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Performance evaluation of aminated multi-walled carbon nanotubes incorporated with green synthesized iron nanoparticles for toxic dyes sequestration from textile wastewater 胺化多壁碳纳米管配以绿色合成纳米铁对纺织废水中有毒染料的吸附性能评价
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2025-04-29 DOI: 10.1016/j.wri.2025.100291
Titus Chinedu Egbosiuba , Cynthia Chukwuemeka , Jonah Chukwudi Umeuzuegbu , Nwanneka Chibuzo Mmonwuba , Ugochukwu Ewuzie , Monday Uchenna Okoronkwo , Valentine Chikaodili Anadebe , Saheed Mustapha , Ambali Saka Abdulkareem , Jimoh Oladejo Tijani , Ashish Patel , Virendra Kumar Yadav
This study evaluates the performance of aminated multi-walled carbon nanotubes (AM-MWCNTs) integrated with zerovalent iron nanoparticles (ZVI) synthesized using cashew leaf (Anacardium occidentale) extract (AM-MWCNTs@ZVI) for the removal of Congo Red (CR) and Methylene Blue (MB) dyes from textile industrial wastewater. The nanocomposite was characterized using FTIR, XRD, BET, HRSEM, and HRTEM analyses, confirming its functional groups, crystalline structure, and enhanced surface area of 1050.4 m2/g. The ecological risk degree of the textile pollutants was assessed to determine the percentage concentrations of crystal violet, Congo red, methyl orange, methylene blue and rhodamine B. Batch adsorption experiments identified optimal parameters as pH 4 for CR and pH 8 for MB, contact time of 60 min, adsorbent dosage of 40 mg/L, and temperature of 40 °C. The Temkin isotherm model best described the adsorption process. Particularly, the maximum adsorption capacities of 450 mg/g and 422 mg/g were evaluated for CR and MB, respectively. Pseudo-second-order kinetics indicated chemisorption as the dominant mechanism. The nanocomposite demonstrated reusability with 88 % and 85 % removal efficiency for CR and MB, respectively, after six cycles. These results highlight AM-MWCNTs@ZVI as an effective, recyclable adsorbent for industrial wastewater treatment.
本研究评估了用腰果叶提取物(AM-MWCNTs@ZVI)合成的氨基化多壁碳纳米管(AM-MWCNTs)与零价铁纳米颗粒(ZVI)结合去除纺织工业废水中的刚果红(CR)和亚甲基蓝(MB)染料的性能。采用FTIR、XRD、BET、HRSEM和HRTEM等手段对复合材料进行了表征,证实了复合材料的官能团、晶体结构和增强的比表面积为1050.4 m2/g。对纺织污染物的生态风险程度进行评价,确定了结晶紫、刚果红、甲基橙、亚甲基蓝和罗丹明b的百分比浓度。批吸附实验确定了CR的pH为4,MB的pH为8,接触时间为60 min,吸附剂用量为40 mg/L,温度为40℃。Temkin等温模型最能描述吸附过程。其中CR和MB的最大吸附量分别为450 mg/g和422 mg/g。拟二级动力学表明化学吸附是主要机理。经过6次循环后,纳米复合材料对CR和MB的去除率分别为88%和85%,具有可重复使用性。这些结果强调AM-MWCNTs@ZVI是一种有效的、可回收的工业废水处理吸附剂。
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引用次数: 0
The hydrological hazard in artificially-drained mining and post-mining areas–A significant environmental aspect requiring systemic management 人工排水矿区和矿区后的水文危害是一个需要系统管理的重要环境问题
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2024-12-17 DOI: 10.1016/j.wri.2024.100275
Dariusz Ignacy
This paper describes a case study of a highly urbanized artificially-drained mine subsidence area massively impacted by mining. Within this area, the surface has subsided over 40 m and the area threatened by flooding is 18 times larger than the observable inundation today. This surface relief disturbance and hydrological hazard is shown using the author's innovative concepts in the form of relative elevation models and four hydrological hazard frameworks. This paper contains analyses supporting the main thesis that in highly transformed and artificially-drained mining and post-mining areas, the hydrological hazard should be classified as a significant environmental aspect requiring systemic management. It outlines in detail the above premise by describing the inter-related mining and non-mining processes causing changes to the hydrological hazard leading to the subsequent complexity of mitigation measures. The introduction of relative elevation models and newly-defined hydrological hazard frameworks are projected onto a site-specific hydromorphologic map. This map forms the hydrological basis for identifying and dimensioning existing flood-related geohazards. The innovative contribution is the ability to incorporate time-related data to assess past and future hydrological hazards. This knowledge makes it possible to simplify flood-related geohazard mitigation. Additionally, it affords policy-makers a range of options regarding future spatial planning to optimize land-use according to societal will. To date, environmental management systems do not sufficiently take into account the mining-induced hydrological hazard in mine subsidence areas. The main goal of this paper is to show that the existing gap in management capability of the hydrological hazard and flood-related geohazards and risks can be resolved by the author's novel site-specific decision support tools.
