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Evaluation of Polycyclic Aromatic Hydrocarbons (PAHs) and Polychlorinated Biphenyls (PCBs) in Soil Sediment Samples in Ado-Ekiti Metropolis Ado-Ekiti大都市土壤沉积物样品中多环芳烃(PAHs)和多氯联苯(PCBs)的评价
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-19 DOI: 10.1002/tqem.70226
Adefusisoye Adegalu Adebawore, Okiki Michael Ayoola, Olatunde Emmanuel Ogunlade, Richard Odunayo Akinyeye

Polycyclic aromatic hydrocarbons (PAHs) and polychlorinated biphenyls (PCBs) are persistent organic pollutants (POPs) that pose significant environmental and health risks due to their persistence, bioaccumulation, and toxicity. In urbanizing regions like Ado-Ekiti, Nigeria, these contaminants, stemming from industrial activities, vehicular emissions, and waste disposal, accumulate in soils, threatening ecosystems and human health. This study investigates the concentrations, spatial distribution, sources, and ecological risks of PAHs and PCBs in sediment samples from three sites (A, B, and C) in Ado-Ekiti, Nigeria. Sixteen priority PAHs and 13 PCB congeners were analyzed to characterize contamination levels and patterns. The total PAH concentrations ranged from 29.12 µg/kg at Site B to 55.44 µg/kg at Site A, with high molecular weight PAHs (5–6 rings) dominating, comprising over 70% at Site A and over 50% at Sites B and C. Diagnostic ratios indicated a mix of pyrogenic and petrogenic sources. Total PCB concentrations varied from 7.65 µg/kg at Site B to 40.50 µg/kg at Site A, with dioxin-like PCBs (e.g., PCB 114, PCB 77) prevalent at Site A (>70% of total PCBs) and indicator PCBs (e.g., PCB 28, 44, 101) elevated at Site C. Spatial variability was moderate with a coefficient of variation (CV%) of 63.59%. However, individual congeners like PCB 114 exhibited CVs exceeding 170%, indicating localized contamination region. Toxic equivalency (TEQ) estimates highlighted potential carcinogenic risks, particularly at Sites A and C, surpassing international sediment quality guidelines. Ecological Risk Index values revealed moderate to high risks at Sites A and C, driven by local industrial activities, waste disposal, and land use practices. These findings underscore the need for ongoing monitoring and regulatory measures to mitigate POP contamination and protect environmental and public health in Ado-Ekiti.

多环芳烃(PAHs)和多氯联苯(PCBs)是持久性有机污染物(POPs),由于其持久性、生物蓄积性和毒性,构成重大的环境和健康风险。在尼日利亚的阿多埃基蒂等城市化地区,这些来自工业活动、车辆排放和废物处理的污染物在土壤中积累,威胁着生态系统和人类健康。本研究调查了尼日利亚Ado-Ekiti三个地点(A、B和C)沉积物样品中多环芳烃和多氯联苯的浓度、空间分布、来源和生态风险。分析了16种重点多环芳烃和13种多氯联苯同系物,以表征污染水平和模式。B点的多环芳烃总浓度从29.12µg/kg到A点的55.44µg/kg不等,以高分子量多环芳烃(5-6环)为主,在A点占70%以上,在B点和c点占50%以上。总多氯联苯浓度从B点的7.65µg/kg到A点的40.50µg/kg不等,A点的多氯联苯(如PCB 114、PCB 77)普遍存在(占总多氯联苯的70%),c点的多氯联苯(如PCB 28、44、101)升高,空间变异性中等,变异系数(CV%)为63.59%。然而,个别同源物如PCB 114的CVs值超过170%,表明污染区域是局部的。毒性当量(TEQ)评估强调了潜在的致癌风险,特别是在A和C站点,超过了国际沉积物质量指南。A点和C点的生态风险指数显示,受当地工业活动、废物处理和土地利用方式的影响,存在中高风险。这些调查结果强调需要采取持续监测和管理措施,以减轻持久性有机污染物的污染,并保护Ado-Ekiti的环境和公众健康。
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引用次数: 0
Assessing the Rational Use of Water on Construction Sites in Brazil 巴西建筑工地合理用水评估
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-19 DOI: 10.1002/tqem.70234
Lucas Broggio, Sheyla Mara Baptista Serra

