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CFD Simulation of DAF processing for removal microplastic in different flotation solution. 不同浮选溶液中DAF工艺去除微塑料的CFD模拟。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-09-22 DOI: 10.2166/wst.2025.140
Kwang Jun Kim, Chol Hyok Ji, Un Yong Paek, Il Song Han, Song Chol Hong

Microplastic particles floating in rivers, lakes and seawater are one of the factors that threaten human health and the environment. In this study, the process of dissolved air flotation (DAF) to remove microplastics from various wastewaters was simulated by the computational fluid dynamics (CFD) method. First, a solution with a plastic particle concentration of 0.2 g/L was injected at a flow rate of 200 mL/min. Then, a microbubble water with a water-to-microbubble volume ratio of 4:1 was injected at a flow rate of 300 mL/min and the simulated results showed that the kinematic and distribution characteristics of the plastic particles and microbubbles were in good agreement with the experimental results. Based on the simulation system to analyze the behavior of particles in flotation solutions, the flotation performance was evaluated by varying the concentration of NaCl solution from 0 to 12 g/L and the pH value of 10-2 M salt solution from 4 to 9. The calculation results showed that the flotation performance improved with increasing NaCl concentration and pH, and the concentration of NaCl had a greater effect. These results provide some basic information for designing industrial wastewater treatment processes for the removal of microplastics in wastewater.

河流、湖泊和海水中漂浮的塑料微粒是威胁人类健康和环境的因素之一。本文采用计算流体力学(CFD)方法对溶气浮选(DAF)去除不同废水中微塑料的过程进行了模拟。首先,以200 mL/min的流速注入塑料颗粒浓度为0.2 g/L的溶液。然后,以300 mL/min的流速注入水与微泡体积比为4:1的微泡水,模拟结果表明,塑料颗粒和微泡的运动学和分布特征与实验结果吻合较好。基于颗粒在浮选溶液中的行为模拟系统,在NaCl溶液浓度为0 ~ 12 g/L、10- 2m盐溶液pH值为4 ~ 9的条件下,对浮选效果进行了评价。计算结果表明,随着NaCl浓度和pH的增加,浮选性能有所改善,且NaCl浓度的影响较大。这些结果为设计工业废水处理工艺去除废水中的微塑料提供了一定的基础信息。
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引用次数: 0
Review of solar-powered reverse osmosis desalination systems: structure, performance, and efficiency. 太阳能反渗透海水淡化系统综述:结构、性能和效率。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-09-27 DOI: 10.2166/wst.2025.141
Md Atiqur Rahman, Abhinav Adarsh, S M Mozammil Hasnain, Prabhu Paramasivam, Leliso Hobicho Dabelo

Water scarcity is intensifying worldwide due to climate change and poor resource management, while rising sea levels threaten coastal regions and ecosystems. Addressing these interconnected challenges requires sustainable solutions to secure freshwater supplies and protect vulnerable communities. Solar-powered desalination has emerged as a promising approach for converting seawater and brackish water into potable water. This review critically examines recent advancements in solar desalination technologies, focusing on improvements in performance, efficiency, and sustainability. Solar desalination systems offer a clean, noise-free, and cost-effective alternative to conventional methods, particularly in arid and remote regions. The study highlights the benefits of integrating waste heat into desalination processes, which can reduce costs and enhance overall efficiency. Additionally, the review finds that incorporating batteries into photovoltaic (PV) reverse osmosis (RO) desalination is impractical due to high capital and maintenance costs. However, energy recovery devices eliminate the need for preheating feed water, particularly in PV RO systems. Currently, most operational RO plants rely on PV energy, while solar thermal desalination - using parabolic trough collectors (PTCs) with organic Rankine cycle (ORC) technology - remains in the research phase. Although the PTC-ORC-RO system presents a promising solution, large-scale implementation has yet to be realised.

