
秋季 | 1.98 | 0.40 | 0.29 | 5.7463 | 是 | 1.56 | 0.28 | 2.75 | 0.25 | |||
冬季 | 0.85 | 0.33 | 0.13 | 7.6825 | 是 | 0.69 | 0.18 | 1.20 | 0.14 |
Tab. 6
Prediction results of annual runoff in the upper reaches of the Shule River"
年份 | 实测值 /108 m3 | 灰色预测模型 | R/S灰色预测模型 | ARIMA模型 | 综合预测值 /108 m3 | 综合相对误差/% | |||||
---|---|---|---|---|---|---|---|---|---|---|---|
预测值 /108 m3 | 相对误差 /% | 预测值 /108 m3 | 相对误差 /% | 预测值 /108 m3 | 相对误差 /% | ||||||
2019 | 16.91 | 13.92 | -17.69 | 16.28 | -3.69 | 15.73 | -6.96 | 15.31 | -9.46 | ||
2020 | 12.25 | 14.04 | 14.59 | 16.81 | 37.23 | 15.88 | 29.61 | 15.58 | 27.18 | ||
2021 | 14.03 | 14.16 | 0.89 | 17.06 | 21.57 | 16.02 | 14.16 | 15.75 | 12.26 | ||
2022 | 14.33 | 16.89 | 15.26 | 15.49 | |||||||
2023 | 14.45 | 16.74 | 15.39 | 15.53 | |||||||
2024 | 14.57 | 16.94 | 15.51 | 15.67 | |||||||
平均相对误差/% | 11.06 | 20.83 | 16.91 | 16.30 |
[1] | 孙从建, 陈伟, 王诗语. 气候变化下的塔里木盆地西南部内陆河流域径流组分特征分析[J]. 干旱区研究, 2022, 39(1): 113-122. |
[Sun Congjian, Chen Wei, Wang Shiyu. Stream component characteristics of the inland river basin of the Tarim Basin under regional climate change[J]. Arid Zone Research, 2022, 39(1): 113-122. ] | |
[2] | 杨盼, 梁伟, 严建武, 等. 黄河流域多尺度水系统结构变化特征[J]. 中国沙漠, 2021, 41(6): 223-234. |
[Yang Pan, Liang Wei, Yan Jianwu, et al. Multi-scale analysis of water system structure changes in the Yellow River Basin[J]. Journal of Desert Research, 2021, 14(6): 223-234. ] | |
[3] | 牛最荣, 赵文智, 刘进琪, 等. 甘肃渭河流域气温、降水和径流变化特征及趋势研究[J]. 水文, 2012, 32(2): 78-83, 87. |
[Niu Zuirong, Zhao Wenzhi, Liu Jinqi, et al. Study on change characteristics and tendency of temperature, precipitation and runoff in Weihe River Basin in Gansu[J]. Journal of China Hydrology, 2012, 32(2): 78-83, 87. ] | |
[4] | 孙甲岚, 雷晓辉, 蒋云钟, 等. 长江流域上游气温、降水及径流变化趋势分析[J]. 水电能源科学, 2012, 30(5): 1-4. |
[Sun Jialan, Lei Xiaohui, Jiang Yunzhong, et al. Variation trend analysis of meteorological variables and runoff in upper reaches of Yangtze River[J]. Water Resources and Power, 2012, 30(5): 1-4. ] | |
[5] |
Pan B, Han M, Wei F, et al. Analysis of the variation characteristics of runoff and sediment in the Yellow River within 70 years[J]. Water Resources, 2021, 48(5): 676-689.
