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Study on the performance of sulfonated poly (aryl ether ketone sulfone) organic matrix with enhanced double-free radical eliminating agents 增强型双自由基消除剂磺化聚芳醚酮砜有机基质的性能研究
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-29 DOI: 10.1016/j.psep.2026.108508
Hongqi Liang, Shuqi Zhao, Ao Qu, Wei Fan, Zhizhuo Liu, Ziyi Wang, Jingmei Xu, Jiaxin Li, Youwei Huang, Yingnuo Liu
Proton Exchange Membrane Fuel Cell (PEMFC) has become an indispensable category in fuel cells due to its multi-scenario adaptability, high efficiency and lightweight characteristics. The proton exchange membrane (PEMs) is equivalent to the heart of a PEMFC. Therefore, designing and developing PEMs that can overcome the energy density limitation and has good durability plays a crucial role in energy utilization and sustainable development. In this work, TA-CeO2 fillers—synthesized by coating CeO2 with TA—were incorporated into the SPAEKS organic matrix as dual free radical scavengers. This process yielded the series of composite PEMs designated as SPTC-x%. Among them, the SPTC-2 % membrane had the best comprehensive performance, achieving a proton conductivity of approximately 160 mS cm−1 (80°C, 100 % RH), a stress intensity of up to 41 MPa, a fracture elongation rate of 48 %, and demonstrated excellent single-cell performance in the practical application of fuel cells. The peak power density reached 1200.6 mW cm⁻² with a current density of 3599.5 mA cm⁻², which provides valuable reference for the development and modification of PEMs.
质子交换膜燃料电池(PEMFC)以其多场景适应性、高效率和轻量化等特点,成为燃料电池中不可缺少的一类。质子交换膜(PEMs)相当于质子交换膜燃料电池(PEMFC)的心脏。因此,设计和开发既能克服能量密度限制又具有良好耐久性的PEMs对能源利用和可持续发展具有至关重要的作用。将TA-CeO2包覆制备的TA-CeO2填料作为双自由基清除剂加入到SPAEKS有机基质中。该工艺制备了一系列SPTC-x%的复合材料。其中,SPTC-2 %膜综合性能最好,质子电导率约为160 mS cm−1(80°C, 100 % RH),应力强度高达41 MPa,断裂伸伸率为48 %,在燃料电池的实际应用中表现出优异的单电池性能。峰值功率密度为1200.6 mW cm⁻²,电流密度为3599.5 mA cm⁻²,为pe的发展和修改提供了有价值的参考。
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引用次数: 0
Techno-Economic Analysis of Emerging Energy Generation Processes and Technologies for Climate Change Mitigation 新兴能源生产工艺和减缓气候变化技术的技术经济分析
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-28 DOI: 10.1016/j.psep.2026.108511
M. Imran Khan, Muhammad Asif, Faisal Asfand
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引用次数: 0
Water and 3 % F-500 aqueous solution for suppression of jet flames in 300Ah LiFePO4 batteries: A comparative study 水与3% F-500水溶液抑制300Ah LiFePO4电池喷焰的比较研究
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-28 DOI: 10.1016/j.psep.2026.108510
Yongfei Ma , Hang Yu , Min Yao , Jinquan Shi , Binbin Mao , Jun Tian , Ying Zhang
Organic solvents in lithium-ion battery electrolytes are recognized as major contributors to combustion during thermal runaway (TR). However, their relatively high boiling points present significant challenges for the real-time, quantitative detection of vapor-phase components under TR conditions. In this study, an enhanced experimental platform was developed to enable accurate quantification of ethyl methyl carbonate (EMC) vapor during TR of a 300 Ah LiFePO4 battery initiated via external heating. The composition and temporal evolution of battery vent gases were systematically analyzed across different TR stages. To evaluate mitigation strategies, a water mist (WM) suppression system was employed to compare the performance of pure water and a 3 % F-500 aqueous solution in both non-flaming (gas release) and flaming (jet flame) TR scenarios. The results demonstrate that, under a nozzle pressure of 0.3 MPa, the 3 % F-500 solution achieved flame suppression within 8 ± 6 s, in contrast to WM, which required 178 ± 40.5 s. Moreover, the F-500 solution reduced peak hydrocarbon gas concentrations by approximately 50 %, thereby substantially lowering the vapor-phase concentration of combustible species.
