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Quantitative microbial risk assessment (QMRA) of the work of manual pit emptiers, commonly known as bayakous 人工掏粪坑(俗称河口)工作的微生物风险定量评估(QMRA
Pub Date : 2024-05-22 DOI: 10.2166/wst.2024.164
Davidson Jean-Baptiste, Frédéric Monette
In Haiti, manual pit emptiers, known as bayakous, face significant health risks. They work by descending naked into latrine pits, exposing themselves to pathogens and contributing to environmental contamination. This study employs the quantitative microbial risk assessment (QMRA) method to evaluate the microbial risks associated with this practice, considering nine prevalent pathogens in Haiti. Three ingestion scenarios were developed: hand-to-mouth contact, ingestion while immersed in excreta, and a combination of both. A sensitivity analysis assessed the impact of input data on study outcomes. The results indicate a high probability of infection and illness during pit emptying operations annually for all scenarios and pathogens. Recommendations include adopting personal protective equipment (PPE) and using a manual Gulper waste pump to eliminate the need to descend directly into the pits, thereby reducing the risk of injury from sharp objects. The study proposes the establishment of intermediate disposal points approximately 5 km from collection sites to deter illegal dumping. National regulations and professionalization of the bayakou profession are suggested, along with awareness campaigns to promote PPE and Gulper pump usage. Addressing these issues is crucial for safeguarding the health of bayakou and public health in Haiti.
在海地,被称为 "bayakous "的人工掏粪工面临着巨大的健康风险。他们赤身裸体下到茅坑里工作,使自己暴露在病原体中,造成环境污染。本研究采用微生物定量风险评估 (QMRA) 方法来评估与这种做法相关的微生物风险,考虑到了海地流行的九种病原体。研究设定了三种摄入情景:手口接触、浸泡在排泄物中摄入以及两者结合。敏感性分析评估了输入数据对研究结果的影响。结果表明,在每年的掏坑作业中,所有情况和病原体的感染和患病概率都很高。建议包括采用个人防护设备 (PPE) 和使用手动 Gulper 废品泵,这样就无需直接下到坑中,从而降低了尖锐物体造成伤害的风险。研究建议在距离收集点约 5 公里处设立中间处置点,以阻止非法倾倒。此外,还建议制定国家法规,并使贝卡口职业专业化,同时开展宣传活动,推广个人防护设备和 Gulper 泵的使用。解决这些问题对于保护海地的巴卡库健康和公众健康至关重要。
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引用次数: 0
Interplay of natural and anthropogenic inputs on the groundwater contamination of Beenaganj-Chachura block 自然和人为输入对 Beenaganj-Chachura 区块地下水污染的相互作用
Pub Date : 2024-05-21 DOI: 10.2166/wst.2024.162
Yogesh Murthy, Sanjeev Kumar Ahirwar, Nitin Kumar Samaiya
The present research work investigates the impact of natural and anthropogenic inputs on the chemistry and quality of the groundwater in the Beenaganj-Chachura block of Madhya Pradesh, India. A total of 50 groundwater samples were examined for nitrates, fluoride, chlorides, total dissolved solids, calcium, magnesium, pH, total hardness, and conductivity, and their impact on entropy-weighted water quality index and pollution index of groundwater (PIG) was investigated via the response surface methodology (RSM) using the central composite design. According to analytical findings, Ca, Mg, Cl−, SO42−, and NO3− exceed the desired limit and permitted limit set by the Bureau of Indian Standards (BIS) and the World Health Organization (WHO). According to PIG findings, 76, 16, and 8% of groundwater samples, respectively, fell into the insignificant, low, and moderate pollution categories. The regression coefficients of the quadratic RSM models for the experimental data provided excellent results. Thus, RSM provides an excellent means to obtain the optimized values of input parameters to minimize the PIG values.
