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DOI10.1029/2018WR024249
How Important Are Model Structural and Contextual Uncertainties when Estimating the Optimized Performance of Water Resource Systems?
Dobson, Barnaby1; Wagener, Thorsten1,2; Pianosi, Francesca1
2019-03-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2019
卷号55期号:3页码:2170-2193
文章类型Article
语种英语
国家England
英文摘要

Uncertainty in simulating water resource systems (WRSs) makes it difficult to assess how effective different water management decisions will be. Uncertainty in simulation models can undermine the credibility of simulation and optimization studies and the uptake of their results. We identify different sources of uncertainty in WRS models and find that structural uncertainty (i.e., around definition of interrelationships within the system) and contextual uncertainty (i.e., around definition of the system boundaries) are rarely considered when simulating and optimizing WRSs. We propose a methodology to quantify the effects of structural and contextual uncertainties on the estimated performance of optimized water management decisions and demonstrate that they have a significant impact on a real-world case study of a pumped-storage system in the UK. To the best of the authors' knowledge, this is the first study to consider the impact of these types of uncertainty on optimized operating policies and their simulated performances. Our main finding is that of all the considered uncertainties, the assumptions made about context-specifically around the level of cooperation between neighboring water companies-had the greatest impact on performance estimates. This is important because few WRSs exist in isolation, yet discussion of the effects that a given definition of the system boundaries have on the simulation/optimization results is uncommon. We also highlight the significance of adequately considering aleatory uncertainty when evaluating performance estimates-something that few studies do-and present a simple technique to justify the sample size used for the evaluation of optimization results.


英文关键词reservoirs decision making under uncertainty system operation and management multiobjective optimization water management
领域资源环境
收录类别SCI-E
WOS记录号WOS:000464660000022
WOS关键词DYNAMIC-PROGRAMMING MODELS ; MULTIRESERVOIR SYSTEMS ; RESERVOIR SYSTEMS ; MANAGEMENT ; OPERATION ; RIVER ; RISK ; STATIONARITY ; INFORMATION ; RELIABILITY
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/181571
专题资源环境科学
作者单位1.Univ Bristol, Dept Civil Engn, Bristol, Avon, England;
2.Univ Bristol, Cabot Inst, Bristol, Avon, England
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GB/T 7714
Dobson, Barnaby,Wagener, Thorsten,Pianosi, Francesca. How Important Are Model Structural and Contextual Uncertainties when Estimating the Optimized Performance of Water Resource Systems?[J]. WATER RESOURCES RESEARCH,2019,55(3):2170-2193.
APA Dobson, Barnaby,Wagener, Thorsten,&Pianosi, Francesca.(2019).How Important Are Model Structural and Contextual Uncertainties when Estimating the Optimized Performance of Water Resource Systems?.WATER RESOURCES RESEARCH,55(3),2170-2193.
MLA Dobson, Barnaby,et al."How Important Are Model Structural and Contextual Uncertainties when Estimating the Optimized Performance of Water Resource Systems?".WATER RESOURCES RESEARCH 55.3(2019):2170-2193.
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