锂离子电池电解质中的有机溶剂被认为是热失控(TR)过程中燃烧的主要贡献者。然而,它们相对较高的沸点为TR条件下气相组分的实时定量检测带来了重大挑战。在本研究中,开发了一个增强的实验平台,能够准确定量300 Ah LiFePO4电池通过外部加热启动的TR过程中的甲基碳酸乙酯(EMC)蒸气。系统分析了不同TR阶段电池排气成分及时间演化规律。为了评估缓解策略,采用水雾(WM)抑制系统来比较纯水和3 % F-500水溶液在非燃烧(气体释放)和燃烧(喷射火焰)TR场景中的性能。结果表明,在0.3 MPa的喷嘴压力下,3 % F-500溶液的火焰抑制时间为8 ± 6 s,而WM溶液的火焰抑制时间为178 ± 40.5 s。此外,F-500溶液将烃类气体的峰值浓度降低了约50% %,从而大大降低了可燃物质的气相浓度。
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引用次数: 0
Comprehensive evaluation on potentiality and key bacterial community of heterotrophic nitrification and aerobic denitrification in real wastewater treatment plants 实际污水处理厂异养硝化和好氧反硝化潜力及关键菌群的综合评价
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-28 DOI: 10.1016/j.psep.2026.108509
Rui-Chun Yang, You-Wei Cui, Zhen-Ying Li, Ming-Teng Li, Yuan Sui
Heterotrophic nitrification and aerobic denitrification (HN-AD), a novel nitrogen removal process, can achieve simultaneous removal of nitrogen and organic substance from wastewater under aerobic conditions. To achieve HN-AD in existing wastewater treatment processes, the understanding on abundance of HN-AD bacterial group is required. In this study, in vitro experiments, specific functional gene detection based on quantitative PCR and high-throughput sequencing were used to comprehensively evaluate the potential and key bacterial genera of HN-AD in five typical wastewater treatment plants (WWTPs). The five WWTPs employ different treatment processes, namely the anaerobic-anoxic-oxic (A2/O) process, anoxic/oxic (A/O) process, sequencing batch reactor (SBR) process, oxidation ditch (OD) process, and membrane bioreactor (MBR) process. The results demonstrated significant differences in the distribution of HN-AD bacteria in the five WWTPs. The highest proportion of heterotrophic nitrification, accounting for 28.4 % of the total nitrification, was observed in the A/O treatment plant. In the A/O treatment plant, the copy numbers of HN-AD functional genes haoA and haoC were the highest, with 1.84 × 106 and 8.73 × 107 copies/g sludge, respectively. The key microbial genera related to HN-AD, Denitratisoma, Dechloromonas, and Comamonas, exhibited the highest occurrence in the A/O process, accounting for 7.69 %. Process type was identified as the primary factor shaping the abundance of HN-AD functional bacteria, with a higher influence than individual environmental or water quality parameters in the aeration tank. This study assessed the potential of HN-AD and the distribution of key bacteria genera in different wastewater treatment processes, providing a biological basis for innovative wastewater treatment processes.
