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Optimizing wastewater treatment through artificial intelligence: recent advances and future prospects 通过人工智能优化废水处理:最新进展与未来展望
Pub Date : 2024-07-26 DOI: 10.2166/wst.2024.259
Mudita Nagpal, Miran Ahmad Siddique, Khushi Sharma, Nidhi Sharma, Ankit Mittal
Artificial intelligence (AI) is increasingly being applied to wastewater treatment to enhance efficiency, improve processes, and optimize resource utilization. This review focuses on objectives, advantages, outputs, and major findings of various AI models in the three key aspects: the prediction of removal efficiency for both organic and inorganic pollutants, real-time monitoring of essential water quality parameters (such as pH, COD, BOD, turbidity, TDS, and conductivity), and fault detection in the processes and equipment integral to wastewater treatment. The prediction accuracy (R2 value) of AI technologies for pollutant removal has been reported to vary between 0.64 and 1.00. A critical aspect explored in this review is the cost-effectiveness of implementing AI systems in wastewater treatment. Numerous countries and municipalities are actively engaging in pilot projects and demonstrations to assess the feasibility and effectiveness of AI applications in wastewater treatment. Notably, the review highlights successful outcomes from these initiatives across diverse geographical contexts, showcasing the adaptability and positive impact of AI in revolutionizing wastewater treatment on a global scale. Further, insights on the ethical considerations and potential future directions for the use of AI in wastewater treatment plants have also been provided.
人工智能(AI)正越来越多地应用于污水处理,以提高效率、改进工艺和优化资源利用。本综述将重点介绍各种人工智能模型在以下三个关键方面的目标、优势、产出和主要发现:预测有机和无机污染物的去除效率;实时监测基本水质参数(如 pH 值、COD、BOD、浊度、TDS 和电导率);以及检测污水处理工艺和设备中的故障。据报道,人工智能技术去除污染物的预测精度(R2 值)介于 0.64 和 1.00 之间。本综述探讨的一个重要方面是在废水处理中实施人工智能系统的成本效益。许多国家和城市正在积极开展试点项目和示范,以评估人工智能应用于污水处理的可行性和有效性。值得注意的是,本综述强调了这些举措在不同地域背景下取得的成功成果,展示了人工智能在全球范围内彻底改变污水处理的适应性和积极影响。此外,还就人工智能在污水处理厂中应用的伦理考虑因素和潜在的未来方向提出了见解。
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引用次数: 0
The role of hyetograph shape and designer subjectivity in the design of a urban drainage system 水文图形状和设计者主观性在城市排水系统设计中的作用
Pub Date : 2024-07-26 DOI: 10.2166/wst.2024.261
Spyros Pritsis, Vincent Pons, M. Rokstad, F. Clemens-Meyer, M. Kleidorfer, F. Tscheikner-Gratl
Even though it has been established that a hyetograph's shape affects the results of hydrological simulations, common engineering practice does not always account for this fact. Instead, a single design storm is often considered sufficient for designing a urban drainage system. This study examines the impact that this design paradigm, combined with the uncertainty introduced by subjective choices made during the design process, has on the robustness of a designed system. To do so, we evaluated a set of individual designs created by engineering students using the same Chicago hyetograph as a design storm. We then created ensembles of hyetographs with the same precipitation volume and duration as the Chicago hyetograph and evaluated the designs' hydrological responses. The results showed that designs, which performed equally well for the initial design storm, triggered varying responses for the storms in the ensembles and, consequently, showed different levels of robustness, hinting at a need to adapt the current design approach.