本文以某高度城市化的人工排水矿山沉陷区为例进行了研究。在这个区域内,地表已经下沉了40多米,受到洪水威胁的面积是今天可观测到的淹没面积的18倍。这种地表起伏扰动和水文灾害是用作者的创新概念,以相对高程模型和四个水文灾害框架的形式表现出来的。本文包含了支持主要论点的分析,即在高度改造和人工排水的矿区和矿区后,水文危害应被列为需要系统管理的重要环境方面。它通过描述引起水文危害变化的相互关联的采矿和非采矿过程,从而导致后续缓解措施的复杂性,详细概述了上述前提。引入的相对高程模型和新定义的水文灾害框架被投射到特定地点的水文形态图上。这张地图构成了识别和确定现有与洪水有关的地质灾害的水文基础。创新的贡献是能够将与时间相关的数据纳入评估过去和未来的水文灾害。这方面的知识使减轻与洪水有关的地质灾害成为可能。此外,它还为决策者提供了一系列关于未来空间规划的选择,以根据社会意愿优化土地利用。迄今为止,环境管理系统没有充分考虑到采矿引起的矿井塌陷区水文危害。本文的主要目标是表明,作者的新型特定地点决策支持工具可以解决水文灾害和洪水相关地质灾害和风险管理能力的现有差距。
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引用次数: 0
Monitoring pharmaceuticals and personal care products to assess water quality changes and pollution sources in a drinking water reservoir catchment 监测药品和个人护理产品,以评估饮用水水库集水区的水质变化和污染源
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2025-02-17 DOI: 10.1016/j.wri.2025.100283
Kinga Ślósarczyk , Filip Wolny , Andrzej J. Witkowski
This research aimed to identify sources of pharmaceuticals and personal care products (PPCPs) in the Kozłowa Góra catchment, southern Poland, and assess their temporal and spatial variability. PPCP monitoring was conducted from 2020 to 2022. Samples were taken from the Brynica River and other streams. Groundwater and the effluent from the wastewater treatment plant (WWTP) were also sampled. The monitoring screened 109 PPCPs using the LC-MS/MS method. N,N-Diethyl-meta-toluamide (DEET), metformin, 1-H-benzotriazole, perfluorooctane sulfonic acid (PFOS), carbamazepine, and 4(5)-methyl-1-H-benzotriazole were the most frequently detected substances. The highest total PPCP concentrations in surface waters reached 30790 ng/L, with up to 53 compounds detected at one point. Results indicated temporal and spatial variability, with higher concentrations and more PPCPs during winter periods and increased contamination downstream from the WWTP. DEET was the only contaminant consistently found in the shallow aquifer discharged into the Brynica, however groundwater impact on the river's water quality is negligible. The study confirmed the WWTP as the primary source of PPCPs, with the number of detected substances in effluent samples amounting to 65 and their total concentrations reaching 148265 ng/L. Additional sources included the airport, uncontrolled/illegal domestic sewage discharges, and human activities in forested areas. This study was the first in Poland to implement a PPCP monitoring approach in a drinking water reservoir catchment area using multiple monitoring points and sampling campaigns. The results revealed the constant presence of PPCPs in a moderately urbanised catchment area, highlighting the importance of regular monitoring to understand PPCP migration in the environment.