本研究调查了自然和人为输入对印度中央邦 Beenaganj-Chachura 地区地下水化学和水质的影响。共对 50 个地下水样本进行了硝酸盐、氟化物、氯化物、溶解性总固体、钙、镁、pH 值、总硬度和电导率的检测,并采用中心复合设计,通过响应面方法(RSM)研究了它们对熵加权水质指数和地下水污染指数(PIG)的影响。分析结果表明,Ca、Mg、Cl-、SO42- 和 NO3-超出了印度标准局(BIS)和世界卫生组织(WHO)规定的理想限值和允许限值。根据 PIG 的调查结果,分别有 76%、16% 和 8%的地下水样本属于微量、低度和中度污染类别。实验数据的二次 RSM 模型的回归系数结果非常好。因此,RSM 是获得输入参数优化值的绝佳方法,可将 PIG 值降至最低。
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引用次数: 0
Study on the performance of biochar prepared from walnut shell and traditional graphene electrode plate in the treatment of domestic sewage in microbial fuel cells 核桃壳制备的生物炭和传统石墨烯电极板在微生物燃料电池处理生活污水中的性能研究
Pub Date : 2024-05-21 DOI: 10.2166/wst.2024.163
Zhenhua Hu, Huifang Zhao, Bingyuan Wang, Cuijing Zhang, Hongsheng Lu
As a new pollutant treatment technology, microbial fuel cell (MFC) has a broad prospect. In this article, the devices assembled using walnut shells are named biochar-microbial fuel cell (B-MFC), and the devices assembled using graphene are named graphene-microbial fuel cell (G-MFC). Under the condition of an external resistance of 1,000 Ω, the B-MFC with biochar as the electrode plate can generate a voltage of up to 75.26 mV. The maximum power density is 76.61 mW/m2, and the total internal resistance is 3,117.09 Ω. The removal efficiency of B-MFC for ammonia nitrogen (NH3-N), chemical oxygen demand (COD), total nitrogen (TN), and total phosphorus (TP) was higher than that of G-MFC. The results of microbial analysis showed that there was the more operational taxonomic unit (OTU) on the walnut shell biochar electrode plate. The final analysis of the two electrode materials using BET specific surface area testing method (BET) and scanning electron microscope (SEM) showed that the pore size of walnut shell biochar was smaller, the specific surface area was larger, and the pore distribution was smoother. The results show that using walnut shells to make electrode plates is an optional waste recycling method and an electrode plate with excellent development prospects.
作为一种新型污染物处理技术,微生物燃料电池(MFC)具有广阔的前景。本文将利用核桃壳组装的装置命名为生物炭-微生物燃料电池(B-MFC),利用石墨烯组装的装置命名为石墨烯-微生物燃料电池(G-MFC)。在外部电阻为 1,000 Ω 的条件下,以生物炭为电极板的 B-MFC 可产生高达 75.26 mV 的电压。B-MFC 对氨氮(NH3-N)、化学需氧量(COD)、总氮(TN)和总磷(TP)的去除率高于 G-MFC。微生物分析结果表明,核桃壳生物炭电极板上有更多的操作分类单元(OTU)。使用 BET 比表面积测试法(BET)和扫描电子显微镜(SEM)对两种电极材料进行的最终分析表明,核桃壳生物炭的孔径更小,比表面积更大,孔隙分布更平滑。结果表明,利用核桃壳制作电极板是一种可选的废物回收方法,也是一种具有良好发展前景的电极板。
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引用次数: 0
Study on cultivation of aerobic granular sludge and its application in degrading lignin models in the sequencing batch biofilter granular reactor 好氧颗粒污泥培养及其在序批式生物滤池颗粒反应器降解木质素模型中的应用研究
Pub Date : 2024-05-20 DOI: 10.2166/wst.2024.161
Jingran Peng, Lirong Lei, Yi Hou, Shuangshuang Chen
In this study, three Sequencing Batch Biofilter Granular Reactors (SBBGRs) were employed to treat model lignin wastewater containing different lignin models (2,6-dimethoxyphenol, 4-methoxyphenol, and vanillin). After 40 days of cultivation, uniform-shaped aerobic granular sludge (AGS) was successfully developed through nutrient supplementation with synthetic wastewater. During the acclimation stage, the chemical oxygen demand (COD) reduction efficiencies of the three reactors showed a trend of initial decreasing (5–20%) and then recovering to a high reduction efficiency (exceeding 90%) in a short period of time. During the stable operation stage, all three reactors achieved COD reduction efficiencies exceeding 90%. These findings indicated the cultivated AGS's robust resistance to changes in lignin models in water. UV–Vis spectra analysis confirmed the effective degradation of the three lignin models. Microbiological analysis showed that Proteobacteria and Bacteroidetes were always the dominant phyla. At the genus level, while Acinetobacter (15.46%) dominated in the inoculation sludge, Kapabacteriales (7.93%), SBR1031 (11.77%), and Chlorobium (25.37%) were dominant in the three reactors (for 2,6-dimethoxyphenol, 4-methoxyphenol, and vanillin) after degradation, respectively. These findings demonstrate that AGS cultured with SBBGR effectively degrades lignin models, with different dominant strains observed for various lignin models.