doi: 10.1134/S009780782105016X |
[6] | 邢贞相, 刘美鑫, 付强, 等. 挠力河流域径流变化特征与影响因素分析[J]. 农业机械学报, 2015, 46(9): 178-187. |
[Xing Zhenxiang, Liu Meixin, Fu Qiang, et al. Analysis of runoff vriation and impacting factors in Naoli River Basin[J]. Transactions of the Chinese Society for Agricultural Machinery, 2015, 46(9): 178-187. ] | |
[7] | 刘志斌, 黄粤, 刘铁, 等. 开都河源区径流变化的气候响应[J]. 干旱区研究, 2020, 37(2): 418-427. |
[Liu Zhibin, Huang Yue, Liu Tie, et al. Climate response of runoff variation in the source area of the Kaidu River[J]. Arid Zone Research, 2020, 37(2): 418-427. ] | |
[8] | 刘爽爽, 李忠勤, 张慧, 等. 天山典型冰川区径流年内变化分析[J]. 干旱区研究, 2020, 37(6): 1388-1395. |
[Liu Shuangshuang, Li Zhongqin, Zhang Hui, et al. Temporal inner-annual runoff variation in the variation in the typical glacier region of the eastern Tianshan Mountains, China[J]. Arid Zone Research, 2020, 37(6): 1388-1395. ] | |
[9] | 王玉洁, 秦大河. 气候变化及人类活动对西北干旱区水资源影响研究综述[J]. 气候变化研究进展, 2017, 13(5): 483-493. |
[Wang Yujie, Qin Dahe. Influence of climate change and human activity on water resources in arid region of Northwest China: An Overview[J]. Climate Change Research, 2017, 13(5): 483-493. ] | |
[10] |
陈亚宁, 李稚, 范煜婷, 等. 西北干旱区气候变化对水文水资源影响研究进展[J]. 地理学报, 2014, 69(9): 1295-1304.
doi: 10.11821/dlxb201409005 |
[Chen Yaning, Li Zhi, Fan Yuting, et al. Research progress on the impact of climate change on water resources in the arid region of Northwest China[J]. Acta Geographica Sinica, 2014, 69(9): 1295-1304. ]
doi: 10.11821/dlxb201409005 |
|
[11] | 涂新军, 陈晓宏, 张丽娟, 等. 时段长取值变化下的径流年内分配特征研究[J]. 生态环境学报, 2011, 20(1): 119-123. |
[Tu Xinjun, Chen Xiaohong, Zhang Lijuan, et al. Annual distribution of streamflow with different identifications of time intervals[J]. Ecology and Environmental Sciences, 2011, 20(1): 119-123. ] | |
[12] | 刘永婷, 徐光来, 李鹏, 等. 淮河上游径流年内分配均匀度及变化规律[J]. 水土保持研究, 2017, 24(5): 99-104. |
[Liu Yongting, Xu Guanglai, Li Peng, et al. Study on runoff uniformity and variation in the upper reaches of Huaihe River Basin[J]. Research of Soil and Water Conservation, 2017, 24(5): 99-104. ] | |
[13] | 陈贤光, 王龙, 张玉龙. 龙川江径流年内分配及变化趋势研究[J]. 云南农业大学学报(自然科学版), 2011, 26(5): 712-716. |
[Chen Xianguang, Wang Long, Zhang Yulong. Study on change trend of annual runoff distribution in Longchuan River[J]. Journal of Yunnan Agricultural University(Natural Science Edition), 2011, 26(5): 712-716. ] | |
[14] | 周秀平, 黄伟军, 王文圣. 桂江流域径流变化特性分析[J]. 广西水利水电, 2008, 37(1): 22-25, 39. |
[Zhou Xiuping, Huang Weijun, Wang Wensheng. Runoff variation characteristics analysis for Guijiang River Basin[J]. Guangxi Water Resources & Hydropower Engineering, 2008, 37(1): 22-25, 39. ] | |
[15] |
郑红星, 刘昌明. 黄河源区径流年内分配变化规律分析[J]. 地理科学进展, 2003, 22(6): 585-590, 649.
