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Predicting the presence of E. coli in tap water using machine learning in Nepal 在尼泊尔使用机器学习预测自来水中大肠杆菌的存在
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-01-16 DOI: 10.1111/wej.12844
So Kuroki, Ryuji Ogata, M. Sakamoto
Within developing countries, a multitude of problems that affect the water supply process can result in the contamination of water taps. While machine learning applications have become popular for attaining efficient water quality predictions, acquiring the necessary data for modelling for developing countries is challenging. This study constructs water quality prediction models by machine learning with a pseudo‐pipeline network to complement the missing data of the water supply process. Using both water source and water tap quality information measured by the Government of Nepal, we apply the three machine learning models: support vector machine (SVM), random forest (RF) and LightGBM. Furthermore, we also apply a traditional statistical method—logistic regression (LR)—to the prediction of the Escherichia coli (E. coli) contamination in water taps. With some input variables (such as the length from the nearest sources) obtained from the pseudo‐pipeline network, the results show that SVM has stable and high accuracy for both the 26 cities (70%) and for the 25 cities except for Kathmandu (79%). LR performed a significantly lower accuracy for all cities (61%) than for 25 cities (79%). Additionally, we show that our method can be applied to other regions where a water quality survey has not yet been conducted.
在发展中国家,影响供水过程的许多问题可能导致水龙头受到污染。虽然机器学习应用程序在实现高效的水质预测方面变得很受欢迎,但为发展中国家获取建模所需的数据是一项挑战。本研究通过机器学习和伪管网构建水质预测模型,以补充供水过程中缺失的数据。利用尼泊尔政府测量的水源和水龙头质量信息,我们应用了三个机器学习模型:支持向量机(SVM)、随机森林(RF)和LightGBM。此外,我们还将传统的统计方法——逻辑回归(LR)——应用于水龙头中大肠杆菌污染的预测。利用从伪管网中获得的一些输入变量(如最近源的长度),结果表明,SVM对26个城市(70%)和除加德满都外的25个城市(79%)都具有稳定和高精度。LR在所有城市(61%)的准确率明显低于25个城市(79%)。此外,我们还表明,我们的方法可以应用于尚未进行水质调查的其他地区。
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引用次数: 0
The last two decades of computer vision technologies in water resource management: A bibliometric analysis 计算机视觉技术在水资源管理中的近二十年:文献计量分析
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-01-15 DOI: 10.1111/wej.12845
Umair Iqbal, Muhammad Zain Bin Riaz, J. Barthélemy, Pascal Perez, Muhammad Bilal Idrees
Efficient management of water resources is an important task given the significance of water in daily lives and economic growth. Water resource management is a specific field of study which deals with the efficient management of water resources towards fulfilling the needs of society and preventing from water‐related disasters. Many activities within this domain are getting benefitted with the recent technological advancements. Within many others, computer vision‐based solutions have emerged as disruptive technologies to address complex real‐world problems within the water resource management domain (e.g., flood detection and mapping, satellite‐based water bodies monitoring, monitoring and inspection of hydraulic structures, blockage detection and assessment, drainage inspection and sewer monitoring). However, there are still many aspects within the water resource management domain which can be explored using computer vision technologies. Therefore, it is important to investigate the trends in current research related to these technologies to inform the new researchers in this domain. In this context, this paper presents the bibliometric analysis of the literature from the last two decades where computer vision technologies have been used for addressing problems within the water resource management domain. The analysis is presented in two categories: (a) performance analysis demonstrating highlighted trends in the number of publications, number of citations, top contributing countries, top publishing journals, top contributing institutions and top publishers and (b) science mapping to demonstrate the relation between the bibliographic records based on the co‐occurrence of keywords, co‐authorship analysis, co‐citation analysis and bibliographic coupling analysis. Bibliographic records (i.e., 1059) are exported from the Web of Science (WoS) core collection database using a comprehensive query of keywords. VOSviewer opensource tool is used to generate the network and overlay maps for the science mapping of bibliographic records. Results highlighted important trends and valuable insights related to the use of computer vision technologies in water resource management. An increasing trend in the number of publications and focus on deep learning/artificial intelligence (AI)‐based approaches has been reported from the analysis. Further, flood mapping, crack/fracture detection, coastal flood detection, blockage detection and drainage inspections are highlighted as active areas of research.