本研究旨在确定波兰南部Kozłowa Góra流域药品和个人护理产品(PPCPs)的来源,并评估其时空变异性。PPCP监测于2020 - 2022年进行。样本取自布里尼察河和其他溪流。地下水和污水处理厂的出水也进行了采样。采用LC-MS/MS法筛选出109个PPCPs。N,N-二乙基-间甲苯酰胺(DEET)、二甲双胍、1- h -苯并三唑、全氟辛烷磺酸(PFOS)、卡马西平和4(5)-甲基-1- h -苯并三唑是最常检测到的物质。地表水中PPCP总浓度最高达到30790 ng/L,一次检测到多达53种化合物。结果表明,PPCPs在冬季浓度较高、含量较高,污水处理厂下游污染增加。避蚊胺是唯一一种在排放到布里尼察河的浅层含水层中一直被发现的污染物,然而地下水对河水质量的影响可以忽略不计。研究证实,污水处理厂是ppcp的主要来源,出水样本中检测到的物质数量达65种,总浓度达到148265纳克/升。其他来源包括机场、不受控制/非法的家庭污水排放和森林地区的人类活动。这项研究是波兰首次在饮用水水库集水区使用多个监测点和抽样活动实施PPCP监测方法。结果显示,PPCP在中等城市化的集水区持续存在,强调了定期监测PPCP在环境中的迁移的重要性。
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引用次数: 0
Si-N doped eucalyptus biochar supported TiO2-ZnO (Si-N@EBC/3TiZn) as novel solar light responsive photocatalyst for enhanced degradation of cationic dye in aqueous solution Si-N掺杂桉树生物炭负载TiO2-ZnO (Si-N@EBC/3TiZn)作为新型太阳光响应光催化剂,用于增强水溶液中阳离子染料的降解
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2024-12-16 DOI: 10.1016/j.wri.2024.100274
Adeyinka S. Yusuff , Lukman S. Mustapha , Khairia M. Al-Ahmary , Elham A. Alzahrani , Jamelah S. Al-Otaibi , Mazen R. Alrahili
A novel Si-N@EBC/3TiZn composite was developed, analyzed and utilized as a photocatalyst for methylene blue (MB) degradation. The Si-N@EBC/3TiZn at various compositions of Si-N@EBC was investigated and exhibited excellent photoactivity for degradation reaction when the Si-N@EBC composition in the photocatalyst was 30%. Textural analysis showed that 30%Si–N@EBC/3TiZn was a mesoporous material with 80.3 m2/g specific surface area and 19.3 nm pore diameter, while optical analysis showed a remarkable reduction in the band gap of the sample, making it a solar light responsive photocatalyst. The percent MB removal from the photodegradation process was 98.61 ± 0.21% at optimal initial MB concentration of 24.7 mg/L, pH of 9.84, 30%Si–N@EBC/3TiZn dosage of 1.16 g/L and irradiation period of 51.7 min. The pseudo-first-order L-H model provided a good fit to the MB photocatalytic degradation data with high R2 values. 30%Si–N@EBC/3TiZn was recycled eight times, with 90.78% degradation occurring at the 8th run.
研制了一种新型Si-N@EBC/3TiZn复合材料,对其进行了分析,并将其用作亚甲基蓝(MB)降解的光催化剂。研究了不同组成Si-N@EBC的Si-N@EBC/3TiZn,当Si-N@EBC的光催化剂组成为30%时,降解反应表现出优异的光活性。结构分析表明,30%Si - N@EBC/3TiZn是一种介孔材料,比表面积为80.3 m2/g,孔径为19.3 nm;光学分析表明,样品的带隙明显减小,是一种响应太阳光的光催化剂。在初始MB浓度为24.7 mg/L、pH为9.84、30%Si - N@EBC/3TiZn投加量为1.16 g/L、照射时间为51.7 min的条件下,MB的光降解去除率为98.61±0.21%。拟一阶L- h模型与MB光催化降解数据拟合良好,R2值较高。30%Si - N@EBC/3TiZn循环8次,第8次回收率为90.78%。
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引用次数: 0
Effective boron recovery from real acidic stripping solution by chemical oxo-precipitation method 化学氧化沉淀法从酸性汽提液中有效回收硼
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2025-03-04 DOI: 10.1016/j.wri.2025.100286
Joanna Bok-Badura , Sylwia Bajkacz , Alicja Kazek-Kęsik , Krzysztof Karoń , Łukasz Kot , Agata Jakóbik-Kolon
The effluent generated during the desorption of boron from an ion exchange column is a major economic and environmental challenge of the ion exchange boron removal method. The chemical oxo-precipitation method (COP) is a rapid and efficient approach for boron removal from solutions of high concentration at room temperature. Therefore, this method was tested for boron removal using a real stripping solution obtained from boron desorption with hydrochloric acid after ion-exchange flue gas desulfurization (FGD) wastewater treatment. The following parameters were studied: hydrogen peroxide and calcium ratio to boron, pH of the solution, order of unit actions, pretreatment with oxidant, and calcium compound influence. We found that the literature recommended pre-oxidation step was unnecessary, and our process