异养硝化-好氧反硝化(HN-AD)是一种新型的脱氮工艺,可以在好氧条件下同时去除废水中的氮和有机物。为了在现有的废水处理工艺中实现HN-AD,需要了解HN-AD菌群的丰度。本研究通过体外实验,采用基于定量PCR和高通量测序的特异性功能基因检测,综合评价了5个典型污水处理厂(WWTPs)中HN-AD的潜力和关键菌属。五个污水处理厂采用厌氧-缺氧-缺氧(A2/O)工艺、厌氧/缺氧(A/O)工艺、序批式反应器(SBR)工艺、氧化沟(OD)工艺和膜生物反应器(MBR)工艺。结果表明,5个污水处理场中HN-AD菌的分布存在显著差异。异养硝化比例最高的是A/O处理厂,占总硝化量的28.4 %。在A/O处理厂,HN-AD功能基因haoA和haoC拷贝数最高,分别为1.84 × 106和8.73 × 107拷贝/g污泥。与HN-AD相关的关键微生物属脱硝菌(Denitratisoma)、脱氯单胞菌(Dechloromonas)和单胞菌(Comamonas)在A/O过程中发生率最高,占7.69 %。工艺类型是影响曝气池中HN-AD功能菌丰度的主要因素,其影响程度高于单个环境或水质参数。本研究评估了HN-AD在不同废水处理工艺中的潜力和关键菌属分布,为创新废水处理工艺提供生物学依据。
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引用次数: 0
Multi-dimensional signal evolution and early warning strategy for thermal runaway of large-capacity lithium-ion battery under preload force 预载力作用下大容量锂离子电池热失控多维信号演化及预警策略
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-28 DOI: 10.1016/j.psep.2026.108503
Chunlin Wang , Junjie Yang , Konghao Yu , Jiali Zhang , Junling Wang , Yajun Huang , Zhirong Wang , Zhengyang Wang , Wei Cai
In large-scale energy storage system, large-capacity LiFePO4(LFP) batteries are usually assembled into packs under preload force. However, the influence of preload force on the early warning of LFP batteries and thermal runaway(TR) action remains unknown. In this context, we have conducted a full-process analysis towards the early multi-dimensional signal evolution and TR behavior of LFP batteries under different preload forces. As preload force increases, the temperature threshold increases from 0.35 to 0.67 ℃/s and the voltage threshold remains stable at 0.005 V/s. Under 0 and 9 kN, the time intervals from the threshold points of each signal to TR are shorter than that under 3 and 6 kN. In terms of TR characteristics, the maximum exhaust velocities(32.76, 36.33 m/s) and pressures(684, 713 Pa) under 0 and 9 kN are significantly greater than those under 3 (26.42 m/s, 593 Pa) and 6 kN(29.33 m/s, 612 Pa). The heat released during TR stage reaches 459.1 kJ at 0 kN, while the heat released at 3 kN is the lowest(335.9 kJ). Meanwhile, TR hazards under different preload force are evaluated. The results show that TR hazard is the smallest under 3 kN. Too low or high preload force will exacerbate the TR hazard of battery. This study provides inspirations for and the development of early warning strategies for battery.
在大型储能系统中,大容量LiFePO4(LFP)电池通常在预载力下组装成电池组。然而,预载力对LFP电池早期预警和热失控(TR)行为的影响尚不清楚。在此背景下,我们对不同预载力下LFP电池的早期多维信号演化和TR行为进行了全过程分析。随着预载力的增大,温度阈值从0.35℃/s升高到0.67℃/s,电压阈值稳定在0.005 V/s。在0和9 kN下,各信号阈值点到TR的时间间隔比在3和6 kN下短。在TR特性方面,0和9 kN工况下最大排气速度(32.76、36.33 m/s)和压力(684、713 Pa)显著大于3(26.42 m/s, 593 Pa)和6 kN工况下(29.33 m/s, 612 Pa)。在0 kN时,TR阶段放出的热量达到459.1 kJ,在3 kN时放出的热量最小,为335.9 kJ。同时,对不同预紧力下的TR危害进行了评估。结果表明:在3 kN时,TR危害最小;过低或过高的预紧力都会加剧电池的TR危险。本研究为电池早期预警策略的发展提供了启示。
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引用次数: 0
Advances in rare earth mineral extraction from waste for energy storage applications: A comprehensive review 从废物中提取稀土矿物用于储能的研究进展
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1016/j.psep.2026.108501
Redor Mohammad , Eugene Sefa Appiah , Oliver Baah Abekah , Abdul-Wadood Moomen , Ophelia Ayamba , Samuel Olukayode Akinwamide , Micheal K. Commeh , Daniel Nframah Ampong , Kwadwo Mensah-Darkwa , Anthony Andrews , Katlego Makgopa , Ram K. Gupta
Rare earth elements (REEs) are indispensable in modern energy storage systems due to their unique physicochemical properties, which enable high-performance batteries, supercapacitors, and fuel cells. However, the increasing demand for REEs and their uneven geographical distribution and environmentally intensive mining processes have intensified the search for sustainable and alternative sources. Waste materials, including industrial residues, electronic waste, coal fly ash, and end-of-life energy devices, represent a promising, underutilized reservoir of REEs. This review provides a comprehensive examination of recent advances in REE recovery from waste streams, focusing on applications in energy storage technologies. The discussion covers the types of REE-rich wastes, the roles of REEs in enhancing