The construction industry seeks to develop sustainable projects in response to client demands, financing conditions, and public contracts. The construction industry focuses on the finished product without considering the project's execution conditions. This study aims to present a protocol for evaluating rational use during the construction site phase, considering the details of this phase in environmental certifications and previous research. The research method involved the application of an investigative checklist, consisting of a qualitative questionnaire, which enabled the classification of the level of good practices for the rational use observed during construction site operations. The protocol was adhered to by 26 professionals, and the results revealed that the sites with the highest sustainable classification adopted strategic planning and implemented actions aimed at achieving high-quality standards and innovation in reducing water consumption. It was found that most of the evaluated projects need to improve their sustainable practices, especially in terms of structure and management, to promote greater water efficiency. The projects classified as “good” or “excellent” employed a wider variety of construction systems and had environmental certifications, demonstrating a commitment to sustainable practices. The proposed protocol can serve as a driver for improvements in the construction sector and as a guide for the application of good practices in the rational use of water on construction sites, promoting the continuous development of processes and fostering a culture of sustainability in the civil construction sector.

建筑行业寻求根据客户需求、融资条件和公共合同开发可持续项目。建筑业只关注成品,不考虑项目的执行条件。本研究旨在提出一种在施工现场阶段评估合理使用的协议,考虑到环境认证和先前研究中这一阶段的细节。研究方法包括采用一份调查核对表,其中包括一份质量问题单,以便对建筑工地作业期间观察到的合理使用的良好做法的水平进行分类。有26名专业人员遵守了该议定书,结果显示,可持续发展等级最高的地点采取了战略规划和行动,旨在达到高质量的标准,并在减少用水量方面进行创新。结果发现,大多数评价项目需要改进其可持续做法,特别是在结构和管理方面,以提高用水效率。被评为“好”或“优秀”的项目采用了更广泛的建筑系统,并获得了环境认证,表明了对可持续实践的承诺。拟议的议定书可以推动建筑行业的改进,并作为在建筑工地合理用水方面应用良好做法的指南,促进流程的不断发展,并在民用建筑行业培养可持续发展的文化。
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引用次数: 0
A Hybrid Approach Based on Principal Component Analysis and Artificial Neural Network for Modeling River Water Quality of Prayagraj Region – An Important Pilgrimage Site of India 基于主成分分析和人工神经网络的混合方法在印度重要朝圣地Prayagraj地区河流水质建模中的应用
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-17 DOI: 10.1002/tqem.70229
Anurag Samson Lall, Avinash Kumar Pandey, Jyoti Vandana Mani

The present study investigates the quality of river water of Prayagraj region, which is a prominent holy pilgrimage site of India. A total of 100 river water samples were collected from five selected sites during January 2020–November 2021 and examined for 12 physicochemical parameters. The mean values of turbidity (6 ± 3.65 NTU), total hardness (220 ± 25.69 mg L−1), and dissolved oxygen (8.2 ± 2.74 mg L−1) exceeded the BIS permissible limits. The physicochemical parameter dataset was employed to evaluate the weighted arithmetic water quality index (WQI). River water of the region was found to have an overall WQI of 66.39 ± 23.35, suggesting that it was unfit for human consumption, although it may be utilized for agricultural and industrial applications. Recognizing the importance of computational modeling for rapid WQI evaluation, 18 machine learning algorithms were investigated, which revealed PCA-ANN (principal component analysis-artificial neural network) as the most appropriate model for WQI prediction. PCA reduced the dimensionality of water quality data by identifying 7 PCs that explained >90% variance. The model ANN-A directly incorporated all 12 physicochemical parameters as input, achieving an exceptionally high accuracy (R2 = 0.998, RMSE = 0.829, Af = 1.088, MAPE = 0.847%). The model ANN-B utilized PC scores of only 7 significant components and could attain a commendable accuracy (R2 = 0.950, RMSE = 5.193, Af = 1.289, MAPE = 7.854%). Consequently, PCA-ANN may serve as a significant and reliable tool for policymakers for modeling WQI, since it not only reduced the data load but also generated a decent prediction accuracy.