本研究采用了三个序批式生物滤池颗粒反应器(SBBGRs)来处理含有不同木质素模型(2,6-二甲氧基苯酚、4-甲氧基苯酚和香草醛)的木质素模型废水。经过 40 天的培养,在合成废水的营养补充下,成功培养出了均匀的好氧颗粒污泥(AGS)。在适应阶段,三个反应器的化学需氧量(COD)削减效率呈现出从最初的下降(5%-20%)到短时间内恢复到较高削减效率(超过 90%)的趋势。在稳定运行阶段,三个反应器的 COD 削减效率均超过 90%。这些发现表明,培养的 AGS 对水中木质素模型的变化具有很强的抵抗力。紫外可见光谱分析证实了三种木质素模型的有效降解。微生物分析表明,变形菌和类杆菌始终是优势菌门。在属的层面上,接种污泥中以醋酸乙烯杆菌(15.46%)为主,而降解后的三个反应器(分别降解 2,6-二甲氧基苯酚、4-甲氧基苯酚和香兰素)中则以卡帕杆菌(7.93%)、SBR1031(11.77%)和氯杆菌(25.37%)为主。这些研究结果表明,用 SBBGR 培养的 AGS 能有效降解木质素模型,不同的木质素模型有不同的优势菌株。
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引用次数: 0
Enhanced removal of ciprofloxacin and associated antibiotic-resistant genes from wastewater using a biological aeration filters in combination with Fe3O4-modified zeolite 利用生物曝气滤池与 Fe3O4 改性沸石相结合,提高废水中环丙沙星及相关抗生素耐药基因的去除率
Pub Date : 2024-05-17 DOI: 10.2166/wst.2024.160
Minzhi Ye, Yiping Jiang, Laying Qian, Feng Qiu, Zhiquan Liu, Zhu Wang, Chun Hu
The release of antibiotics into the water environment through sewage discharge is a significant environmental concern. In the present study, we investigated the removal of ciprofloxacin (CIP) in simulated sewage by biological aeration filter (BAF) equipped with Fe3O4-modified zeolite (Fe3O4@ZF). Fe3O4@ZF was prepared with the impregnation method, and the Fe3O4 particles were successfully deposited on the surface of ZF in an amorphous form according to the results of XPS and XRD analysis. The modification also increased the specific surface area (from 16.22 to 22 m2/g) and pore volume (from 0.0047 to 0.0063 cm3/g), ultimately improving the adsorption efficiency of antibiotics. Fe3O4-modified ZF could improve the treatment performance significantly, and the removal efficiency of CIP in BAF-Fe3O4@ZF was 79 ± 2.4%. At a CIP influent concentration of 10 mg/L, the BAF-Fe3O4@ZF reduced the relative abundances of antibiotic-resistant genes (ARGs) int, mexA, qnrB, and qnrS in the effluent by 57.16, 39.59, 60.22, and 20.25%, respectively, which may effectively mitigate the dissemination risk of ARGs. The modification of ZF increased CIP-degrading bacteria abundance, such as Rhizobium and Deinococcus-Thermus, and doubled bacterial ATP activity, promoting CIP degradation. This study offers a viable, efficient method to enhance antibiotic treatment and prevent leakage via sewage discharge.