was rapid and effective, providing 96.8 % of boron recovery after 5 min at room temperature using the following conditions: H2O2/B = 3:1, Ca/B = 2:1, pH = 10.5 set after addition of chemicals. Since boron removal depends on at least three parameters, our novel approach to obtain optimal conditions of boron removal involved the precipitation of perborates from real wastewater by applying the central composite design (CCD) as an experimental strategy. The optimum conditions determined from the CCD experiment were pH = 9, H2O2/B = 3.5, and Ca/B = 3.5, resulting in 94 % boron recovery (in real experiment). Our study proved that the COP method was suitable for boron recovery from real acidic stripping solution, making the ion-exchange method of boron removal fully complete, economical, and environmentally friendly.
离子交换柱解吸硼过程中产生的废水是离子交换除硼法在经济和环境方面面临的主要挑战。化学氧化沉淀法(COP)是一种在室温下快速、有效地去除高浓度硼的方法。因此,采用离子交换烟气脱硫(FGD)废水处理后用盐酸解吸硼得到的真实溶出液,对该方法进行了脱硼试验。考察了过氧化氢、钙与硼的比、溶液pH、单元作用顺序、氧化剂预处理、钙化合物的影响。结果表明,在H2O2/B = 3:1, Ca/B = 2:1, pH = 10.5 set的条件下,在室温下5 min,硼的回收率可达96.8%,无需采用文献推荐的预氧化步骤。由于硼的去除取决于至少三个参数,我们的新方法是通过应用中心复合设计(CCD)作为实验策略,从实际废水中沉淀过硼酸盐,从而获得最佳的硼去除条件。CCD实验确定的最佳工艺条件为pH = 9, H2O2/B = 3.5, Ca/B = 3.5,硼回收率为94%(实际实验)。本研究证明COP法适用于实际酸性汽提液中硼的回收,使离子交换法除硼完全、经济、环保。
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引用次数: 0
Study on the spatial spillover effect of reclaimed water utilization efficiency in water environment-sensitive areas with heterogeneous technology 基于异质技术的水环境敏感区中水利用效率空间溢出效应研究
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2025-05-12 DOI: 10.1016/j.wri.2025.100296
Wei Jin, Shuhan Gao, Wei Jiang, Huimin Wang
As a key path to alleviate the double pressure of economic and social development and ecological environment protection in water-sensitive areas, reclaimed water is of great significance to coordinately promote carbon reduction, pollution reduction, green expansion and growth. This paper uses the three-stage Slack-Based Measure (SBM) model to measure the efficiency of recycled water utilization in 41 cities in the Yangtze River Delta, and based on the characteristics of technological heterogeneity, systematically exploring the spatial correlation mechanism of recycled water utilization. The results show that: firstly, after excluding external environmental factors and random factors, the utilization efficiency of reclaimed water in different cities decreased significantly compared with before improvement. The utilization efficiency of recycled water in each city has dropped significantly compared with that before excluding external environmental factors and random factors. Secondly, government policy incentive is the key factor to improve the efficiency of reclaimed water utilization, and the leading role of science and technology innovation is limited to the cluster frontier in the low innovation level area. Thirdly, from the perspective of spatial spillover effect, the resident population significantly improved the efficiency of reclaimed water utilization in the region while suppressing the efficiency value of surrounding areas; the construction of water supply and drainage infrastructure inhibits the efficiency of reclaimed water utilization in all regions. Therefore, local governments should guide the use of reclaimed water through policy formulation and attach importance to technological innovation oriented by environmental protection. Optimize the construction of reclaimed water infrastructure based on the relationship between supply and demand, and improve the efficiency of reclaimed water utilization, so as to achieve the harmonious development of man and nature.