尽管已经确定水文图的形状会影响水文模拟的结果,但通常的工程实践并不总是考虑这一事实。相反,在设计城市排水系统时,通常认为单一设计暴雨就足够了。本研究探讨了这种设计模式,以及设计过程中主观选择带来的不确定性对设计系统稳健性的影响。为此,我们使用相同的芝加哥水文图作为设计风暴,对工程专业学生设计的一组单个设计进行了评估。然后,我们创建了降水量和持续时间与芝加哥降水图相同的降水图集合,并对设计的水文响应进行了评估。结果表明,在初始设计暴雨中表现同样出色的设计,在集合暴雨中却引发了不同的反应,因此表现出不同程度的稳健性,这表明有必要调整当前的设计方法。
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引用次数: 0
A novel approach to integrate CCHP systems with desalination for sustainable energy and water solutions in educational buildings 将冷热电三联供系统与海水淡化技术相结合,为教育建筑提供可持续能源和水解决方案的新方法
Pub Date : 2024-07-26 DOI: 10.2166/wst.2024.257
Faizah Mohammed Bashir, Emmanuel Falude, I. Alsadun, Haifa Youssef Hamdoun, Mohamed Ahmed Said Mohamed, N. M. Shannan, Ahmad Usman Naibi
This study presents a novel approach to integrating combined cooling, heating, and power (CCHP) systems with water desalination for enhanced energy and water management in educational buildings. Two distinct layouts for CCHP and desalination systems are introduced: one prioritizing efficient power generation to meet electricity demands while providing waste heat for desalination, and the other focusing on balancing cooling and heating loads alongside water desalination. Both layouts are tailored to meet the building's energy and water demands while considering operational efficiency. Optimization of these layouts against traditional systems using the bat search algorithm emphasizes economic viability and the gas engine's operational flexibility, which are crucial for partial load operation. In addition, an environmental assessment compares the proposed CCHP-desalination systems with conventional setups, assessing CO2 emission reductions and overall sustainability. The evaluation encompasses key environmental metrics, such as resource consumption and the integration of renewable energy sources. Results highlight significant CO2 emission reductions across various gas engine capacities, with notable enhancements in economic and environmental performance achieved by selecting a 3,250 kW gas engine within the CCHP-desalination system. This choice not only maximizes the annual profit but also reduces CO2 emissions by 57% compared to conventional systems, underscoring the system's sustainability benefits.
本研究提出了一种将冷热电三联供(CCHP)系统与海水淡化相结合的新方法,以加强教育建筑的能源和水资源管理。研究介绍了冷热电三联供系统和海水淡化系统的两种不同布局:一种布局优先考虑高效发电,以满足电力需求,同时为海水淡化提供余热;另一种布局则侧重于平衡冷热负荷和海水淡化。两种布局都能满足建筑的能源和用水需求,同时考虑到运行效率。使用蝙蝠搜索算法对这些布局与传统系统进行优化,强调经济可行性和燃气发动机的运行灵活性,这对部分负荷运行至关重要。此外,环境评估还将拟议的冷热电联产脱盐系统与传统装置进行了比较,评估了二氧化碳减排量和整体可持续性。评估包括关键的环境指标,如资源消耗和可再生能源的整合。结果表明,不同功率的燃气发动机都能显著减少二氧化碳排放量,在冷热电联产脱盐系统中选择 3,250 千瓦的燃气发动机能明显提高经济和环保性能。与传统系统相比,这一选择不仅实现了年利润最大化,还减少了 57% 的二氧化碳排放量,凸显了系统的可持续发展优势。
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引用次数: 0
Metal–organic framework-derived carbon-based evaporator for activating persulfate to remove phenol in interfacial solar distillation 源自金属有机框架的碳基蒸发器,用于在界面太阳能蒸馏中活化过硫酸盐以去除苯酚
Pub Date : 2024-07-26 DOI: 10.2166/wst.2024.260
Yasheng Wang, Lei Huang, Yawen Zhou, Bing Yang, Zhixuan Yu, Zhuoyang Zhang, Chenmin Xu, Shaogui Yang
Interfacial solar distillation (ISD) can markedly improve the efficiency of photothermal seawater desalination, but the migration of semi-volatile organic compounds (SVOCs), such as phenolic pollutants, during the distillation process is a serious threat to the safety of water quality. A sulfate radical-based advanced oxidation process is introduced into ISD for SVOCs removal due to low cost, strong anti-interference capability, and high degradation efficiency. In this work, MOF-derived Fe@C evaporators with high Fenton-like catalytic performance were prepared by calcination of Fe-MOFs on metasequoia wood blocks. The results showed that Fe@C-700 possessed abundant active sites, and the phenol removal rate reached 95% under 5 sun. Free radical trapping experiment and EPR measurements confirmed the presence of both radical and non-radical pathways in the system with 1O2 and O2·- being the main active species. This work provides a feasible solution for the design and application of iron-based catalysts based on MOFs to the ISD process, and also discusses the synergistic effect between ISD and persulfate activation for achieving high quality distilled water.