抗生素通过污水排放进入水环境是一个重大的环境问题。在本研究中,我们利用装有 Fe3O4 改性沸石(Fe3O4@ZF)的生物曝气滤池(BAF)研究了模拟污水中环丙沙星(CIP)的去除情况。Fe3O4@ZF 采用浸渍法制备,根据 XPS 和 XRD 分析结果,Fe3O4 颗粒以无定形形式成功沉积在 ZF 表面。改性还增加了比表面积(从 16.22 m2/g 增加到 22 m2/g)和孔隙率(从 0.0047 cm3/g 增加到 0.0063 cm3/g),最终提高了抗生素的吸附效率。Fe3O4 改性 ZF 能显著提高处理性能,BAF-Fe3O4@ZF 对 CIP 的去除率为 79 ± 2.4%。在CIP进水浓度为10 mg/L时,BAF-Fe3O4@ZF可使出水中抗生素耐药基因(ARGs)int、mexA、qnrB和qnrS的相对丰度分别降低57.16%、39.59%、60.22%和20.25%,可有效降低ARGs的传播风险。对 ZF 的改性增加了 CIP 降解菌(如根瘤菌和脱氧雪腐镰刀菌)的数量,并使细菌的 ATP 活性提高了一倍,从而促进了 CIP 降解。这项研究为加强抗生素处理和防止通过污水排放泄漏提供了一种可行、高效的方法。
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引用次数: 0
Feeding frequency efficacy on biogas yield of oily substrate anaerobic digestion in continuous stir tank reactor 连续搅拌罐反应器中进料频率对含油基质厌氧消化沼气产量的影响
Pub Date : 2024-05-15 DOI: 10.2166/wst.2024.153
Nazaitulshila Rasit, Wan Azlina Wan Ab Karim Ghani, Mohammad Hakim Che Harun, Sofiah Hamzah, Roslinda Seswoya, Md. Nurul Islam Siddique
Anaerobic treatment of oily substrate, known as grease trap waste (GTW), was investigated for its practicability via continuous stirred tank reactor (CSTR) at different operating conditions and selected recovery strategies of feeding frequency efficacy. This study determine the performance of feeding frequency efficacy, namely feeding every 24 hours (R24H) and feeding every 12 hours (R12H). Under organic loading rate (OLR) of 2.2 gCOD/L.day, R12H exhibited methane composition of 57%, methane production rate of 0.27 LCH4/L.day, and methane yield of 0.14 LCH4/gCODremoved. At the same OLR, R24H recorded methane composition of 60%, methane production rate of 0.29 LCH4/L.day and similar methane yield as R12H. Findings indicated that R24H showed performance comparable to that of R12H. Given minor variation observed in performance, it is recommended that plant operators may consider scheduling 2 times feeding per day for low loading conditions and switch to 1 time feeding per day for higher loading conditions. This strategy is designed to balance the system and prevent shock loads, which could lead to plant shutdowns. This mechanism will induce their conversion to volatile fatty acids (VFAs); thus, reducing the risk of acid accumulation and pH drops, which could inhibit methanogens to produce methane, especially for oily substrate.
研究人员通过连续搅拌槽反应器(CSTR)在不同运行条件下对油性基质(即隔油池废物(GTW))进行了厌氧处理,并选择了进料频率功效的回收策略。本研究确定了进料频率的效能,即每 24 小时进料一次(R24H)和每 12 小时进料一次(R12H)。在有机负荷率(OLR)为 2.2 gCOD/L.day 的条件下,R12H 的甲烷成分为 57%,甲烷产生率为 0.27 LCH4/L.day,甲烷产量为 0.14 LCH4/gCODremoved。在相同的 OLR 下,R24H 的甲烷成分为 60%,甲烷生产率为 0.29 LCH4/L.day,甲烷产量与 R12H 相似。研究结果表明,R24H 的性能与 R12H 相当。鉴于观察到的性能差异较小,建议工厂经营者可考虑在低负荷条件下每天安排 2 次喂料,而在高负荷条件下改用每天 1 次喂料。这一策略旨在平衡系统,防止出现可能导致工厂停机的冲击负荷。这种机制将促使它们转化为挥发性脂肪酸 (VFA),从而减少酸积累和 pH 值下降的风险,因为酸积累和 pH 值下降会抑制甲烷菌产生甲烷,尤其是油性底物。
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引用次数: 0
Comparative evaluation of different pre-treatment alternatives for granular media filters treating greywater and their ranking using analytical hierarchy process 对颗粒介质过滤器处理中水的不同预处理替代方案进行比较评估,并采用层次分析法对其进行排序
Pub Date : 2024-05-15 DOI: 10.2166/wst.2024.155
Irshad Shaikh, M. Mansoor Ahammed
In this study, the performance of four different pre-treatment alternatives for granular media filtration, namely, settling, aeration, coarse media filtration, and chemical coagulation were compared experimentally. Further, the analytical hierarchy process (AHP) was used to compare their performance based on economic, environmental, technical, and performance criteria. Performance of settling and aeration were evaluated up to 24 h duration. The coarse media filter was intermittently operated with 10 L of greywater in downflow mode, while alum was used for chemical coagulation. Experimental results showed that settling up to 6 h did not show significant removal of different pollutants, whereas 24 h settling resulted in moderate removal of turbidity and organic content but was not efficient in the removal of nutrients and faecal coliforms. Chemical coagulation reduced 93, 66, 48, and 97% of turbidity, chemical oxygen demand (COD), NH4-N, and faecal coliforms, respectively, from greywater but resulted in excessive sludge generation and is difficult to adopt onsite and requires skilled supervision. Coarse filtration of greywater resulted in 61, 41, 36, and 35% removal of turbidity, COD, PO4-P, and faecal coliforms, respectively. Considering different criteria AHP gave coarse filtration as the best pre-treatment option to the granular media filters treating greywater.