本研究调查了Prayagraj地区的河水质量,该地区是印度著名的朝圣圣地。在2020年1月至2021年11月期间,从五个选定的地点收集了100个河流水样,并检查了12个物理化学参数。浊度平均值(6±3.65 NTU)、总硬度平均值(220±25.69 mg L−1)、溶解氧平均值(8.2±2.74 mg L−1)均超过BIS允许限值。利用理化参数数据集对加权算法水质指数(WQI)进行评价。该地区的河水水质指数为66.39±23.35,不适合人类饮用,但可用于农业和工业。认识到计算建模对快速评估WQI的重要性,研究了18种机器学习算法,结果表明PCA-ANN(主成分分析-人工神经网络)是最适合WQI预测的模型。PCA通过识别解释90%方差的7个pc来降低水质数据的维数。ANN-A模型直接将12个理化参数作为输入,获得了极高的准确度(R2 = 0.998, RMSE = 0.829, Af = 1.088, MAPE = 0.847%)。ANN-B模型仅利用了7个显著成分的PC得分,获得了令人称道的准确性(R2 = 0.950, RMSE = 5.193, Af = 1.289, MAPE = 7.854%)。因此,PCA-ANN可以作为决策者建模WQI的重要和可靠的工具,因为它不仅减少了数据负载,而且还产生了不错的预测精度。
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引用次数: 0
Evaluation of the Water Source of the Water Supply System in a Brazilian Small Municipality 巴西一个小城市供水系统的水源评价
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-17 DOI: 10.1002/tqem.70230
Ivanir Medeiro Ávila, Louidi Lauer Albornoz, Alfonso Risso, Cristiano Poleto, Maria Cristina de Almeida Silva

There is increasing concern about water security, with the provision of water to the population in adequate quantity and quality, especially in small municipalities' Water Supply Systems (WSS). There is a risk of shortages in Mariana Pimentel, Southern Brazil, and the population has already been served by tanker trucks for various periods. This work evaluated the current capture point (Linha Preta dam) and an alternative capture point (Ribeiro River) in Mariana Pimentel, Rio Grande do Sul, Brazil. During the period from December/2022 to May/2023, the following were carried out: (1) evaluation of the activities carried out in the hydrographic basin, (2) collection of water samples to assess its physical, chemical, and biological characteristics in both sources, (3) topographic and bathymetric survey, at the water capture point and, (4) flow measurement at the alternative point. The river flow measurements showed average values above 100 L/s, representing more than 20 times the flow of the dam and thus serving as a potential collection point in the municipality. However, installing the new point would represent a higher operational cost, considering the need for a pumping system. The Water Quality Index (WQI) was calculated, indicating that the water quality in the dam and the river is classified as “good” and suitable for supply after conventional water treatment. Among the parameters analyzed, total phosphorus stands out, and its presence may be due to the use of fertilizers in crops in the watershed. This work shows a valuable procedure for evaluating water sources for collection and public supply in small cities.

人们越来越关注水的安全,向人口提供足够数量和质量的水,特别是在小城市的供水系统。在巴西南部的马里亚纳皮门特尔(Mariana Pimentel)存在短缺的风险,在不同时期,油罐车已经为人们提供了服务。本研究评估了巴西南大德州马里亚纳皮门特尔目前的捕获点(Linha Preta大坝)和另一个捕获点(Ribeiro河)。在2022年12月至2023年5月期间,开展了以下工作:(1)对水文盆地开展的活动进行评估;(2)收集水样以评估其在两个来源的物理、化学和生物特征;(3)在水捕获点进行地形和水深测量;(4)在替代点进行流量测量。河流流量测量显示平均值超过100升/秒,是大坝流量的20多倍,因此可以作为市政当局的潜在收集点。然而,考虑到需要一个泵送系统,安装新点将意味着更高的运营成本。计算水质指数(WQI),表明经常规水处理后,坝区和河段水质为“良好”,适宜供水。在分析的参数中,全磷比较突出,它的存在可能是由于流域作物使用肥料所致。这项工作显示了一个评估小城市收集和公共供应水源的有价值的程序。
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引用次数: 0
Resource Efficiency Through Circular Economy in European SMEs 循环经济对欧洲中小企业资源效率的影响
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-17 DOI: 10.1002/tqem.70228
Francesca Bassi, Alessandra Brazzale

