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基于逼近理想解排序法和蒙特卡罗模拟方法的湖泊富营养化水平评价。

Approach based on TOPSIS and Monte Carlo simulation methods to evaluate lake eutrophication levels.

机构信息

Department of Civil Engineering, School of Naval Architecture, Ocean, and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China.

MOE Key Laboratory of Intelligent Manufacturing Technology, College of Engineering, Shantou University, Shantou, Guangdong 515063, China.

出版信息

Water Res. 2020 Dec 15;187:116437. doi: 10.1016/j.watres.2020.116437. Epub 2020 Sep 19.

Abstract

This study presents an approach for eutrophication evaluation based on the technique for order preference by similarity to an ideal solution (TOPSIS) method and Monte Carlo simulation (MCS). The MCS is employed to produce a normally distributed dataset based on the observed data while the TOPSIS method and membership function are used to evaluate the level of eutrophication. Herein, a eutrophication problem in Lake Erhai is evaluated to check the performance of the proposed approach. The evaluation results were consistent with the real situation when the coefficient P in the membership function is equal to 1. Moreover, the developed approach is able to (i) deal with evaluation items with inherent fuzziness and uncertainties, (ii) improve the reliability of evaluation results via MCS, and (iii) raise the tolerance to errors in measured data. A global sensitivity analysis indicated that the potassium permanganate index (COD) and Secchi disc (SD) are the most sensitive factors in the developed approach. Finally, a range for the coefficient P value in the membership function was recommended.

摘要

本研究提出了一种基于逼近理想解排序法(TOPSIS)和蒙特卡罗模拟(MCS)的富营养化评价方法。MCS 用于根据观测数据生成正态分布数据集,而 TOPSIS 方法和隶属函数用于评价富营养化水平。在此,通过实例评估洱海富营养化问题,验证了该方法的有效性。当隶属函数中的系数 P 等于 1 时,评价结果与实际情况一致。此外,该方法能够:(i)处理评价项目固有的模糊性和不确定性;(ii)通过 MCS 提高评价结果的可靠性;(iii)提高对实测数据误差的容忍度。全局敏感性分析表明,在该方法中,高锰酸盐指数(COD)和塞氏盘(SD)是最敏感的因素。最后,推荐了隶属函数中系数 P 值的取值范围。

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