本研究通过实验比较了四种不同的颗粒介质过滤预处理替代方案的性能,即沉淀、曝气、粗介质过滤和化学混凝。此外,还根据经济、环境、技术和性能标准,采用层次分析法(AHP)对这些方法的性能进行了比较。沉淀和曝气的性能评估持续了 24 小时。粗滤料过滤器以下流模式间歇运行 10 升中水,同时使用明矾进行化学混凝。实验结果表明,6 小时以内的沉淀对不同污染物的去除效果不明显,而 24 小时的沉淀可适度去除浊度和有机物含量,但对营养物和粪大肠菌群的去除效果不佳。化学混凝法可分别减少灰水中 93%、66%、48% 和 97%的浊度、化学需氧量 (COD)、NH4-N 和粪大肠菌群,但会产生过多污泥,而且难以在现场采用,需要专业人员监督。灰水粗滤后,浊度、化学需氧量、PO4-P 和粪大肠菌群的去除率分别为 61%、41%、36% 和 35%。考虑到不同的标准,AHP 认为粗过滤是颗粒介质过滤器处理中水的最佳预处理方案。
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引用次数: 0
A combination of microbial electrolysis cells and bioaugmentation can effectively treat synthetic wastewater containing polycyclic aromatic hydrocarbon 微生物电解槽与生物增量相结合,可有效处理含有多环芳烃的合成废水
Pub Date : 2024-05-15 DOI: 10.2166/wst.2024.156
Zhang Min, Tang Rui, Li Yu
The anaerobic biodegradation of polycyclic aromatic hydrocarbons (PAHs) is challenging due to its toxic effect on the microbes. Microbial electrolysis cells (MECs), with their excellent characteristics of anodic and cathodic biofilms, can be a viable way to enhance the biodegradation of PAHs. This work assessed different cathode materials (carbon brush and nickel foam) combined with bioaugmentation on typical PAHs-naphthalene biodegradation and analyzed the inhibition amendment mechanism of microbial biofilms in MECs. Compared with the control, the degradation efficiency of naphthalene with the nickel foam cathode, supplied with bioaugmentation dosage, realized a maximum removal rate of 94.5 ± 3.2%. The highest daily recovered methane yield (227 ± 2 mL/gCOD) was also found in the nickel foam cathode supplied with bioaugmentation. Moreover, the microbial analysis demonstrated the significant switch of predominant PAH-degrading microorganisms from Pseudomonas in Control to norank_f_Prolixibacteraceae in MECs. Furthermore, hydrogentrophic methanogenesis prevailed in MEC reactors, which is responsible for methane production. This study proved that MEC combined with bioaugmentation could effectively alleviate the inhibition of PAH, with the nickel foam cathode obtaining the fastest recovery rate in terms of methane yield.
由于多环芳烃(PAHs)对微生物有毒性作用,因此厌氧生物降解多环芳烃具有挑战性。微生物电解池(MECs)具有阳极和阴极生物膜的优良特性,可以成为加强多环芳烃生物降解的可行方法。本研究评估了不同阴极材料(碳刷和泡沫镍)结合生物增量对典型多环芳烃-萘生物降解的影响,并分析了微生物生物膜在 MECs 中的抑制修正机制。与对照组相比,泡沫镍阴极对萘的降解效率最高(94.5 ± 3.2%)。采用生物增量法的泡沫镍阴极的日甲烷回收率也最高(227 ± 2 mL/gCOD)。此外,微生物分析表明,主要的多环芳烃降解微生物从对照组中的假单胞菌明显转变为 MECs 中的诺兰克_f_螺旋藻科。此外,在 MEC 反应器中,滋水型产甲烷作用占主导地位,这也是甲烷产生的原因。这项研究证明,MEC 与生物增强相结合可有效缓解多环芳烃的抑制作用,其中泡沫镍阴极的甲烷产量回收率最快。
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引用次数: 0
Determining the most appropriate stormwater management strategies within the development of urban landscape infrastructure using the TOPSIS method: applications to Rize city 使用 TOPSIS 方法确定城市景观基础设施发展中最合适的雨水管理战略:在里泽市的应用
Pub Date : 2024-05-15 DOI: 10.2166/wst.2024.157
Fatih Bekiryazici, Cengiz Acar
In this study, the application of multi-criteria decision-making (MCDM) methods in determining the most appropriate stormwater management strategy is examined using different areas in Rize. The determination of the most appropriate stormwater management practices for the Rize coastal park and Güneysu-Rize connection highway with TOPSIS is presented in detail within this study. In this context, commonly used applications suitable for urban areas are discussed. The criteria and their weights used for the evaluation of the selected applications were determined by consulting expert opinions from leading researchers. The most suitable applications in different scenarios such as changes in the cost or the amount of precipitation for Rize coastal park and Güneysu-Rize connection road were determined by the TOPSIS method. The TOPSIS analyses’ ranking of the ideal solutions matches the results of the SWMM simulations one to one. SWMM results confirm that the outcomes of TOPSIS are the alternatives that provide maximum decrease in surface runoff.