electrochemical performance, and the latest extraction strategies, including physical, chemical, biological, and advanced hybrid techniques. Challenges related to low REE concentrations, complex waste compositions, environmental risks, and economic feasibility are critically assessed. Furthermore, techno-economic analysis and life cycle considerations are explored to evaluate the sustainability of waste-derived REEs in a circular economy context. The review concludes with future research directions, including integration with renewable energy systems, policy and regulatory support, and the application of artificial intelligence for process optimization. This work highlights pathways toward a sustainable and resilient REE supply chain by bridging the gap between waste valorization and advanced energy storage.
稀土元素(ree)由于其独特的物理化学性质,在现代能源存储系统中是不可或缺的,它使高性能电池,超级电容器和燃料电池成为可能。但是,对稀土元素的需求日益增加,其地理分布不均,以及环境密集的采矿过程都加强了对可持续和替代来源的寻找。废物,包括工业残留物、电子废物、粉煤灰和报废能源装置,是一个有前途的、未充分利用的稀土储量。本文综述了从废物流中回收稀土元素的最新进展,重点介绍了在储能技术中的应用。讨论了富含稀土元素的废物类型,稀土元素在提高电化学性能方面的作用,以及最新的提取策略,包括物理、化学、生物和先进的混合技术。对与低稀土浓度、复杂的废物成分、环境风险和经济可行性相关的挑战进行了严格评估。此外,还探讨了技术经济分析和生命周期因素,以评估循环经济背景下废物来源的稀土的可持续性。展望了未来的研究方向,包括与可再生能源系统的集成、政策和法规支持以及人工智能在工艺优化中的应用。这项工作强调了通过弥合废物增值和先进能源储存之间的差距,实现可持续和有弹性的稀土供应链的途径。
{"title":"Advances in rare earth mineral extraction from waste for energy storage applications: A comprehensive review","authors":"Redor Mohammad ,&nbsp;Eugene Sefa Appiah ,&nbsp;Oliver Baah Abekah ,&nbsp;Abdul-Wadood Moomen ,&nbsp;Ophelia Ayamba ,&nbsp;Samuel Olukayode Akinwamide ,&nbsp;Micheal K. Commeh ,&nbsp;Daniel Nframah Ampong ,&nbsp;Kwadwo Mensah-Darkwa ,&nbsp;Anthony Andrews ,&nbsp;Katlego Makgopa ,&nbsp;Ram K. Gupta","doi":"10.1016/j.psep.2026.108501","DOIUrl":"10.1016/j.psep.2026.108501","url":null,"abstract":"<div><div>Rare earth elements (REEs) are indispensable in modern energy storage systems due to their unique physicochemical properties, which enable high-performance batteries, supercapacitors, and fuel cells. However, the increasing demand for REEs and their uneven geographical distribution and environmentally intensive mining processes have intensified the search for sustainable and alternative sources. Waste materials, including industrial residues, electronic waste, coal fly ash, and end-of-life energy devices, represent a promising, underutilized reservoir of REEs. This review provides a comprehensive examination of recent advances in REE recovery from waste streams, focusing on applications in energy storage technologies. The discussion covers the types of REE-rich wastes, the roles of REEs in enhancing electrochemical performance, and the latest extraction strategies, including physical, chemical, biological, and advanced hybrid techniques. Challenges related to low REE concentrations, complex waste compositions, environmental risks, and economic feasibility are critically assessed. Furthermore, techno-economic analysis and life cycle considerations are explored to evaluate the sustainability of waste-derived REEs in a circular economy context. The review concludes with future research directions, including integration with renewable energy systems, policy and regulatory support, and the application of artificial intelligence for process optimization. This work highlights pathways toward a sustainable and resilient REE supply chain by bridging the gap between waste valorization and advanced energy storage.</div></div>","PeriodicalId":20743,"journal":{"name":"Process Safety and Environmental Protection","volume":"208 ","pages":"Article 108501"},"PeriodicalIF":7.8,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146071747","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Safe and sustainable recycling of lead–zinc smelting slag in cementitious systems: Structure, reactivity and leaching risk evaluation 胶凝体系中铅锌冶炼渣的安全可持续回收:结构、反应性和浸出风险评价
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1016/j.psep.2026.108437
Bohan Yang , Xiaowei Gu , Zhijun Li , Zhihang Hu , Jianping Liu , Qing Wang
