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Development of rehabilitation plans for water mains replacement considering risk and cost-benefit assessment

机译:考虑风险和成本效益评估,制定水管更换修复计划

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摘要

The economic and social costs of pipe bursts in water distribution networks (WDNs) are very significant. Water managers need reliable replacement plans for critical pipes, balancing investment with expected benefits in a risk-based management scenario. Thus, a robust and feasible decision support tool for water system rehabilitation is required. This kind of tool should incorporate (ⅰ) a model to forecast pipe failures and (ⅱ) a strategy to solve a multi-objective optimisation problem trading investment vs. benefits. The former requires the collection of company asset data and the statistical modelling of pipe bursts. In this article, the burst modelling is performed by the evolutionary polynomial regression technique, providing a symbolic model for predicting pipe bursts. The benefits of burst reduction achieved by mains rehabilitation are evaluated by a multi-objective optimisation model over a short-term planning horizon (taken to be one year in this study). The multi-objective strategy is embedded in a genetic algorithm search methodology. The procedure identifies different subsets of pipes scheduled for rehabilitation, ranging from no-replacement (i.e., no reduction of the predicted number of bursts) to the complete replacement scheme (i. e. maximum reduction of the predicted number of bursts), trading cost of rehabilitation against achieved benefits. The result of the strategy is a Pareto (trade-off) front, which by itself does not provide any prioritisation of pipes for replacement. Thus, the article introduces a further processing step by which pipes are prioritised for rehabilitation based on the number of times each belongs to a solution on the Pareto front. By considering costs and such priority rating of each main, an improved investments/benefit diagram is constructed. The procedure is tested on a real-world UK WDN.
机译:水分配网络(WDN)中爆管的经济和社会成本非常高。水管理人员需要可靠的关键管道更换计划,以在基于风险的管理方案中平衡投资与预期收益。因此,需要用于水系统修复的鲁棒且可行的决策支持工具。这种工具应结合(ⅰ)预测管道故障的模型和(ⅱ)解决投资与收益之间的多目标优化问题的策略。前者需要收集公司资产数据和管道破裂的统计模型。在本文中,通过演化多项式回归技术执行突发建模,从而提供了用于预测管道突发的符号模型。在短期计划范围内(本研究为一年),通过多目标优化模型评估了通过市电恢复实现的减少爆裂的好处。多目标策略被嵌入遗传算法搜索方法中。该程序确定了计划进行修复的管道的不同子集,范围从无更换(即,不减少预计的爆破次数)到完整的更换方案(即,最大减少的预计的爆破次数),修复交易成本与取得了收益。该策略的结果是帕累托(权衡)前沿,其本身不提供任何替换管道的优先级。因此,本文介绍了进一步的处理步骤,根据管道在Pareto前端属于解决方案的次数确定管道优先进行修复的步骤。通过考虑成本和每个主管道的优先等级,可以构建改进的投资/收益图。该过程已在真实的英国WDN上进行了测试。

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