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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
Water Science & Technology Pub Date : 2024-05-22 DOI: 10.2166/wst.2024.164
Davidson Jean-Baptiste, Frédéric Monette
{"title":"Quantitative microbial risk assessment (QMRA) of the work of manual pit emptiers, commonly known as bayakous","authors":"Davidson Jean-Baptiste, Frédéric Monette","doi":"10.2166/wst.2024.164","DOIUrl":"https://doi.org/10.2166/wst.2024.164","url":null,"abstract":"\u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"63 10","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141111846","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology Pub Date : 2024-05-21 DOI: 10.2166/wst.2024.162
Yogesh Murthy, Sanjeev Kumar Ahirwar, Nitin Kumar Samaiya
{"title":"Interplay of natural and anthropogenic inputs on the groundwater contamination of Beenaganj-Chachura block","authors":"Yogesh Murthy, Sanjeev Kumar Ahirwar, Nitin Kumar Samaiya","doi":"10.2166/wst.2024.162","DOIUrl":"https://doi.org/10.2166/wst.2024.162","url":null,"abstract":"\u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"13 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141117559","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology Pub Date : 2024-05-21 DOI: 10.2166/wst.2024.163
Zhenhua Hu, Huifang Zhao, Bingyuan Wang, Cuijing Zhang, Hongsheng Lu
{"title":"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","authors":"Zhenhua Hu, Huifang Zhao, Bingyuan Wang, Cuijing Zhang, Hongsheng Lu","doi":"10.2166/wst.2024.163","DOIUrl":"https://doi.org/10.2166/wst.2024.163","url":null,"abstract":"\u0000 \u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"52 17","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141118663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology Pub Date : 2024-05-20 DOI: 10.2166/wst.2024.161
Jingran Peng, Lirong Lei, Yi Hou, Shuangshuang Chen
{"title":"Study on cultivation of aerobic granular sludge and its application in degrading lignin models in the sequencing batch biofilter granular reactor","authors":"Jingran Peng, Lirong Lei, Yi Hou, Shuangshuang Chen","doi":"10.2166/wst.2024.161","DOIUrl":"https://doi.org/10.2166/wst.2024.161","url":null,"abstract":"\u0000 \u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"49 14","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141122236","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology 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
{"title":"Enhanced removal of ciprofloxacin and associated antibiotic-resistant genes from wastewater using a biological aeration filters in combination with Fe3O4-modified zeolite","authors":"Minzhi Ye, Yiping Jiang, Laying Qian, Feng Qiu, Zhiquan Liu, Zhu Wang, Chun Hu","doi":"10.2166/wst.2024.160","DOIUrl":"https://doi.org/10.2166/wst.2024.160","url":null,"abstract":"\u0000 \u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"13 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140963420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology 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
{"title":"Feeding frequency efficacy on biogas yield of oily substrate anaerobic digestion in continuous stir tank reactor","authors":"Nazaitulshila Rasit, Wan Azlina Wan Ab Karim Ghani, Mohammad Hakim Che Harun, Sofiah Hamzah, Roslinda Seswoya, Md. Nurul Islam Siddique","doi":"10.2166/wst.2024.153","DOIUrl":"https://doi.org/10.2166/wst.2024.153","url":null,"abstract":"\u0000 \u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"46 11","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140973795","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology Pub Date : 2024-05-15 DOI: 10.2166/wst.2024.155
Irshad Shaikh, M. Mansoor Ahammed
{"title":"Comparative evaluation of different pre-treatment alternatives for granular media filters treating greywater and their ranking using analytical hierarchy process","authors":"Irshad Shaikh, M. Mansoor Ahammed","doi":"10.2166/wst.2024.155","DOIUrl":"https://doi.org/10.2166/wst.2024.155","url":null,"abstract":"\u0000 \u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"42 13","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140975496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology Pub Date : 2024-05-15 DOI: 10.2166/wst.2024.156
Zhang Min, Tang Rui, Li Yu
{"title":"A combination of microbial electrolysis cells and bioaugmentation can effectively treat synthetic wastewater containing polycyclic aromatic hydrocarbon","authors":"Zhang Min, Tang Rui, Li Yu","doi":"10.2166/wst.2024.156","DOIUrl":"https://doi.org/10.2166/wst.2024.156","url":null,"abstract":"\u0000 \u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"61 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140976348","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology Pub Date : 2024-05-15 DOI: 10.2166/wst.2024.157
Fatih Bekiryazici, Cengiz Acar
{"title":"Determining the most appropriate stormwater management strategies within the development of urban landscape infrastructure using the TOPSIS method: applications to Rize city","authors":"Fatih Bekiryazici, Cengiz Acar","doi":"10.2166/wst.2024.157","DOIUrl":"https://doi.org/10.2166/wst.2024.157","url":null,"abstract":"\u0000 \u0000 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.","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"36 15","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140975808","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Water Science & Technology Pub Date : 2024-05-14 DOI: 10.2166/wst.2024.159
Loes Verhaeghe, Jan Verwaeren, Gamze Kirim, S. Daneshgar, Peter A. Vanrolleghem, E. Torfs
{"title":"Towards good modelling practice for parallel hybrid models for wastewater treatment processes","authors":"Loes Verhaeghe, Jan Verwaeren, Gamze Kirim, S. Daneshgar, Peter A. Vanrolleghem, E. Torfs","doi":"10.2166/wst.2024.159","DOIUrl":"https://doi.org/10.2166/wst.2024.159","url":null,"abstract":"\u0000 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).","PeriodicalId":298320,"journal":{"name":"Water Science & Technology","volume":"20 10","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140981685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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