中水作为缓解水敏感地区经济社会发展和生态环境保护双重压力的关键路径,对协调推进碳减排、污染减排、绿色扩张与增长具有重要意义。采用三阶段Slack-Based测度(SBM)模型对长三角41个城市中水利用效率进行测度,基于技术异质性特征,系统探讨中水利用的空间关联机制。结果表明:第一,在排除外部环境因素和随机因素后,各城市中水利用效率较改善前显著下降。各城市循环水利用效率与排除外部环境因素和随机因素前相比有明显下降。其次,政府政策激励是提高中水利用效率的关键因素,科技创新的引领作用仅限于低创新水平地区的集群前沿。③从空间溢出效应来看,常住人口显著提高了区域中水利用效率值,同时抑制了周边区域的效率值;各地区给排水基础设施建设制约了中水利用效率。因此,地方政府应通过政策制定引导再生水的利用,重视以环保为导向的技术创新。根据供需关系优化中水基础设施建设,提高中水利用效率,实现人与自然的和谐发展。
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引用次数: 0
Arsenic leakage crisis in supply chain of battery storage materials: Water quality footprint of cobalt mining demands action 电池储能材料供应链中的砷泄漏危机:钴矿的水质足迹需要行动
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2025-01-17 DOI: 10.1016/j.wri.2025.100277
Anna C. Schomberg , Wolf von Tümpling , Ellen Kynast
Uncontrolled mine site leakage poses massive indirect environmental pollution, particularly when harmful substances, like arsenic, infiltrate water bodies, affecting humans. Arsenic contamination, recognized as a severe environmental catastrophe, exemplifies the water quality footprint from a Moroccan cobalt mine supplying electric car construction. Applying the water quality footprint method, we determined that 30–615 m3 of virtual dilution water per electric car would be needed to reduce arsenic pollution below natural background levels in a scenario that assumes that 49 % of the cobalt from the respective mine enters the production of battery materials aligning with recent global cobalt demand and use figures. In such a scenario, this single mine's water quality footprint would constitute up to 0.15 % of Morocco's annual water availability, concerning all electric cars produced annually with cobalt from this mine, and would take up half the annual capacity of one seawater desalination plant. While the databasis ouf our analysis is limited and uncertainties are high, our findings underscore the need to avoid problem shifting so that climate-friendly technologies can develop their potential, prompt reflection on due diligence in supply chains under German and upcoming European legislation and highlight the shared responsibility of industry, society and politics.
矿山泄漏不加控制,对环境造成巨大的间接污染,特别是砷等有害物质渗入水体,对人体产生影响。砷污染被认为是一场严重的环境灾难,这是摩洛哥一家供应电动汽车制造的钴矿的水质足迹的例证。应用水质足迹法,我们确定,在假设各自矿山49%的钴进入电池材料生产的情况下,每辆电动汽车需要30-615立方米的虚拟稀释水,才能将砷污染降至自然背景水平以下,与最近的全球钴需求和使用数字保持一致。在这种情况下,就每年用该矿出产的钴生产的所有电动汽车而言,该矿的水质足迹将占摩洛哥年可用水量的0.15%,并将占一个海水淡化厂年生产能力的一半。虽然我们分析的数据库有限,不确定性很高,但我们的研究结果强调了避免问题转移的必要性,以便气候友好型技术能够发挥其潜力,促使人们根据德国和即将出台的欧洲立法对供应链的尽职调查进行反思,并强调了行业、社会和政治的共同责任。
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引用次数: 0
Optimizing a quad-oxidant hybrid process based on hydrodynamic cavitation and UV radiation for Allura red degradation 基于流体动力空化和紫外辐射的四氧化剂混合工艺对紫外光降解的优化
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2025-04-08 DOI: 10.1016/j.wri.2025.100287
Mahdi Shahryari, Soroush Baradaran, Omid Vahidi
This research investigated Allura Red (AR) degradation using a quad-oxidant hybrid process with hydrodynamic cavitation (HC) promoted by ultraviolet radiation (UV) in combination with sodium peroxydisulfate (PS) and hydrogen peroxide (H2O2) as chemical agents. The experiments were carried out for 4 L synthetic AR-polluted wastewater containing 25 ppm AR. Optimization was performed using a Box-Behnken design (BBD) with H2O2 (0–70 ppm), PS (0–200 ppm), and UV radiation (0–32 W). Response surface methodology (RSM) analysis revealed optimal conditions for the HC/H2O2/PS/UV process as 41.3 ppm H2O2, 197 ppm PS, and 31.7 W UV power. Under these conditions, 99.23 % decolorization efficiency with a kinetic rate constant (k) of 80.53 × 10−3 min−1 and yield efficiency of 9.90 × 10−3 mg kJ−1 was achieved. The optimum configuration also resulted in remarkable 74.33 % reduction of Chemical Oxygen Demand (COD) within 120 min. Techno-economic analysis, based on the efficiency-cost ratio (ECR) was conducted on all processes revealed that the ECR of the optimized HC/H2O2/PS/UV process was attained at 398.40. To clarify the role of reactive species, the influence of radical scavengers was investigated under the optimized conditions. Decolorization efficiency was reduced to 74.53 % and 53.10 % with the addition of tert-butanol and ethanol, respectively, with corresponding rate constants of 22.8 × 10−3 min−1 and 12.62 × 10−3 min−1.