由于气候变化和资源管理不善,全球水资源短缺正在加剧,而海平面上升威胁着沿海地区和生态系统。应对这些相互关联的挑战需要可持续的解决方案,以确保淡水供应和保护脆弱社区。太阳能海水淡化已经成为将海水和微咸水转化为饮用水的一种很有前途的方法。这篇综述严格审查了太阳能海水淡化技术的最新进展,重点是性能,效率和可持续性的改进。太阳能海水淡化系统为传统方法提供了一种清洁、无噪音、经济高效的替代方案,特别是在干旱和偏远地区。这项研究强调了将废热整合到海水淡化过程中的好处,它可以降低成本并提高整体效率。此外,该综述发现,由于高昂的资本和维护成本,将电池纳入光伏(PV)反渗透(RO)海水淡化是不切实际的。然而,能量回收装置消除了预热给水的需要,特别是在PV RO系统中。目前,大多数运行的RO工厂依赖于光伏能源,而太阳能热脱盐-使用抛物槽收集器(ptc)和有机朗肯循环(ORC)技术-仍处于研究阶段。尽管PTC-ORC-RO系统提供了一个有前途的解决方案,但大规模实施尚未实现。
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引用次数: 0
Recovery of ammonium from domestic wastewater using microbial fuel cells. 微生物燃料电池回收生活废水中的氨。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-09-15 DOI: 10.2166/wst.2025.135
Peerawat Yodkamonsart, Tomohide Watanabe, Keiichi Kubota, Chai Jaturapitakkul, Wilasinee Yoochatchaval

This study investigates the optimal conditions of microbial fuel cells (MFCs) for ammonium transport and chemical oxygen demand (COD) removal, and their potential for electricity generation. Batch experiments were conducted using external resistors of 1,500; 200; and 0 Ω, with synthetic domestic wastewater containing an initial NH4+ concentration of 20 mg N/L. Continuous flow experiments were also conducted to assess and compare the performance of MFC systems in terms of electricity generation, COD removal, and ammonium recovery. The results of the batch experiments showed that increasing the external resistance up to 1,500 Ω enhanced the concentration of NH4+ in the cathode chamber. Moreover, higher external resistance contributed to greater voltage stability. The continuous flow experiments revealed that electricity generation did not affect COD removal efficiency. The maximum COD removal efficiencies for the 1,500 Ω and control MFCs were 80.98 and 76.65%, respectively. The concentration of NH4+ in the cathode chamber of the 1,500 Ω MFC was higher than that of the control MFC. Struvite precipitation was used to recover ammonium from the cathode chamber in the continuous experiment. The crystallinity of the precipitate was confirmed by XRD analysis.

本研究探讨了微生物燃料电池(MFCs)运输氨和去除化学需氧量(COD)的最佳条件及其发电潜力。采用1500外接电阻进行批量实验;200年;0 Ω,合成生活废水初始NH4+浓度为20 mg N/L。我们还进行了连续流实验,以评估和比较MFC系统在发电、COD去除和铵回收方面的性能。批量实验结果表明,增加外阻至1500 Ω后,阴极腔内NH4+浓度提高。此外,更高的外部电阻有助于更高的电压稳定性。连续流实验表明,发电不影响COD的去除效率。1500个Ω和对照mfc的最大COD去除率分别为80.98和76.65%。1500 Ω MFC阴极室NH4+浓度高于对照MFC。在连续实验中,采用鸟粪石沉淀法回收阴极室中的铵。通过XRD分析证实了沉淀的结晶度。
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引用次数: 0
Utilization of Chlorella vulgaris biomass in microbial fuel cell as a feed and the study on its degradation pathway. 普通小球藻生物质在微生物燃料电池中的饲料利用及其降解途径研究。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-10-08 DOI: 10.2166/wst.2025.147
Akhila U, Anupama Chacko, Monali Priyadarshini, Rajesh P P

