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Effects of thermal pretreatment on the anaerobic digestion characteristics of fruit waste liquids. 热预处理对水果废液厌氧消化特性的影响。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-12-01 Epub Date: 2024-11-28 DOI: 10.2166/wst.2024.388
Haoran Sun, Hua Wang, Xinmin Zhang, Weihua Cheng, Xuyang Li

Fruit waste is one of the main components of municipal waste. To study its potential and characteristics in anaerobic digestion, this study took fruit waste and its waste liquid as raw materials, investigate the influence of thermal pretreatment on the anaerobic digestion characteristics under 35 ± 17 °C. The anaerobic digestion materials were fruit waste liquid (group A1), fruit waste liquid after thermal pretreatment (group A2), fruit slurry (group A3), and the material of A2 and A3 mixed with municipal sludge (groups A4 and A5) has also been involved. The results showed that the thermal pretreatment is in favor of increasing the total gas production rate, which the waste liquid after thermal pretreatment (A2) was the highest one with 767.09 mL/gVS which 6.51% higher than A1; while it has not obviously influence on the total hydrogen production rate of waste liquid; the addition of municipal sludge increased the total methane production rate of fruit waste or its liquid. After thermal pretreatment, the pH of fruit waste was 0.37 lower than initial pH; VFAs and SCOD content were both increased, which are benefit for anaerobic digestion. In addition, the experimental data were verified by the modified Gompertz model.

水果垃圾是城市垃圾的主要成分之一。为研究其在厌氧消化中的潜力和特性,本研究以水果垃圾及其废液为原料,考察了热预处理对 35 ± 17 °C 下厌氧消化特性的影响。厌氧消化材料为水果废液(A1 组)、热预处理后的水果废液(A2 组)、水果泥浆(A3 组),还涉及 A2 和 A3 与市政污泥混合的材料(A4 和 A5 组)。结果表明,热预处理有利于提高总产气率,其中热预处理后的废液(A2)产气率最高,为 767.09 mL/gVS,比 A1 高出 6.51%;而热预处理对废液的总产氢率影响不明显;市政污泥的加入提高了水果废料或其废液的总产甲烷率。经过热预处理后,水果废料的 pH 值比初始 pH 值降低了 0.37,VFAs 和 SCOD 含量均有所增加,有利于厌氧消化。此外,实验数据还得到了改进的 Gompertz 模型的验证。
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引用次数: 0
Navigating the definition of urban flooding: A conceptual and systematic review of the literature. 导航城市洪水的定义:对文献的概念和系统回顾。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-10-23 DOI: 10.2166/wst.2024.351
Priscila B R Alves, Ebenezer Amanguah, Devin McNally, Maria Espinoza, Hamed Ghaedi, Allison C Reilly, Marccus D Hendricks

Urban flooding is a pervasive global risk, posing a great challenge to urban planners, policymakers, and particularly communities. This paper reviews the literature to analyze how urban flooding is defined across scientific disciplines. Our objectives are to uncover the elements used to define urban flooding and evaluate how these elements can impact future research and practice. A key difficulty is the lack of a consistent, comprehensive definition that captures both physical and social dimensions of urban flooding. Current definitions often focus solely on physical aspects (e.g., rainfall, infrastructure) or social impacts, rarely integrating both. This fragmentation hinders effective flood risk management and interdisciplinary collaboration. Our contribution is a multifaceted definition incorporating spatial and social concerns, including water origins, built environment characteristics, and local community aspects. We introduce the 'Urban Water Transect' concept to illustrate the continuum of flood risk across urban zones, addressing a gap in the literature. The analysis reveals that many papers discuss flooding causes without providing an explicit definition. Urban flooding is predominantly defined based on water source, imperviousness, and drainage infrastructure. Future research should adopt an interdisciplinary perspective considering both physical and social aspects, potentially transforming urban flood risk management.

