首页> 外文OA文献 >Integrated water resources management of overexploited hydrogeological systems using Object-Oriented Bayesian Networks
【2h】

Integrated water resources management of overexploited hydrogeological systems using Object-Oriented Bayesian Networks

机译:面向对象贝叶斯网络的过度开发水文地质系统水资源综合管理

摘要

Object-Oriented Bayesian Networks (OOBNs) have been used increasingly over the past few decades in fields as diverse as medicine, transport and aeronautics. In this paper, OOBNs are applied to the domain of integrated water management and used as a Decision Support System (DSS). This pioneering study, set in the Altiplano region of Murcia in Southern Spain, describes a method for the integrated analysis of a complex water system supplied by groundwater from four aquifers. This method is based on the development of a multivariable integrated technique based on Bayesu27 theorem. After identifying all relevant factors related to water management in the area these were then translated to variables within a Bayesian Network (BN) and the relationships between them investigated. Each network represented one of the four aquifer units. These individual BNs were then linked to form an OOBN which was used to represent the complex real-world situation. In this way a DSS to simulate the entire water system was constructed using a group of conventional Bns, linked to produce an OOBN. The main stakeholders of the region contributed to network design and construction throughout the entire process. The paper shows how this type of DSS can be used to evaluate the impacts of a range of management strategies that are available to local planners.
机译:在过去的几十年中,面向对象的贝叶斯网络(OOBN)越来越多地用于医学,运输和航空航天等领域。本文将OOBN应用于综合水管理领域,并用作决策支持系统(DSS)。这项开创性的研究在西班牙南部穆尔西亚的Altiplano地区进行,描述了一种综合分析由四个含水层提供的地下水的复杂水系统的方法。该方法基于基于贝叶斯定理的多变量集成技术的发展。在确定了与该地区水资源管理相关的所有相关因素之后,将这些因素转化为贝叶斯网络(BN)中的变量,并研究它们之间的关系。每个网络代表四个含水层单元之一。然后将这些单个的BN链接起来以形成一个OOBN,该OOBN用来表示复杂的现实世界情况。通过这种方式,使用一组常规的Bns构造了一个模拟整个供水系统的DSS,并将其链接起来产生一个OOBN。该地区的主要利益相关者在整个过程中为网络设计和建设做出了贡献。本文说明了如何使用这种DSS来评估可供本地规划人员使用的一系列管理策略的影响。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号