Microbial fuel cells (MFCs) represent an advanced and environmentally friendly bioenergy technology with significant potential for simultaneous power generation and wastewater treatment. This study specifically compared the anodic performance of MFCs with Chlorella vulgaris versus those fed with acetate. Dual-chamber MFCs were constructed for simultaneous electricity generation and wastewater treatment. In addition, microbial communities of both the MFCs and the gene function of MFC-Ch were analyzed through metagenomic sequencing. When comparing all the electrochemical parameters produced from MFCs, MFC-Ch is slightly more efficient than MFC-A. Metagenomic analysis showed that Proteobacteria was the predominant phylum in MFC-A, whereas Bacteroidota was predominant in MFC-Ch. COG (Clusters of Orthologous Groups) analysis of the primary metabolic pathways in the anolyte of MFC-Ch revealed a relatively high abundance of genes associated with several metabolic pathways during MFC operation, including amino acid transport and metabolism, carbohydrate transport and metabolism, and coenzyme transport and metabolism. The study on carbohydrate and protein degradation indicated that protein metabolism occurred to a greater extent than carbohydrate metabolism. This aligns with the known ability of some bacteria present in the sludge to promote amino acid metabolism in MFCs, a finding further supported by the positive correlation observed in the COG analysis.

微生物燃料电池(mfc)是一种先进的环保生物能源技术,在同时发电和处理废水方面具有巨大的潜力。本研究专门比较了普通小球藻与醋酸饲料的mfc的阳极性能。构建了双室mfc,用于同时发电和处理废水。此外,通过宏基因组测序分析MFC-Ch的微生物群落和基因功能。当比较mfc产生的所有电化学参数时,MFC-Ch的效率略高于MFC-A。宏基因组分析显示,MFC-A的优势门为变形菌门,而MFC-Ch的优势门为拟杆菌门。对MFC- ch的主要代谢途径进行COG (Clusters of Orthologous Groups)分析,发现MFC运行过程中氨基酸转运代谢、碳水化合物转运代谢、辅酶转运代谢等代谢途径相关基因丰度较高。碳水化合物和蛋白质降解的研究表明,蛋白质代谢比碳水化合物代谢发生的程度更大。这与已知的污泥中存在的一些细菌促进mfc中氨基酸代谢的能力相一致,这一发现进一步得到了COG分析中观察到的正相关性的支持。
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引用次数: 0
Tolerance and remediation potential of aquatic plants for copper, nickel, lead and zinc in heavy metal-contaminated waters. 水生植物对重金属污染水体中铜、镍、铅和锌的耐受性及修复潜力
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-09-30 DOI: 10.2166/wst.2025.142
Shenghui Xu, Ao Wu, Mingyang Yun, Kaiwang Liu, Junhong Li

In the semi-arid regions of Northwest China, research on phytoremediation technology has focused predominantly on soil matrices, with few studies investigating its efficacy in removing heavy metals from aqueous solutions. Four plants were selected for formal hydroponic experiments: Iris sibirica L. (I. sibirica), Alternanthera philoxeroides (A. philoxeroides), Sedum aizoon L. (S. aizoon) and Hydrocotyle vulgaris L. (H. vulgaris). The results revealed that S. aizoon presented the highest bioaccumulation ability for Cu, whereas H. vulgaris presented the strongest bioaccumulation of Zn, Ni and Pb. S. aizoon had a maximum removal rate of 90% for Cu. The removal rate of Ni by A. philoxeroides was greater than 61%. The removal rate of Zn by H. vulgaris and S. aizoon was greater than 69%. The highest removal rate of Pb by I. sibirica was 93.96%. These plants can serve as candidate species for the phytoremediation of specific heavy metals in river or tailings pond waters in Northwest China. This study holds practical significance for the remediation of water bodies contaminated with heavy metals in the semi-arid regions of Northwest China.

在西北半干旱区,植物修复技术的研究主要集中在土壤基质上,对其去除水体中重金属的效果研究较少。选择4种植物进行正式水培试验:鸢尾(Iris sibirica L.)、花楸花(Alternanthera philoxeroides)、景天(Sedum aizoon L.)和水子叶(Hydrocotyle vulgaris L.)。结果表明,柽柳对Cu的生物富集能力最强,而柽柳对Zn、Ni和Pb的生物富集能力最强。褐藻对铜的最大去除率为90%。对Ni的去除率大于61%。普通螺旋藻和褐藻对Zn的去除率均大于69%。西伯利亚赤霉病菌对铅的最高去除率为93.96%。这些植物可作为西北地区河流或尾矿库水体中特定重金属的植物修复候选种。本研究对西北半干旱区重金属污染水体的修复具有现实意义。
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引用次数: 0
Spatial equilibrium evaluation of water resources in the water-receiving area of the central route of the South-to-North water diversion project in Henan province. 河南南水北调中线受水区水资源空间平衡评价
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-09-26 DOI: 10.2166/wst.2025.143
Feng Li, Jiaen Du, Xin Huang, Xinyue Xu, Junyan Gao, Ziyan Luo