Recycling non-ferrous smelting residues into cementitious systems offers a promising route for reducing industrial waste and mitigating environmental impacts. This study investigates the safe and sustainable recycling of lead–zinc smelting slag (LZSS) as a supplementary cementitious material (SCM), with emphasis on structure, reactivity, heavy-metal leaching, and environmental benefits. LZSS, a by-product of the metallurgical industry, was found to contain ∼96 % amorphous content, consisting mainly of (alumino)silicates and iron-rich phases associated with trace heavy metals. Reactivity testing (R³ method) confirmed high pozzolanic activity, though lower than granulated blast furnace slag. At 30 % replacement of cement, toxicity characteristic leaching procedure (TCLP) results demonstrated minimal Cu and Mn release, both below regulatory thresholds, with no detectable leaching in deionized water, indicating environmental safety. Environmental impact assessment further showed that partial substitution with LZSS significantly reduces the global warming potential of cement production while maintaining acceptable mechanical performance. These findings establish LZSS as a technically feasible, environmentally safe, and climate-beneficial resource for sustainable cementitious systems production, supporting both industrial waste valorization and pollution prevention.
将有色金属冶炼废渣回收到胶凝体系中为减少工业废物和减轻环境影响提供了一条有前途的途径。本文从结构、反应性、重金属浸出和环境效益等方面探讨了铅锌冶炼渣(LZSS)作为补充胶凝材料的安全、可持续回收利用。LZSS是冶金工业的副产品,发现其无定形含量为~ 96% %,主要由(铝)硅酸盐和富铁相组成,并伴有微量重金属。反应性测试(R³法)证实火山灰活性高,但低于粒状高炉渣。在水泥替代量为30% %时,毒性特征浸出程序(TCLP)结果显示,Cu和Mn的释放量最小,均低于监管阈值,在去离子水中没有检测到浸出,表明环境安全。环境影响评估进一步表明,LZSS的部分替代显著降低了水泥生产的全球变暖潜力,同时保持了可接受的机械性能。这些研究结果表明,LZSS是一种技术上可行、环境安全、对气候有益的可持续胶凝系统生产资源,可支持工业废物增值和污染预防。
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引用次数: 0
Dynamic maintenance optimization in confined high-risk spaces considering environmental safety constraints and incremental replacement success probability 考虑环境安全约束和增量置换成功概率的受限高风险空间动态维修优化
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1016/j.psep.2026.108505
Shuyuan Gan , Zhuozhuo Li , Daoming She , Jianzhou
Equipment operating in high-risk confined spaces is common in major engineering fields. In such environments, the interaction between equipment degradation and environmental conditions, coupled with the safety risks of maintenance, makes effective decision-making particularly challenging. Despite the urgent need, this issue has received limited attention. To address this gap, this study proposes a dynamic maintenance strategy for multi-state equipment operating in high-risk confined spaces. The approach considers the bidirectional influence between equipment degradation and environmental deterioration, along with threshold-based environmental states that trigger maintenance initiation or interruption. Two types of maintenance actions are incorporated: imperfect maintenance and replacement, with replacement durations being uncertain. A probabilistic model links the likelihood of replacement completion to elapsed time, representing replacement duration as an incremental probability function and capturing realistic operational scenarios. A reinforcement learning approach is then applied to dynamically determine optimal actions, including maintenance decisions and environmental restoration, based on comprehensive information from both the equipment and its environment. Case studies under both hypothetical and real-data-based parameter settings are used to evaluate the applicability and performance of the proposed strategy. Comparative results against benchmark methods validate its effectiveness. Sensitivity analyses further examine the effects of key parameters, such as maintenance cost and environmental thresholds, as well as interactions among critical factors on optimal decisions. The findings provide practical insights for maintenance planning in high-risk confined environments, offering a robust framework that integrates equipment-environment interactions, probabilistic replacement modeling, and dynamic decision-making for enhanced operational reliability and safety.