界面太阳能蒸馏(ISD)可显著提高光热海水淡化的效率,但蒸馏过程中酚类污染物等半挥发性有机化合物(SVOC)的迁移严重威胁水质安全。基于硫酸根的高级氧化工艺具有成本低、抗干扰能力强、降解效率高等优点,被引入 ISD 去除 SVOCs。本研究通过在水杉木块上煅烧 Fe-MOFs 制备了具有高 Fenton 类催化性能的 MOF 衍生型 Fe@C 蒸发物。结果表明,Fe@C-700 具有丰富的活性位点,在 5 个太阳下的苯酚去除率达到 95%。自由基捕获实验和 EPR 测量证实了系统中自由基和非自由基途径的存在,其中 1O2 和 O2-- 是主要的活性物种。这项工作为基于 MOFs 的铁基催化剂在 ISD 工艺中的设计和应用提供了可行的解决方案,同时还探讨了 ISD 与过硫酸盐活化之间的协同效应,以获得高质量的蒸馏水。
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引用次数: 0
Progress of metal-loaded biochar-activated persulfate for degradation of emerging organic contaminants 金属负载生物炭激活过硫酸盐降解新出现有机污染物的研究进展
Pub Date : 2024-07-25 DOI: 10.2166/wst.2024.256
Tianhong Zhou, Chao Shi, Yangyang Wang, Xiaoshu Wang, Zhenle Lei, Xunjie Liu, Jinyu Wu, Fengxiang Luo, Lei Wang
In recent years, studies on the degradation of emerging organic contaminants by sulfate radical (SO4−·) based advanced oxidation processes (SR-AOPs) have triggered increasing attention. Metal-loaded biochar (Me-BC) can effectively prevent the agglomeration and leaching of transition metals, and its good physicochemical properties and abundant active sites induce outstanding in activating persulfate (PS) for pollutant degradation, which is of great significance in the field of advanced oxidation. In this paper, we reviewed the preparation method and stability of Me-BC, the effect of metal loading on the physicochemical properties of biochar, the pathways of pollutant degradation by Me-BC-activated PS (including free radical pathways: SO4−·, hydroxyl radical (·OH), superoxide radicals (O2–·); non-free radical pathways: singlet oxygen (1O2), direct electron transfer), and discussed the activation of different active sites (including metal ions, persistent free radicals, oxygen-containing functional groups, defective structures, etc.) in the SR-AOPs system. Finally, the prospect was presented for the current research progress of Me-BC in SR-AOPs technology.