The distribution of water resources determines the pattern of economic development, making the strategic layout of China's water resources crucial. This study focuses on the water-receiving area of the South-to-North Water Diversion Project in Henan Province, addressing issues related to water resource scheduling and allocation. This paper constructs an evaluation model using the Gini coefficient and the multi-correlation coefficient method to analyse the development levels of three types of water resource matching relationships. It then employs kernel density estimation, centroid, and standard deviation ellipse models to study the spatial impact of water resources, revealing the microstructure, central tendency, and dispersion characteristics of water resource distribution. The results indicate: (1) There is a correlation between the algorithms of the Gini coefficient and relational degree. The overall spatial equilibrium of the three matching relationships differs. (2) The spatial equilibrium within the same subregion varies across different matching relationships. (3) The total water resources in the South-to-North Water Diversion area of Henan Province have steadily increased, with rapid development across regions and narrowing disparities among cities. The centroid is located in Xuchang City, and the directional characteristics of total water resources are becoming less pronounced.

水资源的分布决定着经济发展的格局,水资源战略布局至关重要。本研究以河南省南水北调工程受水区为研究对象,探讨水资源调度与配置的相关问题。本文运用基尼系数和多相关系数法构建了评价模型,分析了三类水资源匹配关系的发展水平。利用核密度估计、质心和标准差椭圆模型研究水资源的空间影响,揭示水资源分布的微观结构、集中趋势和分散特征。结果表明:(1)基尼系数算法与关联度之间存在一定的相关性。三种匹配关系的整体空间均衡性不同。(2)不同匹配关系下同一子区域内的空间平衡存在差异。③南水北调区水资源总量稳步增长,区域间发展较快,城市间差距缩小。质心位于许昌市,水资源总量的方向性特征逐渐不明显。
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引用次数: 0
Improving the efficiency of wind tunnels for odour sampling: analysis and optimization of the outlet conveying system. 提高风洞气味取样效率:出口输送系统的分析与优化。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-10-08 DOI: 10.2166/wst.2025.148
Luca Carrera, Giacomo Scolieri, Riccardo Vinciguerra, Marzio Invernizzi, Selena Sironi

Odour emissions from passive area sources present a major challenge for environmental monitoring due to the complex chemical and physical mechanisms involved and the lack of standardized sampling methodologies. Wind tunnels (WTs) are widely adopted for this purpose, but significant methodological gaps remain, particularly concerning the gas sampling procedure at the outlet section of the hood. This study investigates the performance of two WTs, one optimized for fluid dynamics and mass transfer and one conventionally used in Italy, under both laboratory and field conditions. The optimized WT demonstrated greater stability and consistency in concentration measurements due to an improved outlet mixing system. To ensure representative sampling in cases where direct access to the WT outlet is limited, two different gas conveyance systems were tested: a Nalophan™ tubular and a Teflon® grafted tube. Results showed that both configurations provided stable measurements when not occluded, but the Nalophan™ system was susceptible to wind-induced constrictions, leading to transient volatile organic compound accumulation. Field trials confirmed the laboratory findings, showing an optimal sampling time between 5 and 8 min. This study contributes to the development of standardized methodologies for odour sampling, addressing a critical operational gap and supporting recent regulatory advances in odour monitoring.