This study investigates the drivers of resource efficiency practices adoption by small and medium-sized enterprises (SMEs) in the European Union. Using data from the Flash Eurobarometer 498 survey on a sample of SMEs across 27 EU countries, multilevel random intercept probit regression models are estimated for nine resource efficiency actions: water savings, energy savings, renewable energy use, materials savings, switching to greener suppliers, minimizing waste, selling scrap materials, recycling, and eco-design. Results show that SMEs’ characteristics like economic activity sector, dimension, age, type of market served, as well as country-level factors such as population density, GDP per capita, unemployment rate, education level, air quality, and environmental taxes significantly influence the probability of adopting circular economy and sustainability practices. The findings highlight the need for targeted policies tailored to specific SME profiles and national contexts to accelerate the transition towards a more resource-efficient economy in the EU.

本研究调查了欧盟中小企业采用资源效率实践的驱动因素。利用Flash Eurobarometer 498对27个欧盟国家中小企业样本的调查数据,我们估计了9个资源效率行动的多水平随机截点概率回归模型:节水、节能、可再生能源使用、材料节约、转向更环保的供应商、减少浪费、出售废料、回收利用和生态设计。结果表明,中小企业的经济活动行业、规模、年龄、服务市场类型等特征,以及人口密度、人均GDP、失业率、教育水平、空气质量、环境税收等国家层面的因素,显著影响着中小企业采用循环经济和可持续发展实践的概率。研究结果强调,需要制定针对特定中小企业概况和国情的针对性政策,以加快欧盟向资源节约型经济的转型。
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引用次数: 0
Sustainable Production of Ellagic Acid via Solid-State Fermentation With Saccharomyces cerevisiae in Column Reactors 柱式反应器中酿酒酵母固态发酵可持续生产鞣花酸
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-16 DOI: 10.1002/tqem.70232
Karen De La Rosa-Esteban, Leonardo Sepúlveda, Juan Buenrostro-Figueroa, Mónica L. Chávez-González, Aidé Sáenz-Galindo, Cristóbal N. Aguilar, Juan A. Ascacio-Valdés

Ellagitannins (ETs) are polyphenolic compounds present in rambutan peel, which is discarded and considered an agro-industrial waste and a rich source of ETs such as geraniin, corilagin, and ellagic acid (EA). Solid-state fermentation (SSF) is a good alternative and offers a sustainable approach to biodegrade ETs. In this work, the objective was to determine the SSF conditions to improve EA production from rambutan peel ETs using Saccharomyces cerevisiae in column type reactors. ETs were obtained by combining ultrasound and microwave technologies. A Box Hunter & Hunter experimental design was used to explore the effects of aeration, temperature, inoculum, peptone, yeast extract, and NaCl on EA production. The maximum production time of EA was determined at 24 h of culture time. NaCl, temperature, and peptone factors were significant and allowed the production of EA of 1.55 ± 0.02 mg/g. HPLC/ESI/MS was used to identify EA, geraniin, and corilagin, among others. SSF is an effective method for extracting bioactive compounds such as EA, demonstrating the biodegradation of geraniin and corilagin.