近年来,基于硫酸根(SO4--)的高级氧化工艺(SR-AOPs)降解新兴有机污染物的研究日益受到关注。金属负载生物炭(Me-BC)能有效防止过渡金属的团聚和浸出,其良好的理化性质和丰富的活性位点在活化过硫酸盐(PS)降解污染物方面具有突出的诱导作用,在高级氧化领域具有重要意义。本文综述了Me-BC的制备方法和稳定性、金属负载对生物炭理化性质的影响、Me-BC活化过硫酸盐(PS)降解污染物的途径(包括自由基途径、SO4--、羟基自由基途径等):SO4--、羟自由基(-OH)、超氧自由基(O2--);非自由基途径:单线态氧(1O2)、直接电子传递),并讨论了 SR-AOPs 系统中不同活性位点(包括金属离子、持久性自由基、含氧官能团、缺陷结构等)的活化。最后,展望了Me-BC在SR-AOPs技术中的研究进展。
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引用次数: 0
Alkalinity control in sludge propels the conversion of concrete slurry waste into micro- and nano-sized biogenic CaCO3 控制污泥中的碱度,推动混凝土泥浆废物转化为微纳米级生物 CaCO3
Pub Date : 2024-07-23 DOI: 10.2166/wst.2024.255
Jinbo Zhao, Jiacheng Feng, Yifan Du, Zhiyang Yan, Xiaoguang Li, Jinyi Qin, Ming Su, Min Yang
The utilization of Bacillus sp. for the production of bio-CaCO3 in concrete crack repair and pore filling has garnered attention. However, microbial-induced calcium carbonate precipitation (MICP) has yet to be explored as a precedent with activated sludge. Calcium sourced from concrete slurry waste (CSW) and carbon from sludge microbial β-oxidation under alkaline were successfully used to generate micro-/nano-CaCO3. The sphere precipitate was identified as the calcite crystal of 0.7–10 μm, the minimal heavy metals were found in the supernatant, and the trace metals could be removed by sludge discharge. At the optimum pH of 8.5–9, carbon capture reached 743 mg L−1, and CaCO3 production reached 1,191 mg L−1. Alkali promotes proteins as a carbon source, and a decrease in their relative content indicates that they are β-oxidized to produce CO2 and facilitate storage. Here, the dominant phyla were Proteobacteria and Bacteroidota, with Thauera being a prevalent genus adept in β-oxidation. Thus, the alkaline regulation of metabolism between microbe and CSW provides a novel way for sludge to generate bio-CaCO3 and initiate MICP.
利用芽孢杆菌生产生物碳酸钙用于混凝土裂缝修补和孔隙填充已引起人们的关注。然而,微生物诱导的碳酸钙沉淀(MICP)作为活性污泥的先例,尚未得到探索。从混凝土泥浆废物(CSW)中提取的钙和污泥微生物在碱性条件下β-氧化产生的碳被成功用于生成微/纳米碳酸钙。经鉴定,球状沉淀为 0.7-10 μm 的方解石晶体,上清液中重金属含量极少,污泥排放可去除微量金属。在最佳 pH 值为 8.5-9 时,碳捕获量达到 743 mg L-1,CaCO3 产量达到 1 191 mg L-1。碱能促进蛋白质成为碳源,蛋白质相对含量的减少表明它们被β氧化以产生二氧化碳并促进储存。在这里,优势菌门是变形菌门和类杆菌门,而 Thauera 是善于进行 β 氧化的普遍菌属。因此,微生物与化粪池之间新陈代谢的碱性调节为污泥生成生物 CaCO3 和启动 MICP 提供了一种新方法。
{"title":"Alkalinity control in sludge propels the conversion of concrete slurry waste into micro- and nano-sized biogenic CaCO3","authors":"Jinbo Zhao, Jiacheng Feng, Yifan Du, Zhiyang Yan, Xiaoguang Li, Jinyi Qin, Ming Su, Min Yang","doi":"10.2166/wst.2024.255","DOIUrl":"https://doi.org/10.2166/wst.2024.255","url":null,"abstract":"\u0000 \u0000 The utilization of Bacillus sp. for the production of bio-CaCO3 in concrete crack repair and pore filling has garnered attention. However, microbial-induced calcium carbonate precipitation (MICP) has yet to be explored as a precedent with activated sludge. Calcium sourced from concrete slurry waste (CSW) and carbon from sludge microbial β-oxidation under alkaline were successfully used to generate micro-/nano-CaCO3. The sphere precipitate was identified as the calcite crystal of 0.7–10 μm, the minimal heavy metals were found in the supernatant, and the trace metals could be removed by sludge discharge. At the optimum pH of 8.5–9, carbon capture reached 743 mg L−1, and CaCO3 production reached 1,191 mg L−1. Alkali promotes proteins as a carbon source, and a decrease in their relative content indicates that they are β-oxidized to produce CO2 and facilitate storage. Here, the dominant phyla were Proteobacteria and Bacteroidota, with Thauera being a prevalent genus adept in β-oxidation. Thus, the alkaline regulation of metabolism between microbe and CSW provides a novel way for sludge to generate bio-CaCO3 and initiate MICP.","PeriodicalId":505935,"journal":{"name":"Water Science & Technology","volume":"98 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141812330","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
