Alexander Matthew T, Waters Thomas E, McNeely Morgan, Speth Thomas F, Dugan Nicholas R
U.S. Environmental Protection Agency, Office of Ground Water and Drinking Water, Cincinnati, Ohio, USA.
U.S. Environmental Protection Agency, Office of Research and Development, Cincinnati, Ohio, USA.
AWWA Water Sci. 2023 Aug 21;6(3). doi: 10.1002/aws2.1372.
The feasibility of using a 2 fractional factorial design to screen the relative importance of six water quality and operational factors in the removal of microcystin-LR (MC-LR) by powdered activated carbon (PAC) was evaluated through jar testing. The factors were: PAC type, PAC dose, total organic carbon (TOC) concentration, turbidity, alum dose, and timing of PAC versus coagulant application. Follow-up tests were performed to examine the interaction of PAC dose and TOC concentrations. All MC-LR analyses were performed by enzyme linked immunosorbent assay (ELISA) and liquid chromatography coupled with tandem mass spectrometry (LC/MS/MS). The top three effect magnitudes were the same by ELISA and LC/MS/MS:PAC dose > PAC type > PAC application time. Correlation coefficients between removals estimated by ELISA and LC/MS/MS were >0.9 ( « .05). With both methods, the effects of PAC type and dose were found to be markedly larger than the other factors. The follow-up tests indicated a greater impact of PAC dose at higher natural organic matter concentrations. Factorial designs are not commonly used to plan drinking water jar test experiments. The results generated in this study were plausible with respect to the existing body of adsorption knowledge, thus helping to demonstrate the feasibility of the factorial approach.
通过烧杯试验评估了采用二分之一分式析因设计来筛选六种水质和运行因素对粉末活性炭(PAC)去除微囊藻毒素-LR(MC-LR)的相对重要性的可行性。这些因素包括:PAC类型、PAC投加量、总有机碳(TOC)浓度、浊度、明矾投加量以及PAC与混凝剂投加的时间顺序。进行了后续试验以研究PAC投加量与TOC浓度之间的相互作用。所有MC-LR分析均通过酶联免疫吸附测定(ELISA)以及液相色谱-串联质谱联用(LC/MS/MS)进行。ELISA和LC/MS/MS得出的前三大效应量相同:PAC投加量>PAC类型>PAC投加时间。ELISA和LC/MS/MS估算的去除率之间的相关系数>0.9(P<0.05)。两种方法均表明,PAC类型和投加量的影响明显大于其他因素。后续试验表明,在天然有机物浓度较高时,PAC投加量的影响更大。析因设计通常不用于规划饮用水烧杯试验。本研究得出的结果在现有吸附知识体系方面是合理的,从而有助于证明析因方法的可行性。