doi: 10.11820/dlkxjz.2003.06.006 |
[Zheng Hongxing, Liu Changming. Changes of annual runoff distribution in the headwater of the Yellow River Basin[J]. Progress in Geography, 2003, 22(6): 585-590, 649. ]
doi: 10.11820/dlkxjz.2003.06.006 |
|
[16] | 李洪源, 赵求东, 吴锦奎, 等. 疏勒河上游径流组分及其变化特征定量模拟[J]. 冰川冻土, 2019, 41(4): 907-917. |
[Li Hongyuan, Zhao Qiudong, Wu Jinkui, et al. Quantitative simulation of the runoff components and its variation characteristics in the upstream of the Shule River[J]. Journal of Glaciology and Geocryology, 2019, 41(4): 907-917. ] | |
[17] |
杨春利, 蓝永超, 王宁练, 等. 1958—2015年疏勒河上游出山径流变化及其气候因素分析[J]. 地理科学, 2017, 37(12): 1894-1899.
doi: 10.13249/j.cnki.sgs.2017.12.013 |
[Yang Chunli, Lan Yongchao, Wang Ninglian, et al. Mountainous runoff changes and climate factors analysis of the Shule River Basin in 1958-2015[J]. Scientia Geographica Sinica, 2017, 37(12): 1894-1899. ]
doi: 10.13249/j.cnki.sgs.2017.12.013 |
|
[18] | 张文春. 疏勒河干流中上游径流量变化趋势研究[J]. 地下水, 2019, 41(2): 155-156, 211. |
[Zhang Wenchun. Study on the change trend of runoff in the middle and upper reaches of the main stream of Shule River[J]. Ground Water, 2019, 41(2): 155-156, 211. ] | |
[19] | 张晓晓, 张钰, 徐浩杰. 疏勒河上游径流年内分配变化规律分析[J]. 人民黄河, 2014, 36(6): 58-60. |
[Zhang Xiaoxiao, Zhang Yu, Xu Haojie. Changes of annual runoff distribution on the upper reaches of the Shule River[J]. Yellow River, 2014, 36(6): 58-60. ] | |
[20] | 蓝永超, 胡兴林, 丁宏伟, 等. 气候变暖背景下祁连山西部山区水循环要素的变化——以疏勒河干流上游山区为例[J]. 山地学报, 2012, 30(6): 675-680. |
[Lan Yongchao, Hu Xinglin, Ding Hongwei, et al. Variation of water cycle factors in the western Qilian Mountain Area under climate warming-taking the mountain watershed of the main stream of Shule River Basin for example[J]. Journal of Mountain Science, 2012, 30(6): 675-680. ] | |
[21] | 贾玲, 孙栋元, 牛最荣, 等. 疏勒河流域最高、最低气温变化规律[J]. 水土保持研究, 2022, 29(1): 281-287. |
[Jia Ling, Sun Dongyuan, Niu Zuirong, et al. Pattern of maximum and minimum temperature variation in Shule River Basin[J]. Research of Soil and Water Conservation, 2022, 29(1): 281-287. ] | |
[22] | 孙栋元, 齐广平, 马彦麟, 等. 疏勒河干流径流变化特征研究[J]. 干旱区地理, 2020, 43(3): 557-567. |
[Sun Dongyuan, Qi Guangping, Ma Yanlin, et al. Variation characteristics of runoff in the mainstream of Shule River[J]. Arid Land Geography, 2020, 43(3): 557-567. ] | |
[23] | 曹振宇. 穆棱河流域上游径流年内分配特性[J]. 水电能源科学, 2019, 37(1): 21-25. |
[Cao Zhenyu. Variation regularity of intra-annual runoff distribution in the upstream of the Muling River Basin[J]. Water Resources and Power, 2019, 37(1): 21-25. ] | |
[24] | 张晓晓. 白龙江中上游水文气象要素变化特征分析及径流影响因素研究[D]. 兰州: 兰州大学, 2014. |