Eco-friendly concrete: combining treated wastewater and recycled aggregates 环保混凝土:废水处理与再生骨料相结合
Pub Date : 2024-07-23 DOI: 10.2166/wst.2024.253
Maria Eduarda Pereira Almeida, A. L. Tonetti
The concrete industry is a significant consumer of drinking water and natural aggregates, such as sand and gravel. However, the scarcity of water and aggregate resources and the challenges associated with the disposal of construction and demolition waste prompted the exploration of alternative materials. This study investigates the feasibility of incorporating secondary treated wastewater from UASB reactors followed by trickling filters and mixed recycled aggregates as potential alternatives. To assess the viability of these alternatives, the study considered the replacement of 100% potable water with treated wastewater, as well as varying proportions of recycled gravel (20, 40, 60, 80, and 100%) and recycled sand (10, 20, 30, 40, and 100%). Physical and mechanical properties were negatively affected, but it was possible to reach compressive results over 40 MPa and splitting tensile strength over 4 MPa for almost all mixes. Regarding physical properties, the use of alternative materials caused poorer outcomes for density, water absorption, and air-void ratio. The limited magnitude of these detrimental effects indicates the potential of manufacturing concrete with the addition of combined treated wastewater and recycled aggregate as a viable strategy while enhancing reuse practices.
混凝土行业是饮用水和砂石等天然骨料的主要消耗者。然而,水和骨料资源的稀缺以及与建筑和拆除废物处理相关的挑战促使人们探索替代材料。本研究调查了将来自 UASB 反应器的二级处理废水、滴滤器和混合再生骨料作为潜在替代材料的可行性。为了评估这些替代品的可行性,研究考虑了用处理过的废水替代 100% 的饮用水,以及不同比例的再生砾石(20、40、60、80 和 100% )和再生砂(10、20、30、40 和 100% )。物理和机械性能受到了负面影响,但几乎所有混合料的抗压强度都超过了 40 兆帕,劈裂拉伸强度超过了 4 兆帕。在物理特性方面,使用替代材料会导致密度、吸水率和空隙率降低。这些不利影响的程度有限,这表明在制造混凝土时添加经处理的废水和再生骨料是一种可行的策略,同时还能加强再利用实践。
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引用次数: 0
Assessment of the ecological status of the river water system in European North under conditions of ultra-fresh humus waters using biotic indices (Suna River, Lake Onega Basin, Russia) 利用生物指数评估超新鲜腐殖质水域条件下欧洲北部河流水系的生态状况(俄罗斯奥涅加湖流域苏纳河)
Pub Date : 2024-07-23 DOI: 10.2166/wst.2024.254
I. Baryshev, Evgeny Savosin, Sergey Fedorovich Komulainen
An assessment of the ecological state of the lake–river system of Eastern Fennoscandia in the European North of Russia has been carried out. It was found that in conditions of ultra-fresh waters with a high humus content, biotic indicators may indicate pollution of water bodies that do not actually experience significant anthropogenic impacts. Based on the indicators of macrozoobenthos and phytoperiphyton (indices such as FBI, EBI, BMVP, ASPT, BBI, IBGN, SI, GV, EPT, IB, IM, and TDI), a comprehensive assessment of water quality was given. Ratings ranging from ‘poor’ to ‘excellent’ were obtained for different stations, reflecting the influence of natural features of different sections of the river. ‘Good’ water quality was noted at the river rapids. For river reaches and lake biotopes, ‘mediocre’ water quality was revealed. The low anthropogenic load on the river catchment allows us to conclude that most indices for assessing water quality significantly underestimate the results in the natural conditions of Eastern Fennoscandia. The relatively poor natural fauna, low water salinity and high humus content can make it difficult to determine the level of anthropogenic pollution using biotic indicators. The most error-prone indices are GW and IBGN, of which the former overestimates and the latter underestimates.