城市洪水是一种普遍存在的全球性风险,对城市规划者、政策制定者,尤其是社区构成了巨大挑战。本文回顾了文献,分析了城市洪水是如何跨学科定义的。我们的目标是揭示用于定义城市洪水的因素,并评估这些因素如何影响未来的研究和实践。一个关键的困难是缺乏一个一致的、全面的定义,既能反映城市洪水的物理层面,也能反映城市洪水的社会层面。目前的定义通常只关注物理方面(例如,降雨、基础设施)或社会影响,很少将两者结合起来。这种碎片化阻碍了有效的洪水风险管理和跨学科合作。我们的贡献是一个多方面的定义,包括空间和社会问题,包括水源、建筑环境特征和当地社区方面。我们引入了“城市水样带”的概念来说明城市地区洪水风险的连续性,解决了文献中的空白。分析表明,许多论文在讨论洪水成因时没有给出明确的定义。城市洪水主要是根据水源、不透水性和排水基础设施来定义的。未来的研究应该采用跨学科的视角,考虑到物理和社会方面,潜在地改变城市洪水风险管理。
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引用次数: 0
Developing a universal equation to estimate the mass of dewatered wastewater sludge during biological digestion at mesophilic and thermophilic temperatures. 建立一个通用方程来估计在嗜温和嗜热温度下生物消化过程中脱水废水污泥的质量。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-11-08 DOI: 10.2166/wst.2024.366
Eskandar Poorasgari, Banu Örmeci

A series of dewaterability tests were conducted on various types of sludges to establish a wholistic relationship between sludge water fractions. Sludge samples were obtained from batch and continuous sludge digesters, which were operated anaerobically and aerobically under mesophilic and thermophilic conditions. Dewaterability of the sludge samples and the distribution of water fractions were studied using centrifugation and thermal drying. Thickened waste activated sludge (T-WAS) contained 10-11 g bound water (BW)/g of total solids (TS), and it was more hydrophilic than primary and digested sludges. During anaerobic digestion, BW content fluctuated between 3.2 and 4.2 g BW/g TS. However, aerobic digestion at 55°C reduced the BW content of the mixed T-WAS + primary sludges from 3.7 to 2.1 g BW/g TS. A linear function was developed to correlate supernatant and BW mass fractions (R2 = 0.995). An equation was derived from the linear function to estimate the mass of dewatered sludge based on the TS concentration of the initial wet sludge. The developed expression is applicable to different kinds of wastewater sludges. Such an expression would be helpful for the designers and operators of sludge thickening and dewatering systems that use centrifugal separation.

对不同类型的污泥进行了一系列的脱水试验,以建立污泥水组分之间的整体关系。污泥样品从间歇式和连续式污泥消化器中获得,在厌氧和好氧条件下,在中温和亲热条件下运行。采用离心和热干燥两种方法研究了污泥样品的脱水性能和水分组分的分布。浓稠型废活性污泥(T-WAS)的结合水(BW)/总固体(TS)为10 ~ 11 g,亲水性优于原生污泥和消化污泥。在厌氧消化过程中,BW含量在3.2 ~ 4.2 g BW/g TS之间波动,而在55°C的好氧消化过程中,混合T-WAS +初级污泥的BW含量从3.7 g BW/g TS降至2.1 g BW/g TS,上清液与BW质量分数呈线性关系(R2 = 0.995)。由线性函数推导出基于初始湿污泥TS浓度估算脱水污泥质量的方程。所开发的表达式适用于不同类型的污水污泥。这样的表达式对采用离心分离的污泥浓缩脱水系统的设计者和操作人员有一定的帮助。
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引用次数: 0
Influence of rubber particle inputs on nitrogen removal efficiency of bioretention systems. 橡胶颗粒输入对生物滞留系统脱氮效率的影响。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-11-05 DOI: 10.2166/wst.2024.363
Tuanping Hu, Wenyi Li, Jiaqing Xiong, Jiajia Zhou, Qianhe Xia

Bioretention systems effectively capture rubber particles and other microplastics in stormwater runoff. However, it is uncertain whether long-term particle accumulation affects pollutant removal efficacy. This study investigated the impact of various concentrations of ethylene-propylene-diene-monomer (EPDM) particles (0, 50, 100, and 400 mg/L) on bioretention system nitrogen removal performance. The input of EPDM during short-duration (2 h) rainfall favored the removal of nitrogen, and the total nitrogen effluent concentration of the bioretention system with EPDM was reduced by 0.59-1.52 mg/L compared with that of the system without EPDM. In addition, the input of EPDM reduced the negative effects of drought. During long-duration (24 h) rainfall, higher concentrations of EPDM led to lower nitrate-nitrogen concentrations in the effluent. The bioretention system with EPDM required less time for nitrate-nitrogen removal to reach 50% than that without EPDM input. Microbial community analysis showed that EPDM increased the relative total abundance of denitrifying bacteria (such as Dechloromonas, Zoogloea, Ramlibacter, and Aeromonas) by 7.25-10.26%, which improved the denitrification capacity of the system.