以过氧化氢(H2O2)和过氧二硫酸钠(PS)为化学剂,采用紫外光(UV)促进流体动力空化(HC)的四氧化剂混合工艺,研究了紫外光对紫外光红(AR)的降解。以4 L含25 ppm AR的合成AR污染废水为实验对象,采用Box-Behnken设计(BBD)对H2O2 (0-70 ppm)、PS (0-200 ppm)和UV (0-32 W)进行优化。响应面法(RSM)分析显示,HC/H2O2/PS/UV工艺的最佳条件为H2O2 41.3 ppm、PS 197 ppm和UV 31.7 W。在此条件下,脱色效率为99.23%,动力学速率常数k为80.53 × 10−3 min−1,产率为9.90 × 10−3 mg kJ−1。优化后的工艺配置在120 min内化学需氧量(COD)显著降低74.33%。基于效率成本比(ECR)对各工艺进行了技术经济分析,优化后的HC/H2O2/PS/UV工艺的ECR为398.40。为了明确活性物质的作用,在优化条件下考察了自由基清除剂的影响。加入叔丁醇和乙醇后,脱色效率分别为74.53%和53.10%,脱色速率常数分别为22.8 × 10−3 min−1和12.62 × 10−3 min−1。
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引用次数: 0
Assessing water dependencies and risks in Dutch industries: Distribution, consumption and future challenges 评估荷兰工业对水的依赖和风险:分配、消费和未来挑战
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2025-01-08 DOI: 10.1016/j.wri.2025.100279
C.J. Teo , J. Poinapen , J.A.M.H. Hofman , T. Wintgens
This research examined the water dependencies and associated risks in Dutch industries by focusing on three main aspects: the geographical distribution of industrial clusters relative to water sources, water consumption and its economic value across different sectors, and future water stress scenarios with their regional implications. The study uncovered a complex relationship between industrial facility location and water use. It revealed a strong correlation between facilities and nearby water sources, with a tendency for industries to cluster around water sources, peaking at a proximity of about 0–5 km for both surface water and groundwater sources. However, it also pointed out that this relationship is influenced by several other factors including water quality, extraction rights, historical development, and competition for water resources. Additionally, the analysis underlined the importance of considering both water consumption and proximity to water sources to accurately assess dependency. It advocated a more sophisticated approach that moves beyond mere water usage per unit of output to encompass the production complexities that significantly affect water dependency in particular industries. The future projection showed baseline water stress impacts the security of water supply of industries at different magnitude. Particularly, North Brabant and Limburg stood out as particularly vulnerable. These regions hold a significant portion of the studied industrial facilities (21.7 %) and dominate the nation's mineral industry (75 %). The study acknowledged the drawbacks of depending solely on average sectoral data and stresses the urgency for proactive water management strategies. These insights laid a solid groundwork for further research and the implementation of targeted water conservation and sustainable production measures within the Dutch manufacturing sector and beyond as water management issues have global relevance. This study suggested areas for further exploration such as exploring different circular water strategies, industrial symbiosis, leveraging digital technology for optimising water management, and utilising alternative water sources.