对俄罗斯欧洲北部东芬诺斯坎迪亚湖泊-河流系统的生态状况进行了评估。结果发现,在腐殖质含量较高的超清新水域条件下,生物指标可能表明水体受到污染,但实际上并未受到重大人为影响。根据大型底栖生物和浮游植物的指标(FBI、EBI、BMVP、ASPT、BBI、IBGN、SI、GV、EPT、IB、IM 和 TDI 等指数),对水质进行了综合评估。不同站点的水质评级从 "差 "到 "优 "不等,反映了不同河段自然特征的影响。河流急流处的水质为 "良好"。河段和湖泊生物群落的水质 "一般"。由于集水区的人为负荷较低,我们可以得出结论,大多数评估水质的指数都大大低估了东芬诺斯康迪亚自然条件下的结果。天然动物群落相对较少、水体盐度低、腐殖质含量高,这些因素使得使用生物指标来确定人为污染程度变得困难。最容易出错的指数是全球水位和国际边界水位,前者会高估,后者会低估。
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引用次数: 0
Low-cost, reliable, and highly efficient removal of COD and total nitrogen from sewage using a sponge-filled trickling filter 利用海绵滴滤器低成本、可靠、高效地去除污水中的化学需氧量和总氮
Pub Date : 2024-07-23 DOI: 10.2166/wst.2024.252
Navneet Kachhadiya, Upendra D. Patel
Development of low-cost and reliable reactors that need minimal supervision is a need-of-the-hour for sewage treatment in rural areas. This study explores the performance of a multi-stage sponge-filled trickling filter (SPTF) for sewage treatment, employing polyethylene (PE) and polyurethane (PU) media. Chemical oxygen demand (COD) and nitrogen removal/transformation were evaluated at hydraulic loading rates (HLRs) ranging from 2 to 6 m/d using synthetic sewage as an influent. At influent COD of ∼350 mg/L, PU-SPTF and PE-SPTF achieved a COD removal of 97% across all HLRs with most of the COD removal occurring in the first segments. Operation of PE-SPTF at an HLR of 6 m/d resulted in a substantial wash-out of biomass, while PU-SPTF retained biomass and achieved effluent COD < 10 mg/L even at an HLR of 8–10 m/d. The maximum total nitrogen (TN) removal by PE-SPTF and PU-SPTF reactors was 93.56 ± 1.36 and 92.24 ± 0.66%, respectively, at an HLR of 6 m/d. Simultaneous removal of ammonia (NH4-N) and nitrate (NO3-N) was observed at all the HLRs in the first segment of both SPTFs indicating ANAMMOX activity. The COD removal data, packed media depth, and HLRs were fitted (R2 > 0.99) to a first-order kinetic relationship. For a comparable COD removal, CO2 emission by PU-SPTF was 3.5% of that of an activated sludge system.