鞣花单宁(ETs)是红毛丹果皮中存在的多酚类化合物,被丢弃并被认为是一种农业工业废物,也是诸如天竺葵苷、纤毛素和鞣花酸(EA)等et的丰富来源。固态发酵(SSF)是一种很好的替代方法,为生物降解et提供了可持续的途径。在这项工作中,目的是确定SSF条件,以提高酵母在柱式反应器中从红毛丹皮ETs生产EA。利用超声与微波相结合的方法获得了et。采用Box Hunter & Hunter试验设计,探讨曝气、温度、接种量、蛋白胨、酵母浸膏和NaCl对EA产量的影响。在培养24 h时确定EA的最大生产时间。NaCl、温度、蛋白胨等因素影响显著,EA产率为1.55±0.02 mg/g。采用HPLC/ESI/MS对EA、天竺葵苷、胶原蛋白等进行鉴定。SSF是提取EA等生物活性化合物的有效方法,证明了天竺葵苷和胶原蛋白的生物降解。
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引用次数: 0
Analysis of the Anaerobic Digestion Process Performed by Upflow Anaerobic Filters in Two and Three Separated Stages Treating Sanitary Landfill Leachates 上流式厌氧过滤器处理垃圾渗滤液的二级和三级厌氧消化过程分析
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-16 DOI: 10.1002/tqem.70224
Julio Maldonado-Maldonado, Adriana Márquez-Romance, Sergio Pérez-Pacheco, Edilberto Guevara-Pérez

This paper deals with the analysis of the anaerobic digestion process performed by Upflow Anaerobic Filters in Two and Three Separated Stages (UAF-2SS and UAF-3SS), treating sanitary landfill leachates (SLLs). SLLs were fed to UAF-2SS and UAF-3SS at three temperatures (20°C, 27°C, and 34°C), three volumetric organic loads (VOLs) (2.25, 3.45, 4.64 kgCOD (Chemical Oxygen Demand)/m3/d)), total depth (D) fractionation in two-stages (D1/D2: 20%/80%, 50%/50%, and 80%/20%), and three-stages (D1/D2/D3: 4%/16%/80%, 10%/10%/80%, and 16%/4%/80%). The microbiological sampling demonstrated that the total depth fractionation produced the prevalence of species associated with each of the stages of anaerobic digestion. In UAF-3SS was identified the presence of hydrolytic and acidogenic bacteria in Stage 1, acidogenic and acetogenic bacteria in Stage 2, as well as acetogenic and methanogenic bacteria in Stage 3. In general, the experimental factor causing the most significant effect on the COD removal efficiency was the temperature (T), followed by the d1/d2 ratio and the least influence was produced by the VOL. The effect models for orders from first to third included coefficients of the variables associated to the principal and interaction effects, that were mainly representing to the biosorption process in the residual liquid-biofilm interface within UAF-2SS and UAF-3SS reactors, whose values are similar to those reported for trickling filters and tropical rivers. These results are suggesting that the first stages in the anaerobic digestion associated with hydrolysis and acidogenic reactions constitute the fundamental processes in the UAF-2SS and UAF-3SS perform by treating organic mass composing SLLs. The novelty of the research consists of providing mathematical structures whose coefficients allow to estimate with greater depth the rates at which the substrate transport processes are performed in the SLLs-biofilm interface within UAF-2SS and UAF-3SS.

本文分析了UAF-2SS和UAF-3SS两段和三段上流式厌氧过滤器处理垃圾渗滤液的厌氧消化过程。将sll在3种温度(20°C、27°C和34°C)、3种体积有机负荷(VOLs)(2.25、3.45、4.64 kgCOD(化学需氧量)/m3/d)、2级(D1/D2: 20%/80%、50%/50%和80%/20%)和3级(D1/D2/D3: 4%/16%/80%、10%/10%/80%和16%/4%/80%)下投喂UAF-2SS和UAF-3SS。微生物采样表明,总深度分馏产生了与厌氧消化的每个阶段相关的物种的流行率。在UAF-3SS中,鉴定出第一阶段存在水解菌和产酸菌,第二阶段存在产酸菌和产丙酮菌,第三阶段存在产丙酮菌和产甲烷菌。总的来说,对COD去除效率影响最大的实验因素是温度(T),其次是d1/d2比,VOL的影响最小。从1到3的影响模型包括主效应和交互效应相关变量的系数,主要代表UAF-2SS和UAF-3SS反应器中剩余液-生物膜界面的生物吸附过程。其数值与滴流过滤器和热带河流的数值相似。这些结果表明,与水解和产酸反应相关的厌氧消化的第一阶段构成了UAF-2SS和UAF-3SS处理有机质量组成sll的基本过程。该研究的新颖之处在于提供了数学结构,其系数可以更深入地估计UAF-2SS和UAF-3SS中slls -生物膜界面中衬底传输过程的速率。
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引用次数: 0
Manure Management in Dairy Cattle: Insights Into Regional Variability and Sustainable Approaches 奶牛粪便管理:对区域差异和可持续方法的见解
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-16 DOI: 10.1002/tqem.70221
Nilam Wavhal, Pankaj Dhaka, Simranpreet Kaur, Nitin Wakchaure