鉴于水在日常生活和经济增长中的重要性,有效管理水资源是一项重要任务。水资源管理是一个特定的研究领域,旨在有效管理水资源,以满足社会需求并预防与水有关的灾害。这一领域的许多活动都受益于最近的技术进步。在许多其他领域中,基于计算机视觉的解决方案已成为解决水资源管理领域复杂现实问题的颠覆性技术(例如,洪水检测和测绘、卫星水体监测、水工结构监测和检查、堵塞检测和评估、排水检查和下水道监测)。然而,在水资源管理领域中,仍然有许多方面可以使用计算机视觉技术进行探索。因此,研究与这些技术相关的当前研究趋势,为该领域的新研究人员提供信息是很重要的。在这种背景下,本文对过去二十年中使用计算机视觉技术解决水资源管理领域问题的文献进行了文献计量分析。该分析分为两类:(a)绩效分析,展示出版物数量、引用次数、顶级贡献国、顶级出版期刊、顶级贡献机构和顶级出版商的突出趋势;(b)科学制图,展示基于关键词共同出现的书目记录之间的关系,合著分析、共引分析和书目耦合分析。书目记录(即1059)使用关键字的综合查询从科学网(WoS)核心收藏数据库导出。VOSviewer开源工具用于生成目录记录科学制图的网络和叠加地图。研究结果突出了在水资源管理中使用计算机视觉技术的重要趋势和有价值的见解。分析报告称,出版物数量和对基于深度学习/人工智能(AI)的方法的关注呈增加趋势。此外,洪水测绘、裂缝/裂缝检测、海岸洪水检测、堵塞检测和排水检查被强调为活跃的研究领域。
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引用次数: 4
Performance evaluation of an oily industrial wastewater treatment system using the application of activated sludge model No. 3 应用3号活性污泥模型评价含油工业废水处理系统的性能
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-01-14 DOI: 10.1111/wej.12843
Mohamed Ayoub
The purpose of the present study was to adapt the activated sludge model No. 3 (ASM3) to the characteristics of oily industrial wastewater, determining the utmost significant and appropriate kinetic as well as stoichiometric parameters. An oily industrial wastewater treatment system was simulated to assess ASM3 validation and perform sensitivity analysis using the STOAT program. The obtained results revealed that the ASM3 model, which was calibrated after adding the Arrhenius equation into consideration, provided strong correlations with the analytical results of chemical oxygen demand (COD), total suspended solids (TSS), mixed liquor volatile suspended solids (MLVSS) and total suspended solids in the return activated sludge flow (TSS in RAS) concentrations. The values of modelled effluent COD and TSS are very close to those corresponding real values of the treated wastewater by a difference of between 0.5% and 1.5%. Thus, this model becomes successful in representing oily industrial wastewater treatment as a new trend added to the traditional modelling of sewage treatment.