本研究通过三个主要方面考察了荷兰工业对水的依赖和相关风险:相对于水源的产业集群的地理分布,不同部门的用水量及其经济价值,以及未来水资源压力情景及其区域影响。这项研究揭示了工业设施位置和用水之间的复杂关系。研究表明,设施与附近水源之间存在很强的相关性,工业倾向于在水源周围聚集,地表水和地下水水源在大约0-5公里附近达到峰值。然而,该报告也指出,这种关系受到其他几个因素的影响,包括水质、开采权、历史发展和对水资源的竞争。此外,分析强调了同时考虑用水量和靠近水源的重要性,以便准确评估依赖性。它提倡一种更复杂的方法,超越仅仅是每单位产出的用水量,而包括对特定工业的用水依赖有重大影响的生产复杂性。未来预测显示,基线水资源压力对工业供水安全的影响程度不同。北布拉班特和林堡尤其脆弱。这些地区拥有所研究的工业设施的很大一部分(21.7%),并主导着全国的矿产工业(75%)。该研究承认了仅仅依赖平均部门数据的缺点,并强调了积极主动的水资源管理战略的紧迫性。这些见解为荷兰制造业的进一步研究和实施有针对性的节水和可持续生产措施奠定了坚实的基础,因为水管理问题具有全球相关性。该研究提出了进一步探索的领域,如探索不同的循环水战略,工业共生,利用数字技术优化水管理,以及利用替代水源。
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引用次数: 0
Advanced evaluation of performance of machine learning models for soapstock splitting optimisation under uncertainty 不确定条件下皂料拆分优化机器学习模型性能的高级评价
IF 4.5 3区 工程技术 Q1 WATER RESOURCES Pub Date : 2025-06-01 Epub Date: 2025-05-10 DOI: 10.1016/j.wri.2025.100294
Bartosz Szeląg , Krzysztof Barbusiński , Michał Stachura , Przemysław Kowal , Adam Kiczko , Eldon R. Rene
This study proposes a computational framework for the prediction and optimisation of soapstock splitting under conditions of limited measurement data and input uncertainty. The objective was to evaluate and select the modeling approaches based on (i) data availability, (ii) model complexity, (iii) predictive accuracy, and (iv) sensitivity to input uncertainty. Machine learning algorithms—Extreme Gradient Boosting (XGBoost) and Support Vector Machines (SVM)—were assessed in comparison with Response Surface Methodology (RSM). XGBoost provided the most accurate predictions for chemical oxygen demand (COD) and organic phosphorus (Porg), while SVM performed best for acid number (AN). K-means clustering identified specific input domains where RSM models could effectively substitute for XGBoost, offering a balance between simplicity and performance. GSA showed that the key influence on Porg (organic phosphorus), COD (chemical oxygen demand) and AN (acid number) was the phosphorus content of the oil, and less important were the operational parameters of the soapstock splitting system. Multi-criteria optimisation under uncertainty using a genetic algorithm (NSGA II) showed a significant influence of phosphorus content uncertainty on the choice of soapstock splitting operating conditions. These findings underscore the importance of accurate phosphorus quantification and support the development of robust, data-efficient computational tools for the monitoring, prediction, and optimisation of complex industrial processes such as soapstock splitting.
本研究提出了一个在有限测量数据和输入不确定性条件下预测和优化皂料分裂的计算框架。目的是根据(i)数据可用性、(ii)模型复杂性、(iii)预测准确性和(iv)对输入不确定性的敏感性来评估和选择建模方法。机器学习算法——极端梯度增强(XGBoost)和支持向量机(SVM)——与响应面方法(RSM)进行了比较评估。XGBoost对化学需氧量(COD)和有机磷(Porg)的预测最准确,而SVM对酸值(AN)的预测效果最好。K-means聚类确定了RSM模型可以有效替代XGBoost的特定输入域,在简单性和性能之间提供了平衡。GSA结果表明,油中磷的含量是影响Porg(有机磷)、COD(化学需氧量)和AN(酸值)的主要因素,皂料裂解系统的操作参数影响较小。利用遗传算法(NSGA II)进行了不确定条件下的多准则优化,结果表明磷含量的不确定度对皂料裂解操作条件的选择有显著影响。这些发现强调了准确的磷定量的重要性,并支持开发强大的、数据高效的计算工具,用于监测、预测和优化复杂的工业过程,如皂料分裂。
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Water Resources and Industry
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