[Zhang Xiaoxiao. Variation Characteristics Analysis of Hydrometeorology Elements and Affecting Factors of Runoff in the Middle-Upper rReaches of the Bailong River[D]. Lanzhou: Lanzhou University, 2014. ] | |
[25] | 叶正伟, 殷鹏. 淮河流域汛期候尺度降水集中度与集中期的时序变化特征[J]. 水土保持研究, 2018, 25(5): 295-299. |
[Ye Zhengwei, Yin Peng. Changes of precipitation concentration degree and precipitation concentration period in flood season in the Huaihe River Basin[J]. Research of Soil and Water Conservation, 2018, 25(5): 295-299. ] | |
[26] | 汤奇成, 程天文, 李秀云. 中国河川月径流的集中度和集中期的初步研究[J]. 地理学报, 1982, 48(4): 383-393. |
[Tang Qicheng, Chen Tianwen, Li Xiuyun. Concentration and monthly runoff of Chinese rivers preliminary study during the concentration period[J]. Acta Geographica Sinica, 1982, 48(4): 383-393. ] | |
[27] | 徐万玲, 朱卫红, 张健, 等. 基于洛伦兹曲线的图们江干流区间径流分布不均匀性分析[J]. 水土保持通报, 2015, 35(1): 128-132. |
[Xu Wanling, Zhu Weihong, Zhang Jian, et al. Analysis on temporal inhomogenenity of runoff in Tumen River mainstream based on Lorenz Curve[J]. Bulletin of Soil and Water Conservation, 2015, 35(1): 128-132. ] | |
[28] | 胡彩霞, 谢平, 许斌, 等. 基于基尼系数的水文年内分配均匀度变异分析方法——以东江流域龙川站径流序列为例[J]. 水力发电学报, 2012, 31(6): 7-13. |
[Hu Caixia, Xie Ping, Xu Bin, et al. Variation analysis method for hydrologic annual distribution homogeneity based on Gini coefficient. A case study of runoff series at Longchun station in Dongjiang River Basin[J]. Journal of Hydroelectric Engineering, 2012, 31(6): 7-13. ] | |
[29] | 侯凯, 林涛, 钱会, 等. 武功地区气候变化特征及趋势预测[J]. 水土保持研究, 2017, 24(4): 252-258. |
[Hou Kai, Lin Tao, Qian Hui, et al. Change characteristics and trend prediction of climate in Wugong Area[J]. Research of Soil and Water Conservation, 2017, 24(4): 252-258. ] | |
[30] | 黄济琛, 陆宝宏, 范仲丽, 等. 清江流域降水径流年内分配特征及其同步性分析[J]. 三峡大学学报(自然科学版), 2017, 39(6): 25-30. |
[Huang Jichen, Lu Baohong, Fan Zhongli, et al. Analysis of annual distribution of precipitation and runoff and synchronism of their variation in Qingjiang Basin[J]. Journal of China Three Gorges University(Natural Sciences Edition), 2017, 39(6): 25-30. ] | |
[31] | 牛最荣, 王启优, 孙栋元, 等. 基于径流还现的洮河流域径流变化特征研究[J]. 干旱区地理, 2021, 44(1): 149-157. |
[Niu Zuirong, Wang Qiyou, Sun Dongyuan, et al. Runoff variation characteristics of Taohe River Basin based on calculation of current runoff[J]. Arid Land Geography, 2021, 44(1): 149-157. ] | |
[32] | 牛最荣, 陈学林, 王学良. 白龙江干流代表站径流变化特征及未来趋势预测[J]. 水文, 2015, 35(5): 91-96. |
[Niu Zuirong, Chen Xuelin, Wang Xueliang. Runoff variation characteristics of representative stations on mainstream of Bailongjiang River and trend prediction[J]. Journal of China Hydrology, 2015, 35(5): 91-96. ] | |
