基于级联模型预测控制的洪水管理地理信息系统

IF 0.7 Q4 GEOGRAPHY, PHYSICAL Geographia Technica Pub Date : 2021-08-28 DOI:10.21163/gt_2021.162.10
K. Klahan, S. Chittaladakorn, Sitang Pilailar
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引用次数: 0

摘要

:世界各地的河流洪水数量都在增加,泰国呵叻府也在增加。为了防止灾害,皇家水利部(RID)建造了13个调节结构来控制流量。目前,无论对整体系统性能的影响如何,局部控制器都会在空间上控制这些结构,以最大限度地减少子系统的损坏。在本研究中,提出了将实时洪水管理工具与级联模型预测控制(MPC)以及GIS应用相结合的概念,并结合2013年的洪水事件进行了验证。Lamtakong河大规模现有水工结构的分布式控制在考虑局部性能和全球系统相互作用的情况下,优化利用了滞留池的蓄水能力。该模型提出了从洪水过程线开始到结束的指定时间内每个梯级的最佳闸门开启度。控制水位的结果表明了CMPC的效率,它比PID和RID的实践技术更令人满意,如低于Nakhon Ratchasima市河岸水位0.5m的水位所证明的。通过对2013年历史洪水和CASCADE MPC管理的洪水面积的比较,GIS洪水图显示,在CASCADE MPC管理的情况下,可以将Nakhorn Ratchasima市的洪水面积减少近60%。
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GEOGRAPHIC INFORMATION SYSTEM FOR FLOOD MANAGEMENT BY CASCADE MODEL PREDICTIVE CONTROL (MPC)
: The number of river floods has increased worldwide, as well as in Nakorn Ratchasima Province in Thailand. To prevent disasters, the R oyal I rrigation D epartment (RID) constructed thirteen regulating structures to control discharges. Currently, the local controllers spatially control these structures to minimize the subsystem's damage, regardless of the effects on the overall system performance. In this study, the concept of combining real-time flood management tools and the cascade M odel P redictive C ontrol (MPC) as well as application of GIS has been proposed and verified with the 2013 flood event. The distributed control of the existing hydraulic structures on the large scale of the Lamtakong River made optimal use of the retention basin storage capacity with the considerations of both local performance and global system interactions. The model proposes an optimal gate opening of each cascade at the specified time, from the beginning until the end of flood hydrographs. The results of the controlled water level indicate the efficiency of the CMPC, which is more satisfied satisfactory than the PID and practice technique of RID, as evidenced by the water level of 0.5 m that is lower than the level of the riverbank at Nakhon Ratchasima City. A comparison of flood areas between the historical flood in year 2013 and Management by CASCADE MPC shows by GIS flood map that in the case of Management by CASCADE MPC, it can reduce the flood area in Nakhorn Ratchasima city by almost 60%.
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来源期刊
Geographia Technica
Geographia Technica GEOGRAPHY, PHYSICAL-
CiteScore
2.30
自引率
14.30%
发文量
34
期刊介绍: Geographia Technica is a journal devoted to the publication of all papers on all aspects of the use of technical and quantitative methods in geographical research. It aims at presenting its readers with the latest developments in G.I.S technology, mathematical methods applicable to any field of geography, territorial micro-scalar and laboratory experiments, and the latest developments induced by the measurement techniques to the geographical research. Geographia Technica is dedicated to all those who understand that nowadays every field of geography can only be described by specific numerical values, variables both oftime and space which require the sort of numerical analysis only possible with the aid of technical and quantitative methods offered by powerful computers and dedicated software. Our understanding of Geographia Technica expands the concept of technical methods applied to geography to its broadest sense and for that, papers of different interests such as: G.l.S, Spatial Analysis, Remote Sensing, Cartography or Geostatistics as well as papers which, by promoting the above mentioned directions bring a technical approach in the fields of hydrology, climatology, geomorphology, human geography territorial planning are more than welcomed provided they are of sufficient wide interest and relevance.
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