Assessing the evolution and attribution of watershed resilience in arid inland river basins, Northwest China

水流 环境科学 水文学(农业) 分水岭 流域 支流 大洪水 基流 弹性(材料科学) 地理 地质学 物理 地图学 岩土工程 考古 机器学习 计算机科学 热力学
作者
Yuehui Wang,Fengzhi Shi,Peng Yao,Yu Sheng,Chengyi Zhao
出处
期刊:Science of The Total Environment [Elsevier BV]
卷期号:906: 167534-167534 被引量:4
标识
DOI:10.1016/j.scitotenv.2023.167534
摘要

Water scarcity significantly limits the sustainable development of oasis economies in arid inland river basins. Quantifying watershed resilience and its drivers is a major focus in the fields of hydrology and water resources. In this study, the resilience indicator pi represents watershed resilience, while meteorological, hydrological, socioeconomic, and ecological factors are used to investigate the spatial and temporal patterns of resilience and important driving factors in the Hotan River Basin from 1958 to 2020 by combining principal component analysis and random forest model. Results show that the overall resilience of the Hotan River Basin is low, decreasing from the upper (upstream) to the middle and lower (downstream) reaches, and that the intensity of human activities has a negative impact on resilience. Rivers are more likely to reach maximum resilience after experiencing periods of wet and dry conditions, although there is a lag in this progress. The random forest machine learning algorithm was used to accurately predict the resilience levels of the two upstream tributaries Yurungkash and Karakash Rivers, and the downstream Hotan River, with classification accuracies of 84.2 %, 71.4 %, and 87 %, respectively. The factors affecting the resilience of the Yurungkash River are the 30-day maximum, base flow index, low pulse duration, median streamflow in May, median streamflow in August, median streamflow in October, and 7-day maximum. The set of factors used to classify the resilience of the Karakash River include the 7-day maximum, 1-day maximum, median streamflow in June, 30-day maximum, 3-day maximum, median streamflow in February, and autumn temperature. The factors affecting the resilience of the Hotan River are the watershed inflow, Xiaota station runoff, population growth rate, and effective irrigated area. The findings of this study provide a theoretical basis for integrated water resource management and the sustainable development of the oasis economy in the Hotan River Basin.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
刚刚
1秒前
1秒前
1秒前
油条豆浆完成签到,获得积分10
1秒前
Porkpike发布了新的文献求助10
2秒前
2秒前
3秒前
3秒前
8899完成签到,获得积分10
3秒前
qwer189发布了新的文献求助10
4秒前
4秒前
JS姜硕完成签到,获得积分10
5秒前
曾经的百合完成签到,获得积分10
5秒前
5秒前
5秒前
5秒前
wdg完成签到,获得积分10
6秒前
YiyueChan完成签到,获得积分10
6秒前
研友_VZG7GZ的应助被我爱静静采纳,获得10
7秒前
7秒前
7秒前
猫了个喵发布了新的文献求助10
7秒前
orixero的应助被8899采纳,获得30
8秒前
8秒前
Euler发布了新的文献求助10
8秒前
hangzhen发布了新的文献求助10
9秒前
斯文败类的应助被heitao采纳,获得10
9秒前
芯子发布了新的文献求助10
9秒前
zjx完成签到 ,获得积分10
9秒前
CipherSage的应助被wave采纳,获得10
9秒前
bahung发布了新的文献求助10
10秒前
solution完成签到 ,获得积分10
10秒前
10秒前
昵称完成签到,获得积分10
10秒前
10秒前
好运常在发布了新的文献求助10
10秒前
sun发布了新的文献求助10
10秒前
Fionaaaa完成签到,获得积分10
11秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Encyclopedia of Reagents for Organic Synthesis, 14 Volume Set, 2nd Edition(本书共14册,本求助8volume-14volume共7册,独立harcover版本,非网络版本e-EROS 版,不能网络版转化PDF或提取PDF) 2000
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 1000
Электротехническая система магнитожидкостной герметизации валов регулируемых электродвигателей 800
日本語と中国語及びチベット・ビルマ語の語源関連性に関する分析 800
Practical Manual of Forensic Psychophysiology: Methodology, Execution, and Fields of Application 800
Holistic Discourse Analysis, Second Edition by Robert E. Longacre 666
热门求助领域 (近24小时)
化学 材料科学 医学 生物 计算机科学 工程类 纳米技术 有机化学 物理 生物化学 化学工程 内科学 复合材料 催化作用 心理学 人工智能 细胞生物学 光电子学 无机化学 量子力学
热门帖子
关注 科研通微信公众号,转发送积分 7946988
求助须知:如何正确求助?哪些是违规求助? 9426957
关于积分的说明 20983346
捐赠科研通 7531349
什么是DOI,文献DOI怎么找? 3368395
关于科研通互助平台的介绍 2504760
邀请新用户注册赠送积分活动 2400238