在高风险密闭空间中运行的设备在主要工程领域是常见的。在这种环境下,设备退化和环境条件之间的相互作用,再加上维护的安全风险,使得有效的决策特别具有挑战性。尽管迫切需要,但这一问题得到的关注有限。为了解决这一差距,本研究提出了在高风险密闭空间中运行的多状态设备的动态维护策略。该方法考虑了设备退化和环境恶化之间的双向影响,以及触发维护启动或中断的基于阈值的环境状态。包含两种类型的维护行为:不完全维护和更换,更换持续时间是不确定的。概率模型将替换完成的可能性与经过的时间联系起来,将替换持续时间表示为增量概率函数并捕获实际操作场景。然后,基于设备及其环境的综合信息,应用强化学习方法动态确定最佳行动,包括维护决策和环境恢复。在假设和基于实际数据的参数设置下进行了案例研究,以评估所提出策略的适用性和性能。与基准方法的对比结果验证了该方法的有效性。敏感性分析进一步考察了关键参数的影响,如维护成本和环境阈值,以及关键因素之间的相互作用对最优决策的影响。研究结果为高风险受限环境下的维护规划提供了实用的见解,提供了一个强大的框架,集成了设备与环境的相互作用、概率替换建模和动态决策,以提高运行可靠性和安全性。
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引用次数: 0
Microbiome response to winter temperature in three-stage fixed-bed biofilm reactor treating decentralized wastewater 三级固定床生物膜反应器处理分散废水时微生物组对冬季温度的响应
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1016/j.psep.2026.108506
Ya-nan Luan , Jiaqi Yang , Zhonghong Guo , Hao Liu , Feng Zhang , Huawei Zhang , Changqing Liu , Yue Yin
Anoxic-oxic-filtrating fixed-bed biofilm reactor (AOF-FBBR) was established in this study for the efficient nitrogen removal from real decentralized wastewater under low temperature. The AOF-FBBR exhibited commendable pollutant removal performance, with chemical oxygen demand (COD) and total inorganic nitrogen (TIN) removal efficiency reached 84.0 % and 88.9 % in the stable period at regular temperature, respectively. In winter, with the temperature dropped below 10 ℃, the reactor exhibited unsatisfying denitrification performance due to the limited microbial activity at lower temperature. However, the TIN removal efficiency was restored to 82.4 % in the stable period of winter period when the reflux ratio was elevated from 100 % to 200 % and the backwash frequency was increased from once every 20 days to once every 10 days. Results confirmed the excessive biomass due to the temperature were significantly washed out by the backwash, causing an efficient exposure of nitrogen removal functional bacteria and the strengthened expression of genes related to nitrification and denitrification. The response of the established microbiome inside the AOF-FBBR resulted in a succession and enrichment of varied denitrifiers in the reactor, achieving unexpectedly higher nitrogen removal performance in the winter period. The proposed FBBR system with backwash regulation would fundamentally change the microbial environment, providing desirable microbial community for the TIN removal in winter temperature. These results exhibited convincing decentralized wastewater treatment performance in real conditions with insights into the microbiome response to low temperature at different backwash conditions in FBBR.