[33] | 刘树, 王燕, 胡凤阁. 对灰色预测模型残差问题的探讨[J]. 统计与决策, 2008, 14(1): 9-11. |
[Liu Shu, Wang Yan, Hu Fengge. Discussion on residual error of grey prediction model[J]. Statistics & Decision, 2008, 14(1): 9-11. ] | |
[34] | 曹辉, 黄强, 白涛, 等. 径流预测方法对比分析[J]. 人民黄河, 2009, 31(9): 36-37. |
[Cao Hui, Huang Qiang, Bai Tao, et al. Comparative analysis of runoff forecasting methods[J]. Yellow River, 2009, 31(9): 36-37. ] | |
[35] | 陈建龙, 刘永峰, 钱鞠, 等. R/S分析法与GM(1,1)灰色模型相结合的鸳鸯池水库入库径流量预测[J]. 水资源与水工程学报, 2018, 29(5): 148-153,158. |
[Chen Jianlong, Liu Yongfeng, Qian Ju, et al. Annual runoff inflow into Yuanyangchi reservoir prediction based on the combination of R/S analysis and GM(1, 1) grey model[J]. Journal of Water Resources and Water Engineering, 2018, 29(5): 148-153, 158. ] | |
[36] | 李建林, 昝明军, 李宝玲. 基于R/S分析的黑河出山年径流量灰色预测[J]. 地域研究与开发, 2014, 33(5): 127-131. |
[Li Jianlin, Zan Mingjun, Li Baoling. Grey prediction of out-mountainous annual runoff of Heihe River based on R/S analysis[J]. Areal Research and Development, 2014, 33(5): 127-131.] | |
[37] | 李福兴. 玛纳斯河径流演变特性及其中长期径流预报模型研究[D]. 石河子: 石河子大学, 2021. |
[Li Fuxing. Study on Manas River Runoff Evolution Characteristics and Its Medi and Long-term Forecast Model[D]. Shihezi: Shihezi University, 2021. ] | |
[38] |
李福兴, 陈伏龙, 蔡文静, 等. 基于EMD组合模型的径流多尺度预测[J]. 地学前缘, 2021, 28(1): 428-437.
doi: 10.13745/j.esf.sf.2020.10.22 |
[Li Fuxing, Chen Fulong, Cai Wenjing, et al. Multiscale runoff prediction based on the EMD combined model[J]. Earth Science Frontiers, 2021, 28(1): 428-437. ]
doi: 10.13745/j.esf.sf.2020.10.22 |
|
[39] | 丁宏伟, 魏余广, 李爱军, 等. 疏勒河出山径流量变化特征及趋势分析[J]. 干旱区研究, 2001, 18(3): 48-53. |
[Ding Hongwei, Wei Yuguang, Li Aijun, et al. The change characteristics and the trend prediction of streamflow at the debouchure of Shulehe River[J]. Arid Zone Research, 2001, 18(3): 48-53. ] | |
[40] | 郭生练, 郭家力, 侯雨坤, 等. 基于Budyko假设预测长江流域未来径流量变化[J]. 水科学进展, 2015, 26(2): 151-160. |
[Guo Shenglian, Guo Jiali, Hou Yukun, et al. Prediction of future runoff change based on Budyko hypothesis in Yangtze River Basin[J]. Advances in Water Science, 2015, 26(2): 151-160. ] |
[1] | SUN Mingyue,LYU Haishen,ZHU Yonghua,LIN Yu,ZHANG Meijie. Applicability assessment of two meteorological datasets in areas lacking data with the Hutubi River Basin as an example [J]. Arid Zone Research, 2022, 39(1): 94-103. |
[2] | YAN Jingming,ZHOU Xiaobing,ZHANG Jing,TAO Ye. Variation in one-year-old branch stoichiometry of Malus sieversii at different altitudes and the influencing factors in Tianshan Mountains, China [J]. Arid Zone Research, 2021, 38(2): 450-459. |
|