由于涉及复杂的化学和物理机制以及缺乏标准化的抽样方法,来自被动区域源的气味排放对环境监测构成了重大挑战。风洞(WTs)被广泛用于这一目的,但仍然存在重大的方法上的差距,特别是关于通风柜出口部分的气体采样程序。本研究在实验室和现场条件下研究了两种WTs的性能,一种是针对流体动力学和传质进行优化的,另一种是意大利传统使用的。由于改进了出口混合系统,优化后的WT在浓度测量中表现出更大的稳定性和一致性。为了确保在直接进入WT出口有限的情况下具有代表性的采样,测试了两种不同的气体输送系统:narophan™管和Teflon®嫁接管。结果表明,在不遮挡的情况下,这两种配置都提供了稳定的测量结果,但Nalophan™系统容易受到风致收缩的影响,导致短暂的挥发性有机化合物积累。现场试验证实了实验室结果,显示最佳采样时间为5至8分钟。本研究有助于气味采样的标准化方法的发展,解决了关键的操作差距,并支持最近在气味监测方面的监管进展。
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引用次数: 0
Optimizing regional water resources management considering ecological water demand priority for Mahaweli River watershed, Sri Lanka. 考虑生态用水需求优先的斯里兰卡Mahaweli河流域区域水资源管理优化
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-09-15 DOI: 10.2166/wst.2025.134
Li You, Mei Liu, Ye Xu, Chunming Hu

This study develops an Interval Minimax Relative Regret Analysis (IMRA) method that combines interval linear programming (ILP) with minimax relative regret analysis (MRA) techniques to address growing challenges in water resources management under climate change. The proposed IMRA framework minimizes maximum potential regret among stakeholders while integrating multidimensional considerations of climate projections, risk management, and ecosystem protection, with particular emphasis on prioritizing ecological water requirements in allocation decisions. Applied to Sri Lanka's Mahaweli River Basin, the methodology employs multi-objective optimization to reconcile competing water demands across sectors and resolve disparities among diverse water users, systematically evaluating irrigation benefits and associated economic losses across 23 regions with varying crop patterns. The investigation reveals critical interactions between water resources and key socioeconomic and ecological determinants, enabling scientifically-grounded regulation and efficient utilization of water sources. Through absolute and relative regret criteria, the IMRA model identifies optimal solutions, determining an ideal irrigation water supply range of [174.09, 216.62] 106 m3. Results demonstrate substantial ecological water demands in Matale and Pussellawa, constituting 36 and 40% of total regional water needs respectively under varying supply conditions, while maintaining allocation efficiency and ecosystem integrity. This study provides a robust framework for sustainable water management amidst environmental uncertainties.

本研究将区间线性规划(ILP)与极小极大相对遗憾分析(MRA)技术相结合,提出了区间极小极大相对遗憾分析(IMRA)方法,以应对气候变化下水资源管理日益严峻的挑战。拟议的IMRA框架在整合气候预测、风险管理和生态系统保护的多维考虑的同时,最大限度地减少利益相关者的潜在遗憾,特别强调在分配决策中优先考虑生态用水需求。该方法应用于斯里兰卡的Mahaweli河流域,采用多目标优化来协调不同部门的竞争性用水需求,解决不同用水用户之间的差异,系统地评估了23个不同作物模式地区的灌溉效益和相关经济损失。调查揭示了水资源与关键社会经济和生态决定因素之间的关键相互作用,使水资源的科学调控和有效利用成为可能。通过绝对后悔标准和相对后悔标准,IMRA模型确定了最优解决方案,确定了理想的灌溉供水范围[174.09,216.62]106 m3。结果表明,在保持分配效率和生态系统完整性的前提下,Matale和Pussellawa的生态需水量在不同的供水条件下分别占区域总需水量的36%和40%。本研究为环境不确定性下的可持续水资源管理提供了一个强有力的框架。
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引用次数: 0
An excel-based tool to support decisions on the selection of outflow devices for blue roofs using historical maximum rain events. 一个基于excel的工具,支持使用历史最大降雨事件来选择蓝色屋顶的流出设备。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-10-13 DOI: 10.2166/wst.2025.150
Camillo Bosco, Stian Bruaset, Elhadi Abdalla, Gema Raspati, Noëlie Maurin, Rita Ugarelli, Edvard Sivertsen