在本研究中,采用多标准决策 (MCDM) 方法确定最合适的雨水管理策略的应用情况在里泽的不同地区进行了考察。本研究详细介绍了采用 TOPSIS 方法确定最适合里泽滨海公园和居内苏-里泽连接公路的雨水管理方法。在此背景下,讨论了适用于城市地区的常用应用。通过咨询知名研究人员的专家意见,确定了用于评估所选应用的标准及其权重。采用 TOPSIS 方法确定了在不同情况下最合适的应用,如里泽滨海公园和居内苏至里泽连接道路的成本或降水量变化。TOPSIS 分析对理想解决方案的排序与 SWMM 模拟结果一一对应。SWMM 的结果证实,TOPSIS 的结果是能够最大限度减少地表径流的替代方案。
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引用次数: 0
Towards good modelling practice for parallel hybrid models for wastewater treatment processes 废水处理工艺并行混合模型的良好建模实践
Pub Date : 2024-05-14 DOI: 10.2166/wst.2024.159
Loes Verhaeghe, Jan Verwaeren, Gamze Kirim, S. Daneshgar, Peter A. Vanrolleghem, E. Torfs
This study explores various approaches to formulating a parallel hybrid model (HM) for Water and Resource Recovery Facilities (WRRFs) merging a mechanistic and a data-driven model. In the study, the HM is constructed by training a neural network (NN) on the residual of the mechanistic model for effluent nitrate. In an initial experiment using the Benchmark Simulation Model no. 1, a parallel HM effectively addressed limitations in the mechanistic model's representation of autotrophic bacteria growth and the data-driven model's incapability to extrapolate. Next, different versions of a parallel HM of a large pilot-scale Water Resource Recovery Facility are constructed, using different calibration/training datasets and different versions of the mechanistic model to investigate the balance between the calibration effort for the mechanistic model and the compensation by the NN component. The HM can improve predictions compared to the mechanistic model. Training the NN on an independent validation dataset produced better results than on the calibration dataset. Interestingly, the best performance is achieved for the HM based on a mechanistic model using default (uncalibrated) parameters. Both long short-term memory (LSTM) and convolutional neural network (CNN) are tested as data-driven components, with a CNN HM (root-mean-squared error (RMSE) = 1.58 mg NO3-N/L) outperforming an LSTM HM (RMSE = 4.17 mg NO3-N/L).
本研究探讨了为水和资源回收设施(WRRF)制定并行混合模型(HM)的各种方法,该模型融合了机械模型和数据驱动模型。在这项研究中,HM 是通过在出水硝酸盐机理模型的残差上训练神经网络 (NN) 来构建的。在使用基准模拟模型 1 进行的初步实验中,并行 HM 有效地解决了这一问题。在使用基准模拟模型 1 的初步实验中,并行 HM 有效地解决了机理模型在表示自养细菌生长方面的局限性以及数据驱动模型无法进行推断的问题。接下来,利用不同的校准/训练数据集和不同版本的机理模型,构建了一个大型中试规模水资源回收设施的不同版本并行 HM,以研究机理模型的校准工作与 NN 组件的补偿之间的平衡。与机理模型相比,HM 可以改进预测结果。与校准数据集相比,在独立验证数据集上训练 NN 能产生更好的结果。有趣的是,基于使用默认(未校准)参数的机理模型的 HM 性能最佳。长短期记忆(LSTM)和卷积神经网络(CNN)都作为数据驱动组件进行了测试,CNN HM(均方根误差(RMSE)= 1.58 毫克 NO3-N/L)优于 LSTM HM(RMSE = 4.17 毫克 NO3-N/L)。
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引用次数: 0
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