基于多变量的水体混合事件检测方法及性能比较

    A multivariate based water mixing event detection method and performance comparison

    • 摘要: 长距离输水工程内水外渗、外水内渗等问题会引起潜在的工程隐患和水质隐患,如何能够快速而准确地对水体混合事件进行监测和预警是当前面临的新课题。针对传统的水体预警技术和算法存在假阳性高和真阳性率低的缺点,提出了一种新的基于多参数匹配算法的水体混合检测方法,综合集成皮尔逊相关系数与马氏距离进行水体识别。通过实验室混合模拟实验对检测方法进行了验证及评价,比较了皮尔逊-马氏距离(PM) 和传统的皮尔逊-欧式距离(PE)两种算法的差异。结果表明:对于水体指标差异大的混合事件,PE及PM法均可以正确检测到100%的混合事件,误报率均为0%;对于水体指标差异小的混合事件,PE及PM法均可以正确检测95%的混合事件,误报率分别为1.92%和0%,因此PE法易受外水与干渠水差异性的影响,最优阈值选取区间小,而PM法受其影响小,最优阈值选取区间大,具有更高的检测性能和更低的误报率,算法性能稳定性好,能够更好地区分水质波动和混合造成的波动。

       

      Abstract: The problems of internal and external water seepage in long-distance enclosed water conveyance project can cause potential engineering and water quality hazards. How to monitor and warn water mixing events quickly and accurately is a new topic. Conventional detection algorithms are often criticized for having high false positive rates and low true positive rates. This paper presents a new water mixed detection method based on multi parameter matching algorithm, which integrates Pearson correlation coefficient and Mahalanobis distance for water identification. The performance of the proposed method was evaluated using data from a water mixed experiment and compared Pearson correlation coefficient Euclidean distance-based method (PE) with Pearson correlation coefficient Mahalanobis distance-based method (PM). For the mixed events with large differences in water quality, both PE and PM methods can correctly detect 100% of all water mixing events with a 0% false alarm rate. For the mixed events with small differences in water quality, both PE and PM methods can correctly detect 95% of all water mixing events, and the false alarm rate are 1.92% and 0% respectively. Therefore, compared with the PE method, the PM method is less affected by the difference between external water and water in the main canal, has a larger optimal threshold selection range. The PM algorithm has higher detection performance and lower false alarm rate,which has better stability and can better distinguish between water quality fluctuations and fluctuations caused by mixing.

       

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