本研究采用厌氧-厌氧过滤固定床生物膜反应器(AOF-FBBR)对实际分散废水进行低温高效脱氮。AOF-FBBR具有良好的除污性能,在常温稳定期内,化学需氧量(COD)和总无机氮(TIN)的去除率分别达到84.0 %和88.9% %。在冬季,当温度低于10℃时,由于低温下微生物活性有限,反应器的反硝化性能不理想。但在冬季稳定期,回流比由100 %提高到200 %,反冲洗次数由每20天一次增加到每10天一次,TIN去除率恢复到82.4 %。结果证实,由于温度升高导致的过量生物量被反冲洗,导致脱氮功能细菌的有效暴露,硝化和反硝化相关基因的表达增强。AOF-FBBR内已建立的微生物组的响应导致反应器中各种反硝化菌的演替和富集,在冬季取得了意想不到的更高的脱氮性能。提出的带反冲洗调节的FBBR系统将从根本上改变微生物环境,为冬季温度下TIN的去除提供理想的微生物群落。这些结果在实际条件下展示了令人信服的分散污水处理性能,并深入了解了FBBR中不同反冲洗条件下微生物组对低温的响应。
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引用次数: 0
Intelligent fault diagnosis for chemical process under imbalanced data: A non-local frequency-domain sparse hash autoencoder approach 非平衡数据下化工过程故障智能诊断:一种非局部频域稀疏散列自编码器方法
IF 7.8 2区 环境科学与生态学 Q1 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1016/j.psep.2026.108502
Zhi Yang , Ying Wu , Yi Xiang , Bo Deng , Yi Chai , Shenhang Wang
In chemical process fault diagnosis, the category imbalance caused by scarce fault samples severely limits the performance of deep learning models. We propose a dual-stream non-local frequency-domain sparse hash autoencoder network (NFSH-AE) tailored for imbalanced data. By constructing a dual-stream frequency-domain sparse autoencoder that decouples the process and state variables of the original signal, it utilizes an adaptive sparse spectral encoder to extract high-dimensional frequency-domain features. This approach combines Fourier transform and inverse transform to suppress noise and capture both short-term and long-term dependencies. A non-local sparse hash classifier is further designed. It aggregates globally similar features and suppresses redundancy through a spherical local sensitive hash bucket mechanism. A Kolmogorov-Arnold Network is introduced as the classification head, combined with a cost-sensitive reweighting strategy to enhance minority class recognition capability. Experiments on the Tennessee Eastman Process and Three-phase Flow Facility datasets demonstrate that NFSH-AE outperforms mainstream methods (e.g., AE, SAE, and their variants) across imbalance ratios from 5:1 to 40:1, achieving a maximum G-mean of 100%. and maintains a total G-mean exceeding 80% even under extreme 40:1 imbalance conditions, validating its effectiveness, robustness, and generalization capability in imbalanced fault diagnosis.
在化工过程故障诊断中,故障样本稀缺导致的类别不平衡严重限制了深度学习模型的性能。我们提出了一种针对不平衡数据定制的双流非局部频域稀疏散列自编码器网络(NFSH-AE)。通过构建双流频域稀疏自编码器,对原始信号的过程变量和状态变量进行解耦,利用自适应稀疏谱编码器提取高维频域特征。该方法结合傅里叶变换和反变换来抑制噪声,并捕获短期和长期的依赖关系。进一步设计了非局部稀疏散列分类器。它通过球形局部敏感哈希桶机制聚合全局相似的特征并抑制冗余。引入Kolmogorov-Arnold网络作为分类头,并结合代价敏感的重权策略来提高少数类的识别能力。在田纳西州伊士曼过程和三相流设施数据集上的实验表明,在5:1到40:1的不平衡比率上,NFSH-AE优于主流方法(例如AE、SAE及其变体),最大g均值达到100%。即使在极端的40:1不平衡条件下,总g均值也保持在80%以上,验证了其在不平衡故障诊断中的有效性、鲁棒性和泛化能力。
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引用次数: 0
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Process Safety and Environmental Protection
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