生物滞留系统有效地捕获了雨水径流中的橡胶颗粒和其他微塑料。然而,颗粒的长期积累是否会影响污染物的去除效果尚不确定。研究了EPDM颗粒(0、50、100和400 mg/L)浓度对生物滞留系统脱氮性能的影响。短时降雨(2 h)时EPDM的输入有利于氮的去除,添加EPDM的生物滞留系统出水总氮浓度比不添加EPDM的系统降低了0.59 ~ 1.52 mg/L。此外,EPDM的投入减少了干旱的负面影响。在长时间(24小时)降雨期间,较高的EPDM浓度导致出水中硝酸盐氮浓度降低。添加三元乙丙橡胶的生物滞留系统硝化氮去除率达到50%所需的时间少于未添加三元乙丙橡胶的生物滞留系统。微生物群落分析表明,EPDM使脱氯单胞菌、Zoogloea、Ramlibacter、Aeromonas等反硝化细菌的相对总丰度提高了7.25 ~ 10.26%,提高了系统的反硝化能力。
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引用次数: 0
Kinetic study of mineral oil removal from wastewater by the sono-electrochemical process. 超声电化学法去除废水中矿物油的动力学研究。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-11-11 DOI: 10.2166/wst.2024.370
Hana Posavcic, Katarina Licht, Ivan Halkijevic, Domagoj Nakic

Chemical kinetics can be a useful tool for determining the optimal operating time of electrochemical processes. The main objective of the study was to determine the mineral oil removal rate by sono-electrochemical treatment. In this study, zero-, first-, and second-order kinetic models were used to determine the reaction rate of mineral oil removal with the sono-electrochemical process. The reaction rate experiments were conducted under the following optimal conditions: 8 min of treatment time, a current density of 53.1 A/m2, and a flow rate of 0.23 L/s. It was found that the changes in mineral oil concentrations follow second-order kinetics with a coefficient of determination of 0.9732. The mineral oil removal efficiency was 94.4%. This study concludes that sono-electrochemical process could be a promising technology for the removal of mineral oil from wastewater, and that the mineral oil removal rate can be determined by chemical kinetics. The results obtained may be useful for the optimization of the sono-EC process and reactor design.

化学动力学是确定电化学过程最佳操作时间的有用工具。研究的主要目的是确定超声电化学处理对矿物油的去除率。本研究采用零、一、二级动力学模型确定了超声电化学过程中矿物油去除的反应速率。反应速率实验在处理时间8 min、电流密度53.1 a /m2、流速0.23 L/s的最佳条件下进行。结果表明,矿物油浓度的变化符合二级动力学,决定系数为0.9732。矿物油去除率为94.4%。研究结果表明,超声电化学技术是一种很有前途的去除废水中矿物油的技术,并且矿物油的去除率可以通过化学动力学来确定。所得结果可为超声- ec工艺的优化和反应器的设计提供参考。
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引用次数: 0
A new strategy for greenhouse gas emission reduction in the anaerobic/anoxic/oxic biological treatment process using exogenous N-acyl-homoserine lactones, a quorum-sensing signaling molecules. 利用外源n -酰基同丝氨酸内酯这一群体感应信号分子在厌氧/缺氧/缺氧生物处理过程中减少温室气体排放的新策略
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-11-11 DOI: 10.2166/wst.2024.369
Wenjiao Sang, Zhenxue Ge, Qian Zhang, Fangmao Gan, Nianhong Wan, Lei Zou