本研究的目的是使3号活性污泥模型(ASM3)适应含油工业废水的特点,确定最重要和最合适的动力学和化学计量参数。模拟一个含油工业废水处理系统,评估ASM3的有效性,并使用STOAT程序进行敏感性分析。结果表明,考虑Arrhenius方程校正后的ASM3模型与化学需氧量(COD)、总悬浮固体(TSS)、混合液挥发性悬浮固体(MLVSS)和回流活性污泥流中总悬浮固体(RAS中的TSS)浓度分析结果具有较强的相关性。模拟出水COD和TSS值与处理后废水的实际值非常接近,相差在0.5%和1.5%之间。因此,该模型作为传统污水处理模型的新趋势,成功地代表了含油工业废水的处理。
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引用次数: 2
Palygorskite–TiO2 nanocatalysts for photocatalytic degradation of tebuconazole in water 坡缕石-TiO2纳米催化剂光催化降解水中戊唑醇
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-01-06 DOI: 10.1111/wej.12842
E. Gianni, D. Panagiotaras, I. Giannakis, D. Papoulis, V. Bekiari, G. Panagopoulos, P. Petrounias, Alexandros Kalarakis
Palygorskite–TiO2 nanoparticles are frequently used as nanocatalysts. In the present study, two different nanocatalysts were developed based on the use of different palygorskite–TiO2 ratios: 40–60 and 10–90. The nanocomposites were investigated for the photocatalytic degradation of the common fungicide tebuconazole (TEB), under aquatic conditions. The samples were extensively characterized by X‐ray powder diffraction, attenuated total reflectance–Fourier transform infrared spectroscopy, scanning electron microscopy and N2 specific surface area (SSA) by Brunauer–Emmett–Teller (BET) analytical techniques. The TiO2 nanoparticles were successfully dispersed on the mineral's surfaces and the photocatalytic activity reached 88.4% for the palygorskite–TiO2 ratio of 40:60, where the dispersion was better as proved by the total pore volume and BET parameters (0.49 cm3/g and 258 m2/g compared to 0.33 cm3/g and 220 m2/g of the 10:90 ratio). The photocatalytic efficiency of the proposed materials was significantly higher than Degussa P25 (33.2%), and that makes the palygorskite–TiO2 nanocomposites very promising for advanced application in fungicides' degradation in aquatic environments.
坡缕石–TiO2纳米颗粒经常用作纳米催化剂。在本研究中,基于不同坡缕石-TiO2比例的使用,开发了两种不同的纳米催化剂:40–60和10–90。研究了纳米复合材料在水生条件下对常用杀菌剂戊唑醇(TEB)的光催化降解作用。通过X射线粉末衍射、衰减全反射-傅立叶变换红外光谱、扫描电子显微镜和Brunauer–Emmett–Teller(BET)分析技术对样品进行了广泛表征。TiO2纳米粒子成功地分散在矿物表面,当坡缕石与TiO2的比例为40:60时,光催化活性达到88.4%,总孔体积和BET参数(0.49 cm3/g和258 m2/g,而0.33 cm3/g和220 m2/g的10:90比例)。所提出的材料的光催化效率显著高于Degussa P25(33.2%),这使得坡缕石–TiO2纳米复合材料在杀菌剂在水生环境中的降解方面非常有前景。
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引用次数: 1
Habitat quality–physicochemical water quality–littoral macroinvertebrate community nexus in Lugo Lake (Ethiopia): Priorities for sustainable water resources management 卢戈湖(埃塞俄比亚)沿岸大型无脊椎动物群落联系:可持续水资源管理的优先事项
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-01-06 DOI: 10.1111/wej.12840
Lebasie Woretaw, Mengesha Dagne, Adinew Gizeyatu, Chala Daba, Amanuel Atamo, Birhanu Sewunet, Sisay Abebe Debela, Amualaw Birara, Mesfin Gebrehiwot
The integration of water quality characteristics with habplot‐based habitat quality assessment score (HabQA) has received little attention in ecological quality assessment studies. This study investigated the macroinvertebrate community structure in relation with lake habitat quality and physicochemical water quality variables in Lugo Lake (Ethiopia). Twelve sampling sites (eight agricultural and four recreational) were included. The variation among macroinvertebrates data was significantly explained by HabQA score and soluble reactive phosphorus. The study revealed the greater importance of habitat quality characteristics in comparison with the other conventional physicochemical characteristics on macroinvertebrate community structure. We strongly recommend the use of HabQA system while studying macroinvertebrate community structure for a deeper understanding of the environmental functioning of tropical lakes. The results suggested the need to apply integrated and sustainable protection and management of the lake catchment (including wetlands) to enhance the ecological integrity and hence biodiversity of lakes.
