Southeast University, 2#, Sipailou Street, Nanjing City, Jiangsu Province, 210096, China.
Southeast University, 2#, Sipailou Street, Nanjing City, Jiangsu Province, 210096, China.
J Environ Manage. 2021 Nov 15;298:113372. doi: 10.1016/j.jenvman.2021.113372. Epub 2021 Aug 2.
In water distribution system (WDS), chlorine is often injected as disinfectant to control the growth of microorganism in WDS. However, the chlorine reacts with organism to form disinfectant byproduct, which can bring risk to human health. As such, the chlorine at nodes in WDS should be kept between acceptable range, which is simulated based on the response at nodes corresponding to unit injection mass at boosters. To deal with the uncertainty in chlorine decay process and lower and upper chlorine concentration limits, an inexact left-hand-side chance-constrained programming (ILCCP) model was proposed in this paper and applied to two WDSs. The response coefficients matrix was expressed as random variables with normal probability distribution in the constraints of lower and upper limits, which was obtained through Monte Carlo simulation by linking with EPANET software. The intervals of injection mass were obtained by solving the ILCCP model with a two-step algorithm. Moreover, the effects of random bulk decay coefficients and interval of chlorine limits on the injection mass were analyzed and compared. The results indicated that the lower bounds of optimal injection mass increased with the rise of probability lever for lower limits, while the upper bounds decreased with the rise of the probability level for upper limits. The results can help managers determine the chlorine injection mass under uncertain scenarios, and can be applied to more complicated WDS to obtain meaningful results.
在供水系统 (WDS) 中,通常会注入氯气作为消毒剂来控制 WDS 中微生物的生长。然而,氯会与有机物反应形成消毒剂副产物,这会给人类健康带来风险。因此,WDS 中节点处的氯含量应保持在可接受的范围内,这是基于加氯点对应节点的响应来模拟的。为了应对氯衰减过程中的不确定性以及低浓度和高浓度氯的限制,本文提出了一种不精确的左侧机会约束规划 (ILCCP) 模型,并将其应用于两个 WDS。响应系数矩阵在低浓度和高浓度限制的约束下表示为具有正态概率分布的随机变量,通过与 EPANET 软件链接进行蒙特卡罗模拟获得。通过两步算法求解 ILCCP 模型得到了注入质量的区间。此外,还分析和比较了随机整体衰减系数和氯浓度区间对注入质量的影响。结果表明,最优注入质量的下界随着低限概率水平的提高而增加,而上界随着上限概率水平的提高而降低。研究结果有助于管理人员在不确定情况下确定氯的注入量,并可应用于更复杂的 WDS 以获得有意义的结果。