In this study, the impact of exogenous N-acyl-homoserine lactones (AHLs) on greenhouse gas (GHG) emissions in anaerobic/anoxic/oxic (A/A/O) systems was analyzed by manipulating the type and dosage of AHLs. The mechanism behind AHLs' effects on GHG emissions was explored through changes in microbial community structure. Findings revealed that N-octanoyl-homoserine lactone (C8-HSL) and high-dose N-dodecanoyl-homoserine lactone (C12-HSL) increased GHG emissions, while low-dose C12-HSL decreased them. Moreover, C8-HSL and high-dose C12-HSL promoted methane (CH4) and nitrous oxide (N2O) production by affecting sludge particle size. Bacterial community analysis highlighted Acinetobacter and Flavobacterium's roles in N2O emissions and acetate methanogens in methane synthesis. Metabolic pathway analysis showed that the acetic acid (CH3COOH) methanogenic pathway was the main methanogenic pathway; C8-HSL and C12-HSL influenced methane emission by affecting the methanogenic pathway and N2O emission by changing nitrous oxide reductase (Nos) abundance. This research underscores AHL-based quorum sensing's potential in mitigating GHG emissions during activated sludge wastewater treatment, offering insights into their application and impact on key microbial activities. Limitations include the absence of methane emission reduction by signaling molecules and the need for further investigation into their effects on sludge accumulation.

本研究通过控制外源n -酰基同丝氨酸内酯(AHLs)的种类和用量,分析了AHLs对厌氧/缺氧/缺氧(A/A/O)系统温室气体(GHG)排放的影响。通过微生物群落结构的变化探讨ahl对温室气体排放影响的机制。结果表明,n -辛烷酰-高丝氨酸内酯(C8-HSL)和高剂量n -十二烷基-高丝氨酸内酯(C12-HSL)增加了温室气体排放,而低剂量C12-HSL减少了温室气体排放。此外,C8-HSL和大剂量C12-HSL通过影响污泥粒径促进甲烷(CH4)和氧化亚氮(N2O)的产生。细菌群落分析强调了不动杆菌和黄杆菌在N2O排放中的作用以及醋酸产甲烷菌在甲烷合成中的作用。代谢途径分析表明,乙酸(CH3COOH)产甲烷途径是主要的产甲烷途径;C8-HSL和C12-HSL通过改变氧化亚氮还原酶(Nos)丰度影响甲烷生成途径和N2O排放,从而影响甲烷排放。这项研究强调了基于ahl的群体感应在减少活性污泥废水处理过程中温室气体排放方面的潜力,为其应用和对关键微生物活动的影响提供了见解。限制包括缺乏通过信号分子减少甲烷排放,需要进一步研究它们对污泥积累的影响。
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引用次数: 0
Comparison of reference libraries for the detection of tire-derived microplastics (TMPs). 轮胎衍生微塑料(TMPs)检测参考文库的比较。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-11-13 DOI: 10.2166/wst.2024.378
Hiroshi Sakai, Zizheng Sun, Masami Yanagihara

Introducing microplastics (MPs) into the marine environment is a global problem. Tire-derived microplastics (TMPs) are estimated to account for 60% of all secondary MPs dispersed in aquatic environments. To effectively detect TMPs in environmental samples using micro-Fourier transform infrared (μFTIR) spectroscopy, a high-quality reference library is essential. However, the use of conventional diamond crystals in FTIR presents challenges for the detection of materials containing carbon black, such as rubber and tires. In addition, there is a discrepancy between spectra from standard libraries and spectra from environmental samples, which makes detection difficult. In order to overcome these problems in the detection of TMPs by μFTIR, we developed four reference libraries to improve the detection, and 'The 26 tire wear library' was found to be the best among these four. Furthermore, a comparison of these new libraries revealed the following requirements to improve TMP detection: (i) the reference spectra must be acquired under the same setup used for material observation including prism material, (ii) tires, not rubber, must be used as reference materials, and (iii) tire wear samples must be prepared to replicate the actual generation conditions on roads.

将微塑料(MPs)引入海洋环境是一个全球性问题。据估计,轮胎衍生的微塑料(TMPs)占水生环境中分散的所有次生微塑料的60%。为了利用微傅里叶变换红外(μFTIR)光谱技术有效地检测环境样品中的TMPs,一个高质量的参考库是必不可少的。然而,在FTIR中使用传统的金刚石晶体对含有炭黑的材料(如橡胶和轮胎)的检测提出了挑战。此外,标准库的光谱与环境样品的光谱存在差异,这给检测带来了困难。为了克服μFTIR检测TMPs时存在的问题,我们开发了4个参考文库来改进检测,其中“the 26 tire wear library”是最好的参考文库。此外,对这些新文库的比较揭示了提高TMP检测的以下要求:(1)参考光谱必须在与材料观测(包括棱镜材料)相同的设置下获得;(2)必须使用轮胎而不是橡胶作为参考材料;(3)必须准备轮胎磨损样品以复制实际道路上的产生条件。
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引用次数: 0
Microbe-plant-nanoparticle interactions: role in bioremediation of petroleum hydrocarbons. 微生物-植物-纳米颗粒的相互作用:在石油烃生物修复中的作用。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-11-04 DOI: 10.2166/wst.2024.362
Augustine A Unimke, Onyemaechi Okezie, Sa'adatu E Mohammed, Augusta O Mmuoegbulam, Saidu Abdullahi, Utibe A Ofon, Denis M Olim, Hamza Badamasi, Abdulsalam I Galadima, Opeyemi K Fatunla, Aminu Abdullahi, Sharhabil M Yahaya, Muhammad M Ibrahim, Abba B Muhammad, Naseer I Durumin Iya, Olushola S Ayanda