在生态质量评估研究中,将水质特征与基于生境图的栖息地质量评估分数(HabQA)相结合很少受到关注。本研究调查了卢戈湖(埃塞俄比亚)大型无脊椎动物群落结构与湖泊栖息地质量和物理化学水质变量的关系。包括12个采样点(8个农业采样点和4个娱乐采样点)。HabQA评分和可溶性活性磷显著解释了大型无脊椎动物数据之间的差异。该研究表明,与其他常规物理化学特征相比,栖息地质量特征对大型无脊椎动物群落结构的重要性更大。我们强烈建议在研究大型无脊椎动物群落结构时使用HabQA系统,以便更深入地了解热带湖泊的环境功能。研究结果表明,有必要对湖泊集水区(包括湿地)进行综合和可持续的保护和管理,以增强湖泊的生态完整性,从而增强湖泊的生物多样性。
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引用次数: 1
Ultrasound‐assisted photo‐Fenton process for treatment of pulp and paper mill wastewater and reduction of phytotoxicity 超声辅助光-Fenton工艺处理纸浆和造纸厂废水并降低植物毒性
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-01-06 DOI: 10.1111/wej.12841
A. Olabi
The efficiency of classical Fenton (CF) and modified Fenton (MF) as well as photo‐Fenton processes in real wastewater treatment of pulp and paper (P&P) mill was investigated in this study. The chemical oxygen demand (COD) was chosen as the reference measurement for evaluating the treatment's efficiency. After determining the optimum parameters for each process, the effect of adding ultrasound (US) on improving treatment efficiency was examined. In addition, kinetic study and phytotoxicity analysis were conducted under optimum conditions for all processes. With pH 4, reaction time 50 min, 1.2 g/L Fe2+ and 8 g/L H2O2 dosages, the best removal efficiency (RE) of COD was determined to be 82.18% in CF process, and this rate rose to 90.1% when US was added. The best RE in MF process was 84.16% with the application of UV‐C, pH 4, reaction time 50 min, 1 g/L Fe0 and 8 g/L H2O2 doses, although it increased to 93.4% when US was applied. The greatest results in the seed germination test were achieved in US processes with 100% of germination percentage (GP) for spinach and tomato and 90% for cress. In the economic evaluation, when conducting the treatment without US, the estimated relative cost decreased in a 15 and 16%, for CF/UV‐C and CF processes respectively, whereas the CF process was 64% cheaper than the MF process in all applications. The US contributed to enhanced water treatment efficiency by having a significant synergistic impact on Fenton applications. Hence, the combination of photo‐Fenton and ultrasound to treat effluent from P&P mills proved to be an effective and promising technique.
本研究考察了经典芬顿(CF)和改良芬顿(MF)工艺以及光芬顿工艺在制浆造纸厂实际废水处理中的效率。选择化学需氧量(COD)作为评价处理效率的参考测量。在确定了每个过程的最佳参数后,检查了添加超声(US)对提高治疗效率的影响。此外,在最佳条件下对所有工艺进行了动力学研究和植物毒性分析。pH值为4,反应时间为50 min、1.2g/L的Fe2+和8g/L的H2O2用量时,CF工艺对COD的最佳去除率为82.18%,当加入US时,去除率上升到90.1%。在UV‐C、pH 4、反应时间50的条件下,MF工艺中的最佳RE为84.16% 分钟,1g/L Fe0和8g/L H2O2剂量,尽管当应用US时其增加到93.4%。在种子发芽试验中,美国工艺取得了最大的结果,菠菜和番茄的发芽率(GP)为100%,水芹的发芽率为90%。在经济评估中,当在没有US的情况下进行处理时,CF/UV‐C和CF工艺的估计相对成本分别降低了15%和16%,而CF工艺在所有应用中都比MF工艺便宜64%。美国通过对芬顿应用产生显著的协同影响,为提高水处理效率做出了贡献。因此,将光-芬顿和超声波相结合处理P&P工厂的废水被证明是一种有效且有前景的技术。
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引用次数: 2
Advances in sustainable wastewater treatment: Microalgal–bacterial consortia process, greenhouse gas reduction and energy recovery technologies 可持续废水处理的进展:微藻-细菌联合体工艺、温室气体减排和能源回收技术
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-01-05 DOI: 10.1111/wej.12839
Qingyang Guo, Feng Qi, R. Mu, Gejiang Yu, Guixia Ma, Qianya Meng
Because of the low energy consumption of aeration, strong nutrient removal capacity, low greenhouse gas emissions and high resource recovery potential, the wastewater treatment process using microalgal–bacterial consortia is considered as an excellent alternative to the traditional activated sludge wastewater treatment process. In this review, the wastewater treatment process based on microalgal–bacterial consortia and its greenhouse gas emission reduction mechanism are introduced. The potential advantages and constraints of the process in carbon neutral wastewater treatment were highlighted and critically discussed. The environmental impact of wastewater treatment, the research progress of environment‐friendly treatment technologies and the challenges faced by integrating these technologies are discussed. However, the wastewater treatment process based on microalgae–bacteria consortia still needs to be studied. In the future, it is necessary to optimize the scheme for quantifying the environmental impact of wastewater treatment and further expand the recycling rate and cost value of wastewater resources.