The review presents the global challenges and opportunities associated with manure management in dairy cattle systems. Livestock farming, while essential for food security and economic growth, contributes significantly to environmental degradation through nutrient runoff, greenhouse gas emissions, and the dissemination of zoonotic pathogens and antibiotic-resistant genes. Developed regions, characterized by industrialized dairy operations, face challenges such as the concentration of manure in fewer locations, leading to storage and nutrient management issues. Conversely, smallholder farmers in developing countries rely on traditional methods, often exacerbating nutrient losses and environmental contamination. The environmental consequences of improper manure management include nutrient leaching, air quality degradation, and water pollution from hormones and heavy metals. Public health risks, including the transmission of zoonotic pathogens like Escherichia coli (E. coli) O157:H7, Salmonella enterica, and Listeria monocytogenes, highlight the need for sustainable practices. Advanced technologies, including anaerobic digestion, composting, and nutrient recovery methods, offer pathways to mitigate these risks while enhancing resource efficiency. Region-specific strategies, such as biogas production in high-intensity systems and education programs for smallholder farmers, are important to achieving sustainability.

该综述介绍了与奶牛系统粪便管理相关的全球挑战和机遇。畜牧业虽然对粮食安全和经济增长至关重要,但通过养分流失、温室气体排放以及人畜共患病原体和耐抗生素基因的传播,严重加剧了环境退化。发达地区以工业化乳制品经营为特征,面临着诸如粪便集中在较少地点等挑战,从而导致储存和营养管理问题。相反,发展中国家的小农依赖传统方法,这往往加剧了养分损失和环境污染。粪便管理不当造成的环境后果包括养分淋失、空气质量退化以及激素和重金属造成的水污染。公共卫生风险,包括大肠杆菌O157:H7、肠炎沙门氏菌和单核细胞增生李斯特菌等人畜共患病原体的传播,突出表明需要采取可持续做法。包括厌氧消化、堆肥和养分回收方法在内的先进技术为减轻这些风险提供了途径,同时提高了资源效率。针对特定区域的战略,如高强度系统的沼气生产和面向小农的教育方案,对于实现可持续性非常重要。
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引用次数: 0
Toward Circular Textile Waste Management in Macaronesia: A Comparative Policy and Infrastructure Analysis 马卡罗尼西亚纺织废物循环管理:比较政策与基础设施分析
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-14 DOI: 10.1002/tqem.70225
Zaida Ortega, Pablo Bordón, Rubén Paz

The increasing volume of textile waste in Europe presents a critical environmental and economic challenge, particularly in isolated regions such as the Canary Islands and the broader Macaronesian region. This study presents a comprehensive review of textile waste generation, legislation, and management strategies across Europe, with a special focus on the isolated territory comprising Canary Islands, Madeira, Azores, and Cape Verde. An assessment of the specificities of this region, its low market volume and relatively lower technological development compared to continental Europe, the difficulties in logistics, together with its high biodiversity and fragile territory, makes it necessary to undertake specific actions adapted to the territory. The comparative analysis performed allows the determination of a number of challenges and opportunities for textile circularity in the Macaronesian region, which should target a decentralized infrastructure, improve data systems, and produce or adapt targeted policy measures to advance toward textile waste valorization in insular and isolated environments.