Petroleum hydrocarbons (PHCs) are organic substances that occur naturally on earth. PHCs have emerged as one of the most prevalent and detrimental contaminants in regions comprising soil and water resources. The limitations of conventional physicochemical and biological remediation solutions could be solved by combining remediation techniques. An effective, affordable, and environmentally benign method of reducing petroleum toxins is provided by the advanced idea of bioremediation, which has evolved into nanobioremediation. Environments contaminated with PHCs have been restored through microbe-plant-nanoparticle (NP)-mediated remediation, this review emphasizes how various metallic NPs interact with microbes and plants changing both their activity and that of enzymes, therefore accelerating the remediation process. This work further examines the challenges and possible uses of nanobioremediation, as well as the application of novel technologies in the interactions between bacteria, plants, and NPs for the bioremediation of PHCs. Furthermore, it has been shown that the use of plant-based, microbe-based, microbe-plant-based, and microbe-plant-NP-based techniques to remediate contaminated soils or water bodies is economical and environmentally beneficial. Microbial consortia have been reported as the treasure houses for the cleaning and recovery of hydrocarbon-contaminated environments, and the development of technologies for bioremediation requires an understanding of hydrocarbon degradation mechanisms.

石油烃(PHCs)是地球上自然存在的有机物质。在拥有土壤和水资源的地区,PHCs已成为最普遍和最有害的污染物之一。传统的物理化学和生物修复方法的局限性可以通过修复技术的结合来解决。先进的生物修复技术已经发展成为纳米生物修复技术,为减少石油毒素提供了一种有效、经济、环保的方法。微生物-植物-纳米颗粒(NP)介导的修复方法可以修复PHCs污染的环境,本文着重介绍了各种金属纳米颗粒如何与微生物和植物相互作用,改变它们的活性和酶的活性,从而加速修复过程。这项工作进一步探讨了纳米生物修复的挑战和可能的用途,以及新技术在细菌、植物和NPs之间相互作用中的应用,以实现PHCs的生物修复。此外,研究表明,利用植物基、微生物基、微生物-植物基和微生物-植物-磷基技术修复受污染的土壤或水体具有经济效益和环境效益。微生物群落被认为是清洁和恢复烃类污染环境的宝库,生物修复技术的发展需要对烃类降解机制的理解。
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引用次数: 0
Phytomediated synthesis of WO3 nanoparticles using Solanum lycopersicum fruit extract for enhanced photocatalytic activity of 2,4-dichlorophenol. 利用番茄茄果实提取物植物介导合成WO3纳米颗粒增强2,4-二氯酚的光催化活性。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-11-06 DOI: 10.2166/wst.2024.365
S Natchathra, G Indramahalakshmi, Balasubramani Kavitha

In the present study, bio-citric acid/tungsten oxide (WO3) (BCAWO) nanoparticles (NPs) were prepared by using Solanum lycopersicum fruit extract as a reducing as well as a capping agent. The photocatalysts were characterized by UV-vis diffuse reflectance spectroscopy, powder X-ray diffraction (XRD), scanning electron microscopy (SEM), energy dispersive X-ray spectrometry (EDS), high-resolution transmission electron microscopy, and photoluminescence spectroscopy techniques. Diffraction peaks in the XRD spectrum were identified as the crystal planes of crystalline tungsten oxide. The BCAWO had an average size of 23.14 nm. For W-O bonds, the Fourier transform infrared spectrum displays the vibrational peak at 671.23 cm-1. A prominent absorption band was observed at 268 nm, indicating the 1.2 eV bandgap. Under xenon (Xe) lamp irradiation, the synthesized BCAWO nanoparticles showed notable photocatalytic degradation of 2,4-dichlorophenol (2,4-DCP), with a degradation rate of 96%. With BCAWO concentrations of 2.5 g/L, pH of 4, reaction period of 180 min, and 2,4 DCP concentration of 10 mg/L, the degradation of 2,4-DCP had the highest efficacy, 96%. The degradation of phenols in wastewater may be facilitated by using the green WO3 nanoparticles as a photocatalyst, according to the results.

