面向故障诊断的供水管网水压监测点优化布置方法
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TU991.33

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国家自然科学基金(U1501253);陕西省教育厅2013年科学研究计划(2013JK0175)


Optimal layout method of water pressure monitoring points for water supply network based on fault diagnosis
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    摘要:

    为解决供水管网故障诊断中准确率不高、经济性不佳的问题,设计了一个基于改进的果蝇优化算法核极限学习机的供水管网故障诊断模型。经验证,该模型具有学习速度快、故障识别率高等优点。以该模型为核心提出了基于果蝇优化算法的供水管网水压监测点优化布置方法。该方法首先利用果蝇优化算法形成多组水压监测点方案,然后用供水管网故障诊断模型计算每种方案的诊断准确率,选择其中诊断准确率最高、经济性最好的方案作为候选最优方案,并以此方案为基础,使用果蝇优化算法不断循环迭代,最终找到故障诊断准确率高且经济性最好的水压监测点布置方案。利用Matlab语言代码对提出供水管网水压监测点优化布置方法进行了编码实现,使用实际管网数据进行了实验,结果表明,所提出的供水管网水压监测点优化布置方法是一个有效的水压监测点优化布置方法。

    Abstract:

    To improve the accuracy and economy of fault diagnosis, the layout method of water pressure monitoring points is proposed. Firstly, a fault diagnosis model of water supply network is designed by using Modified Fruit Fly Optimization Algorithm (MFFOA) and Kernel Extreme Learning Machine (KELM). The experimental results show that the fault diagnosis model has the advantages of fast training speed and high accuracy. Then, based on the Fruit Fly Optimization Algorithm (FFOA) and the fault diagnosis model which is proposed, a water pressure monitoring point layout method is designed. In the method, firstly a set of water pressure detection points is formed by FFOA. Then, the diagnostic accuracy of each scheme is calculated by the fault diagnosis model and the accurate and economic scheme is chosen to be the candidate optimal program. After that, FFOA algorithm is used to iterate and find the optimal layout of water pressure monitoring solution which has the best accuracy and best economic performance. Finally, the proposed method which is realized is tested by the actual pipe network data. The results show that the method presented in this paper is an effective method to optimize the water pressure monitoring points. Comparing with other methods, the accuracy and economy of fault diagnosis are improved obviously.

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李栋,薛惠锋,张文宇.面向故障诊断的供水管网水压监测点优化布置方法[J].土木与环境工程学报(中英文),2018,40(2):53-61. Li Dong, Xue Huifeng, Zhang Wenyu. Optimal layout method of water pressure monitoring points for water supply network based on fault diagnosis[J]. JOURNAL OF CIVIL AND ENVIRONMENTAL ENGINEERING,2018,40(2):53-61.10.11835/j. issn.1674-4764.2018.02.009

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  • 收稿日期:2017-04-17
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  • 在线发布日期: 2018-03-08
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