由于曝气能耗低、养分去除能力强、温室气体排放量低、资源回收潜力高,利用微藻-细菌群落的废水处理工艺被认为是传统活性污泥废水处理工艺的优秀替代方案。本文介绍了基于微藻-细菌群落的污水处理工艺及其温室气体减排机理。着重讨论了该工艺在碳中和的废水处理中的潜在优势和制约因素。讨论了废水处理对环境的影响、环保处理技术的研究进展以及整合这些技术所面临的挑战。然而,基于微藻-细菌群落的废水处理工艺仍有待研究。未来,有必要优化废水处理对环境影响的量化方案,进一步扩大废水资源的回收率和成本价值。
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引用次数: 2
Oxidative degradation of sulfamethazine in aqueous solution by the activation of Na2S2O8 over vinasse‐derived N,S‐codoped mesoporous carbon Na2S2O8在醋汁衍生的N,S共掺杂介孔碳上的氧化降解水溶液中的磺胺二甲嘧啶
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2022-12-14 DOI: 10.1111/wej.12838
Bo Xing, Chaoting Fu, G. Yang, X. Song, Xingyong Liu, Xiaonan Liu, Qiang Zhou, Zhongcai Pan, J. You, Yuling Ye
N,S‐codoped mesoporous carbon (S/NMC) as an effective catalyst toward the catalytic persulfate oxidation of sulfamethazine (SMZ) was fabricated conveniently using vinasse as the C/N source, Na2S as the S precursor and nano‐SiO2 as the template, respectively. The effect of S precursor dosage on the textural properties and surface chemistry of S/NMCs were characterized by N2 adsorption/desorption, Raman spectra, X‐ray diffractometer (XRD), transmission electron microscopy (TEM), Fourier transform infrared spectroscopy (FT‐IR) and X‐ray photoelectron spectroscopy (XPS). It was found that more S precursor dosage presented an enhanced SMZ degradation performance due to the significant role of more S precursor dosage: (i) larger specific surface area and (ii) more active surface groups including pyridine N, graphite N, quinone‐like O and thiophene‐like S. In addition, quenching experiments showed that free radical and nonradical oxidation processes are the main processes of SMZ degradation. The findings provided a new idea for the resource utilization of vinasse and the development of catalytic persulfate oxidation of organic pollution.