本研究以番茄茄果实提取物为还原剂和封盖剂,制备了生物柠檬酸/氧化钨纳米颗粒(BCAWO)。采用紫外-可见漫反射光谱、粉末x射线衍射(XRD)、扫描电子显微镜(SEM)、能量色散x射线光谱(EDS)、高分辨率透射电子显微镜和光致发光光谱技术对光催化剂进行了表征。XRD谱图中的衍射峰为结晶氧化钨的晶面。BCAWO的平均尺寸为23.14 nm。对于W-O键,傅里叶变换红外光谱在671.23 cm-1处显示出振动峰。在268 nm处观察到明显的吸收带,表明带隙为1.2 eV。在氙灯照射下,合成的BCAWO纳米颗粒对2,4-二氯苯酚(2,4- dcp)具有明显的光催化降解效果,降解率为96%。在BCAWO浓度为2.5 g/L、pH为4、反应时间为180 min、2,4 DCP浓度为10 mg/L的条件下,对2,4-DCP的降解效果最高,达96%。结果表明,绿色WO3纳米颗粒作为光催化剂可促进废水中酚类物质的降解。
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引用次数: 0
A combined support vector regression with a firefly algorithm for prediction of energy consumption in wastewater treatment plants. 基于支持向量回归和萤火虫算法的污水处理厂能耗预测。
IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-11-01 Epub Date: 2024-11-15 DOI: 10.2166/wst.2024.375
Mohammed Achite, Saeed Samadianfard, Nehal Elshaboury, Kamel Abderezak Toubal, Eslam Mohammed Abdelkader, Milad Sharafi

Wastewater treatment plants (WWTPs) comprise energy-intensive processes, serving as primary contributors to overall WWTP costs. This research study proposes a novel approach that integrates support vector regression (SVR) with the firefly algorithm (FFA) for the prediction of energy consumption in a WWTP in Chlef City, Algeria. The database comprises a comprehensive set of 1,653 samples, capturing diverse information categories. It includes chemical and physical characteristics, encompassing chemical oxygen demand, 5-day biochemical oxygen demand, potential of hydrogen, water temperature, total suspended sediment in water and basin, influent N-NH3 concentration, number of aerators, and operating time. Additionally, the hydraulic and energy-related parameters are represented by the flow entered at the station and the energy consumed by aerators, respectively. Finally, meteorological data, comprising rainfall, temperature, relative humidity, and the aridity index, are part of the dataset required for analysis. In this regard, 15 different models that correspond to 15 different combinations of input parameters are assessed in this study. The results show that the SVR-FFA-15 can render an improvement in the prediction accuracy of energy consumption in WWTPs. This study provides a useful tool for managing the energy consumption of wastewater treatment and makes insightful recommendations for future energy savings.

污水处理厂(WWTPs)包括能源密集型过程,是污水处理厂总成本的主要贡献者。本研究提出了一种将支持向量回归(SVR)与萤火虫算法(FFA)相结合的方法来预测阿尔及利亚Chlef市某污水处理厂的能耗。该数据库包含1,653个样本,涵盖了不同的信息类别。它包括化学和物理特性,包括化学需氧量、5天生化需氧量、氢势、水温、水体和盆地中悬浮沉积物总量、进水N-NH3浓度、曝气机数量和运行时间。此外,水力和能量相关参数分别由站内进入的流量和曝气机消耗的能量表示。最后,气象数据,包括降雨量、温度、相对湿度和干旱指数,是分析所需数据集的一部分。在这方面,本研究评估了15种不同的模型,这些模型对应于15种不同的输入参数组合。结果表明,SVR-FFA-15能提高污水处理厂能耗预测精度。本研究为管理污水处理的能源消耗提供了有用的工具,并为未来的节能提供了有见地的建议。
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引用次数: 0
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Water Science and Technology
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