GSTDTAP  > 资源环境科学
DOI10.1029/2018WR024177
What Is Controlling Our Control Rules? Opening the Black Box of Multireservoir Operating Policies Using Time-Varying Sensitivity Analysis
Quinn, J. D.1; Reed, P. M.2; Giuliani, M.3; Castelletti, A.3,4
2019-07-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2019
卷号55期号:7页码:5962-5984
文章类型Article
语种英语
国家USA; Italy; Switzerland
英文摘要

Multireservoir systems are designed to serve multiple conflicting demands over varying time scales that may be out of phase with the system's hydroclimatic inputs. Adaptive, nonlinear reservoir control policies are often best suited to serve these needs. However, nonlinear operating policies are hard to interpret, so water managers tend to favor simple, static rules that may not effectively manage conflicts between the system's multisectoral demands. In this study, we introduce an analytical framework for opening the black box of optimized nonlinear operating policies, decomposing their time-varying information sensitivities to show how their adaptive and coordinated release prescriptions better manage hydrologic variability. Interestingly, these information sensitivities vary significantly across policies depending on how they negotiate tradeoffs between conflicting objectives. We illustrate this analysis in the Red River basin of Vietnam, where four major reservoirs serve to protect the capital of Hanoi from flooding while also providing the surrounding region with electric power and meeting multisectoral water demands for the agricultural and urban economies. Utilizing Evolutionary Multi-Objective Direct Policy Search, we are able to design policies that, using the same information as sequential if/then/else-based operating guidelines developed by the government, outperform these traditional rules with respect to every objective. Policy diagnostics using time-varying sensitivity analysis illustrate how the Evolutionary Multi-Objective Direct Policy Search operations better adapt and coordinate information use to reduce food-energy-water conflicts in the basin. These findings accentuate the benefits of transitioning to dynamic operating policies in order to manage evolving hydroclimatic variability and socioeconomic demands in multipurpose reservoir networks.


领域资源环境
收录类别SCI-E
WOS记录号WOS:000481444700044
WOS关键词ASIAN SUMMER MONSOON ; RESERVOIR OPERATION ; HYDROLOGIC INFORMATION ; SYSTEMS-ANALYSIS ; MANAGEMENT ; OPTIMIZATION ; ALGORITHM ; FRAMEWORK ; FORECASTS ; MODELS
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/184865
专题资源环境科学
作者单位1.Univ Virginia, Dept Engn Syst & Environm, Charlottesville, VA 22904 USA;
2.Cornell Univ, Dept Civil & Environm Engn, Ithaca, NY 14853 USA;
3.Politecn Milan, Dept Elect Informat & Bioengn, Milan, Italy;
4.Swiss Fed Inst Technol, Inst Environm Engn, Zurich, Switzerland
推荐引用方式
GB/T 7714
Quinn, J. D.,Reed, P. M.,Giuliani, M.,et al. What Is Controlling Our Control Rules? Opening the Black Box of Multireservoir Operating Policies Using Time-Varying Sensitivity Analysis[J]. WATER RESOURCES RESEARCH,2019,55(7):5962-5984.
APA Quinn, J. D.,Reed, P. M.,Giuliani, M.,&Castelletti, A..(2019).What Is Controlling Our Control Rules? Opening the Black Box of Multireservoir Operating Policies Using Time-Varying Sensitivity Analysis.WATER RESOURCES RESEARCH,55(7),5962-5984.
MLA Quinn, J. D.,et al."What Is Controlling Our Control Rules? Opening the Black Box of Multireservoir Operating Policies Using Time-Varying Sensitivity Analysis".WATER RESOURCES RESEARCH 55.7(2019):5962-5984.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Quinn, J. D.]的文章
[Reed, P. M.]的文章
[Giuliani, M.]的文章
百度学术
百度学术中相似的文章
[Quinn, J. D.]的文章
[Reed, P. M.]的文章
[Giuliani, M.]的文章
必应学术
必应学术中相似的文章
[Quinn, J. D.]的文章
[Reed, P. M.]的文章
[Giuliani, M.]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。