Distributed infrastructures play a key role in urban stormwater management by reducing flood risks. Over the past decade, green and blue roofs have emerged as effective distributed solutions, especially as roofs cover a large share of urban land and climate change intensifies storm events that centralized systems often struggle to manage. Designing these infrastructures poses challenges, particularly in selecting an appropriate design hyetograph based on rainfall duration and return period. Simulating water storage and release dynamics enables the optimal selection of outflow devices, ensuring compliance with maximum water levels and flow rates to prevent flooding and structural issues. To support this process, an Excel-based tool has been developed to simulate and select outflow devices for multiple blue roofs contributing to decentralized stormwater systems. The tool identifies which outflow devices meet performance requirements for different rainfall durations. A design case study in Norway demonstrated its application, illustrating how construction sector operators can use it to improve design practices and customer communication in the Norwegian context. Future advancements might consider different add-ons,including (a) green roofs and rain harvesting systems models, (b) datasets from different nations, (c) multiple hyetograph shapes, (d) different shapes and outflow devices curves, (e) future climatic scenarios.

分布式基础设施通过降低洪水风险在城市雨水管理中发挥关键作用。在过去的十年中,绿色和蓝色屋顶已经成为有效的分布式解决方案,特别是屋顶覆盖了大部分城市土地,气候变化加剧了集中式系统往往难以管理的风暴事件。设计这些基础设施带来了挑战,特别是在根据降雨持续时间和返回周期选择合适的设计湿度计时。模拟水的储存和释放动态可以优化流出装置的选择,确保符合最大水位和流量,以防止洪水和结构问题。为了支持这一过程,我们开发了一个基于excel的工具来模拟和选择多个蓝色屋顶的流出装置,这些装置有助于分散的雨水系统。该工具可以识别出在不同降雨持续时间下哪些流出装置符合性能要求。挪威的一个设计案例研究展示了它的应用,说明了建筑行业运营商如何在挪威的背景下使用它来改进设计实践和客户沟通。未来的进步可能会考虑不同的附加组件,包括(a)绿色屋顶和雨水收集系统模型,(b)来自不同国家的数据集,(c)多种湿度计形状,(d)不同形状和流出装置曲线,(e)未来气候情景。
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引用次数: 0
Model predictive control of anaerobic digestion processes using a long short-term memory network predictor. 模型预测控制厌氧消化过程使用长短期记忆网络预测器。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-10-01 Epub Date: 2025-09-17 DOI: 10.2166/wst.2025.139
Andrés Pino Santana, Santiago Garcia-Gen, Laurent Dewasme, Alain Vande Wouwer

This article presents an evaluation of a model predictive control (MPC) strategy that employs long short-term memory (LSTM) networks as internal predictive models for anaerobic digestion (AD) processes. The primary objective was to develop and validate a data-driven control approach utilizing readily available online measurements. The strategy was tested in two simulated AD environments: the simplified Anaerobic Model No. 2 (AM2) and the detailed Anaerobic Digestion Model No. 1 (ADM1). LSTM networks were effectively trained to predict methane flow rates from simulated data, including stochastic disturbances. The integrated LSTM-MPC framework demonstrated robust methane flow rate setpoint tracking and ensured process stability in both environments, even amidst nonlinear operating conditions and influent disturbances. Importantly, the computational requirements remained feasible for real-time applications in these typically slow processes. The findings suggest that the LSTM-MPC strategy is a promising and computationally efficient alternative for controlling AD processes, providing a practical solution compared with traditional mechanistic model-based approaches that often rely on more complex and less accessible measurements.

本文介绍了一种模型预测控制(MPC)策略的评估,该策略采用长短期记忆(LSTM)网络作为厌氧消化(AD)过程的内部预测模型。主要目标是开发和验证利用现成的在线测量数据驱动的控制方法。在简化厌氧模型2 (AM2)和详细厌氧消化模型1 (ADM1)两种模拟AD环境中对该策略进行了测试。通过训练LSTM网络,可以有效地从模拟数据(包括随机干扰)中预测甲烷流量。集成的LSTM-MPC框架展示了强大的甲烷流量设定值跟踪,并确保了两种环境下的过程稳定性,即使在非线性操作条件和进水干扰下也是如此。重要的是,在这些典型的缓慢进程中,计算需求对于实时应用仍然是可行的。研究结果表明,LSTM-MPC策略是控制AD过程的一种有前途的、计算效率高的替代方案,与传统的基于机制模型的方法相比,它提供了一种实用的解决方案,这种方法通常依赖于更复杂、更难以获得的测量。
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引用次数: 0
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