开发低成本、可靠且只需最少监督的反应器是农村地区污水处理的当务之急。本研究采用聚乙烯(PE)和聚氨酯(PU)介质,探讨了用于污水处理的多级海绵滴滤器(SPTF)的性能。以合成污水为进水,在水力负荷率(HLRs)为 2 至 6 m/d 的条件下,对化学需氧量(COD)和氮的去除/转化进行了评估。当进水 COD 为 350 mg/L 时,PU-SPTF 和 PE-SPTF 在所有 HLR 条件下的 COD 去除率均达到 97%,其中大部分 COD 去除发生在第一段。PE-SPTF 在 6 m/d 的 HLR 下运行会导致大量生物量被冲走,而 PU-SPTF 则能保留生物量,即使在 8-10 m/d 的 HLR 下也能实现出水 COD < 10 mg/L。在 6 m/d HLR 条件下,PE-SPTF 和 PU-SPTF 反应器对总氮(TN)的最大去除率分别为 93.56 ± 1.36% 和 92.24 ± 0.66%。在两个 SPTF 第一段的所有 HLR 条件下,均观察到氨氮(NH4-N)和硝氮(NO3-N)的同时去除,这表明 ANAMMOX 具有活性。COD 去除数据、填料深度和 HLR 与一阶动力学关系相拟合(R2 > 0.99)。在 COD 去除率相当的情况下,PU-SPTF 的 CO2 排放量是活性污泥系统的 3.5%。
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引用次数: 0
Urban flood-bearing vulnerability evaluation based on the moment estimate weighting and improved gray target model 基于矩估计加权和改进的灰色目标模型的城市洪水承载脆弱性评估
Pub Date : 2024-07-22 DOI: 10.2166/wst.2024.250
Dengming Yan, Liu Su, Simin Liu, Hong Lv, Jin Lin, Zhilei Yu, Lucong Cao
Increasingly severe flooding seriously threatens urban safety. A scientific urban flood-bearing vulnerability assessment model is significant to improve urban risk management capacity. The gray target model (GTM) has advantages in urban flood-bearing vulnerability assessment. However, indicator correlation and single bull's-eye are commonly neglected, leading to defective evaluation results. By integrating the four base weights, an improved weighting method based on the moment estimate was proposed. Then, the marginal distance was used to quantify the indicator correlation, and the TOPSIS model was introduced to define the relative bull's-eye distance. Thus, an improved gray target evaluation method was established. Finally, an urban flood-bearing vulnerability evaluation model was presented based on the moment estimate weighting-improved GTM. In this study, Zhengzhou City, China, was taken as an example. The spatial and temporal changing characteristics of the flood-bearing vulnerability of Zhengzhou from 2006 to 2020 were investigated. The results show that: (1) On the temporal scale, the disaster-bearing vulnerability of Zhengzhou City showed an upward trend during the 15 years; (2) On the spatial scale, Guancheng District of Zhengzhou City had the relatively highest vulnerability to urban flooding. This study is expected to provide a scientific reference for urban flood prevention and resilient construction.
日益严重的洪涝灾害严重威胁着城市安全。科学的城市洪水承载脆弱性评估模型对提高城市风险管理能力意义重大。灰色目标模型(GTM)在城市洪涝灾害脆弱性评估中具有优势。然而,指标相关性和单一靶心往往被忽视,导致评估结果存在缺陷。通过整合四个基础权重,提出了一种基于矩估计的改进权重法。然后,利用边际距离来量化指标相关性,并引入 TOPSIS 模型来定义相对靶心距离。由此,建立了一种改进的灰色目标评价方法。最后,基于矩估计加权改进的 GTM,提出了城市洪涝灾害脆弱性评价模型。本研究以中国郑州市为例。研究了 2006-2020 年郑州市承洪脆弱性的时空变化特征。结果表明(1)在时间尺度上,郑州市的承灾脆弱性在 15 年间呈上升趋势;(2)在空间尺度上,郑州市管城区的城市内涝脆弱性相对最高。本研究有望为城市防洪和抗灾建设提供科学参考。
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引用次数: 0
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