N、 分别以酒糟为C/N源、Na2S为S前体和纳米SiO2为模板,方便地制备了S共掺杂介孔碳(S/NMC)作为催化过硫酸盐氧化磺胺二甲嗪(SMZ)的有效催化剂。通过N2吸附/脱附、拉曼光谱、X射线衍射仪(XRD)、透射电子显微镜(TEM)、傅立叶变换红外光谱(FT‐IR)和X射线光电子能谱(XPS)表征了S前体用量对S/NMCs织构性能和表面化学的影响。研究发现,由于更多的S前体剂量的显著作用,更多的S前驱体剂量表现出增强的SMZ降解性能:(i)更大的比表面积和(ii)更多的活性表面基团,包括吡啶N、石墨N、醌类O和噻吩类S。此外,猝灭实验表明,自由基和非自由基氧化过程是SMZ降解的主要过程。研究结果为酒糟的资源化利用和有机污染催化过硫酸盐氧化的发展提供了新的思路。
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引用次数: 0
Effect of climatic factors on farm income of rain‐fed and irrigated farming households in Vietnam 气候因素对越南雨养和灌溉农户农业收入的影响
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2022-12-09 DOI: 10.1111/wej.12835
Huu Phuong Chi Ho, T. Nguyen, Thanh Danh Vo, Cong Duc Trinh, Ngoc Lam Nguyen, Anchal Arora
The paper provides new evidence of the effect of temperature and precipitation on crop profit of farmers applying different farming systems across different seasons as well as geographical regions in Vietnam for the period 2004–2016. The result finds that the effect of fluctuation in temperature and rainfall on the crop profit of farmers is not uniform across the three regions (North, Central and South) and also considerable variation across rain‐fed and irrigated farms. For the rain‐fed farming system, (i) rainfall in the dry season has a nonlinearly (⋂) association with the profit, but rainfall in the rainy season has no effect, and (ii) dry season temperature and rainy season temperature have, respectively, ⋂‐shaped and U‐shaped relationship with the profit. For the irrigated farming systems, the temperatures in the dry season and rainy season have a U‐shaped relationship with the profit. The findings show that the irrigated farming systems have been effective in the long term in the face of climate change. Therefore, in preparation for adaptation to climate change, the Vietnamese agricultural sector needs a complete irrigation system at both farm and regional levels.
本文提供了2004-2016年期间越南不同季节和地理区域采用不同耕作制度的农民的温度和降水对作物利润影响的新证据。结果发现,温度和降雨量的波动对农民作物利润的影响在三个地区(北部、中部和南部)是不均匀的,在雨养和灌溉农场之间也有很大的差异。对于雨养耕作系统,(1)旱季降雨与利润呈非线性()相关,但雨季降雨对利润没有影响;(2)旱季温度和雨季温度与利润分别呈‐形和U‐形关系。对于灌溉农业系统,旱季和雨季的温度与利润呈U型关系。研究结果表明,从长远来看,面对气候变化,灌溉农业系统是有效的。因此,为了准备适应气候变化,越南农业部门需要在农场和地区层面建立一个完整的灌溉系统。
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引用次数: 0
Integrated sequential fuzzy logic search models for simulating wastewater treatment plants missing influent parameters 用于模拟缺少进水参数的污水处理厂的集成序列模糊逻辑搜索模型
IF 2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2022-12-08 DOI: 10.1111/wej.12836
Taher Abunama, Mohammed Seyam, Mozafar Ansari, S. Kumari, F. Bux
Aiming at achieving optimum operations of wastewater treatment plant (WWTP) processes, it is essential to develop accurate predictive models for expected influent pollutant loads. To overcome limited timespan data and model complexity, this study is devoted to propose an integration of inputs' sequential search with the adaptive neuro‐fuzzy inference system (ANFIS) for reducing the modelling complexity. The input data included nine influent parameters measured bi‐weekly for 12 years at a WWTP, South Africa (SA). The sequential search process was used for input optimization to select the most representative inputs in modelling four parameters. The obtained results indicated a strong correlation with R2 and NSE above 0.85 for the four targeted influent parameters. After validating the developed models using different criteria, the missing records were predicted throughout the study period. The integration of sequential search input optimization and ANFIS modelling was able to provide a high performance in modelling WWTP datasets.
为了实现污水处理厂(WWTP)工艺的优化运行,开发准确的进水污染物负荷预测模型至关重要。为了克服有限的时间跨度数据和模型复杂性,本研究致力于提出将输入的顺序搜索与自适应神经模糊推理系统(ANFIS)相结合,以降低建模复杂性。输入数据包括9个进水参数,每两周测量12个 在南非污水处理厂(SA)工作了数年。顺序搜索过程用于输入优化,以在建模四个参数时选择最具代表性的输入。所获得的结果表明,对于四个目标进水参数,R2和NSE在0.85以上具有很强的相关性。在使用不同的标准验证了开发的模型后,在整个研究期间预测了缺失的记录。顺序搜索输入优化和ANFIS建模的集成能够在污水处理厂数据集建模中提供高性能。
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引用次数: 0
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