欧洲不断增加的纺织废物量对环境和经济构成了严峻的挑战,特别是在加那利群岛和更广泛的马卡罗尼西亚地区等孤立地区。本研究对整个欧洲的纺织废物产生、立法和管理战略进行了全面回顾,特别关注了加那利群岛、马德拉群岛、亚速尔群岛和佛得角等孤立领土。对该地区特殊性的评估,其低市场容量和相对较低的技术发展与欧洲大陆相比,物流方面的困难,加上其高生物多样性和脆弱的领土,使得有必要采取适合该领土的具体行动。所进行的比较分析可以确定马卡罗尼西亚地区纺织品循环的一些挑战和机遇,这些挑战和机遇应该针对分散的基础设施,改进数据系统,并制定或调整有针对性的政策措施,以推进在孤立和孤立的环境中实现纺织废物的价值增值。
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引用次数: 0
Intelligent Algorithm-Based Neural Modeling of Two Suspended Growth Bioreactor Systems for Wastewater Treatment 基于智能算法的两种废水悬浮生长生物反应器系统神经网络建模
IF 1.3 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-11-14 DOI: 10.1002/tqem.70227
Pravin Kumar N, Biswanath Mahanty, Raja Das, Shishir Kumar Behera

The choice of appropriate training algorithms often impacts the convergence and fitness of ANN models. In this regard, three conventional (Levenberg–Marquardt, Bayesian regularization, scaled conjugate gradient) and three evolutionary (genetic algorithm, particle swarm, reptile search) algorithms were explored for their suitability in the training of feedforward backpropagation (BP) neural networks, modeling experimental datasets from airlift bioreactor (ALB) and inverse fluidized bed bioreactor (IFBB). The Selenite removal efficiency (REselenite) (%) in ALB was modelled as a function of influent selenite concentration (ICselenite) (10–60 mg/L) and hydraulic retention time (HRT) (24–72 h), while REselenite (%) and chemical oxygen demand removal efficiency (RECOD) (%) in IFBB considered ICselenite (12.7–635 mg/L) and HRT (12–48 h) as the input parameters. After training and testing, the reptile search algorithm offers slightly better prediction accuracy compared to the Levenberg–Marquardt algorithm, with the lowest RMSE (ALB: 0.946; IFBB: 1.352) and MAE (ALB: 0.701; IFBB: 0.927), and reasonably high R values (ALB: 0.996, 0.983, 0.995; IFBB: 0.985, 0.952, 0.980), on training, testing, and complete datasets. The optimized neural network topologies were 2-18-1 and 2-15-2, respectively, for ALB and IFBB.

选择合适的训练算法往往会影响人工神经网络模型的收敛性和适应度。为此,研究了三种传统算法(Levenberg-Marquardt、贝叶斯正则化、缩放共轭梯度)和三种进化算法(遗传算法、粒子群算法、爬行动物搜索算法)在前馈反向传播(BP)神经网络训练、气升式生物反应器(ALB)和反流化床生物反应器(IFBB)实验数据集建模中的适用性。ALB的亚硒酸盐去除效率(REselenite)(%)建模为进水亚硒酸盐浓度(10-60 mg/L)和水力停留时间(HRT) (24-72 h)的函数,IFBB中的REselenite(%)和化学需氧量去除效率(RECOD)(%)以icselite (12.7-635 mg/L)和HRT (12-48 h)为输入参数。经过训练和测试,爬行动物搜索算法的预测精度略好于Levenberg-Marquardt算法,在训练集、测试集和完整数据集上,其RMSE (ALB: 0.946; IFBB: 1.352)和MAE (ALB: 0.701; IFBB: 0.927)最低,R值也相当高(ALB: 0.996、0.983、0.995;IFBB: 0.985、0.952、0.980)。优化后的ALB和IFBB神经网络拓扑分别为2-18-1和2-15-2。
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Environmental Quality Management
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