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New perspectives in free nitrous acid (FNA) uses for sustainable wastewater management 游离亚硝酸(FNA)用于可持续废水管理的新视角
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-12-05 DOI: 10.1007/s11783-024-1786-5
Zhiqiang Zuo, Min Zheng, Tao Liu, Yongzhen Peng, Zhiguo Yuan
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引用次数: 0
Underestimated benefits of NOx control in reducing SNA and O3 based on missing heterogeneous HONO sources 基于缺失的异质 HONO 源,低估了氮氧化物控制对减少 SNA 和 O3 的益处
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-11-25 DOI: 10.1007/s11783-024-1790-y
Shuping Zhang, Haotian Zheng, Jun Liu, Yao Shi, Tianzeng Chen, Chaoyang Xue, Fenfen Zhang, Yueqi Jiang, Xiangping Zhang, Shovan Kumar Sahu, Biwu Chu, Jia Xing

Substantial NOx emission mitigation is crucial for the synergistic reduction of particulate matter and ozone (O3) pollution in China. The traditional air quality model does not consider heterogeneous HONO chemistry, leading to uncertainties in estimating the benefits of NOx control. Previous studies have shown that the parameterization of heterogeneous HONO formation increases both the simulated value of sulfate–nitrate–ammonium (SNA) and that of O3, thus adding the heterogeneous reactions of HONO into air quality models inevitably leads to changes in the estimated benefits of NOx abatement. Here we investigated the changes in SNA and O3 concentrations from NOx emission reduction before and after adding heterogeneous HONO reactions in the Community Multi-Scale Air Quality (CMAQ) model. Including heterogeneous HONO reactions in the simulation improved the benefits of NOx reduction in terms of SNA control in winter. With 80% NOx reduction, the reduction in SNA increased from 36.9% without considering heterogeneous HONO reactions to 42.8% with heterogeneous HONO chemistry. The reduction in the maximum daily 8h average (MDA8) O3 in summer caused by NOx reduction increased slightly from 4.7% to 5.2% after adding heterogeneous HONO reactions. The results in this study highlight the enhanced effectiveness of NOx controls for the reduction of SNA and O3 after considering heterogeneous HONO formation in a complex chemical ambient, demonstrating the importance of NOx controls in reducing PM2.5 and O3 pollution in China.

大量减少氮氧化物的排放对于协同减少中国的颗粒物和臭氧(O3)污染至关重要。传统的空气质量模型没有考虑异相 HONO 化学性质,导致氮氧化物控制效益估算的不确定性。以往的研究表明,异相 HONO 形成的参数化会增加硫酸盐-硝酸盐-铵(SNA)和臭氧(O3)的模拟值,因此在空气质量模型中加入 HONO 的异相反应不可避免地会导致氮氧化物减排效益估算的变化。在此,我们研究了在社区多尺度空气质量(CMAQ)模型中加入异相 HONO 反应前后,氮氧化物减排带来的 SNA 和 O3 浓度的变化。在模拟中加入异相 HONO 反应提高了氮氧化物减排在冬季 SNA 控制方面的效益。在氮氧化物减少 80% 的情况下,SNA 的减少率从未计及异相 HONO 反应的 36.9% 增加到含有异相 HONO 化学反应的 42.8%。加入异相 HONO 反应后,氮氧化物减排导致的夏季最大日 8 小时平均 (MDA8) O3 降低率从 4.7% 微升至 5.2%。本研究的结果凸显了在考虑复杂化学环境中异相 HONO 的形成后,氮氧化物控制对减少 SNA 和 O3 的有效性,表明了氮氧化物控制对减少中国 PM2.5 和 O3 污染的重要性。
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引用次数: 0
Occurrence of viable but non-culturable (VBNC) pathogenic bacteria in tap water of public places 公共场所自来水中可存活但不可培养的致病菌(VBNC)的出现情况
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-11-25 DOI: 10.1007/s11783-024-1795-4
Lizheng Guo, Xinyan Xiao, Kassim Chabi, Yiting Zhang, Jingjing Li, Su Yao, Xin Yu

Viable but non-culturable (VBNC) bacteria have been detected in source water and effluent of drinking water treatment processes, leading to significant underestimation of viable cell counts. Limited information exists on VBNC bacteria in tap water, particularly in public places. To address this gap, a comprehensive nine-month study was conducted in a major city in south-eastern China, using culture-based and quantitative PCR with propidium monoazide (PMA) dye methods. Forty-five samples were collected from five representative public places (railway station, campus, hospital, shopping mall, and institution). The findings revealed that culturable bacteria represented only 0–17.51% of the viable 16S rRNA genes, suggesting that the majority of viable bacteria existed in an uncultured or VBNC state. Notably, opportunistic pathogens such as Escherichia coli, Enterococcus faecalis, Pseudomonas aeruginosa, Salmonella sp., and Shigella sp. were primarily detected as VBNC cells, with concentrations ranging from 1.03 × 100 to 3.01 × 103, 1.20 × 100 to 1.42 × 102, 1.32 × 100 to 8.82 × 100, 1.00 × 100 to 6.71 × 101, and 2.07 × 100 to 1.93 × 102 cell equivalent/100 mL, respectively. Culturable P. aeruginosa was observed in tap water after prolonged stagnation, indicating potential risks associated with bacterial regrowth. Spatial and temporal factors accounted for 17.1% and 26.0%, respectively, of the variation in tap water community structure during the sampling period, as revealed by 16S rRNA amplicon sequencing. This study provides quantitative insights into the occurrence of VBNC bacteria in tap water and highlights the need for more sensitive monitoring methods and microbial control techniques to enhance tap water safety in public locations.

在原水和饮用水处理工艺的废水中检测到了可存活但不可培养(VBNC)的细菌,导致可存活细胞数被严重低估。有关自来水(尤其是公共场所自来水)中 VBNC 细菌的信息十分有限。为了填补这一空白,我们在中国东南部的一个大城市开展了一项为期九个月的综合研究,采用了基于培养的定量 PCR 和单氮化丙啶(PMA)染色法。研究人员从五个具有代表性的公共场所(火车站、校园、医院、商场和机关)收集了 45 份样本。研究结果显示,可培养的细菌仅占有活力 16S rRNA 基因的 0-17.51%,这表明大多数有活力的细菌处于未培养或 VBNC 状态。值得注意的是,大肠埃希菌、粪肠球菌、铜绿假单胞菌、沙门氏菌和志贺氏杆菌等机会致病菌主要以 VBNC 细胞的形式被检测到,浓度分别为 1.03 × 100 至 3.01 × 103、1.20 × 100 至 1.42 × 102、1.32 × 100 至 8.82 × 100、1.00 × 100 至 6.71 × 101 和 2.07 × 100 至 1.93 × 102 cells equivalent/100 mL。自来水在长期停滞后可观察到可培养的铜绿微囊藻,这表明与细菌再生有关的潜在风险。16S rRNA 扩增子测序显示,采样期间自来水群落结构的变化中,空间和时间因素分别占 17.1% 和 26.0%。这项研究提供了有关自来水中 VBNC 细菌发生情况的定量见解,并强调需要更灵敏的监测方法和微生物控制技术,以提高公共场所的自来水安全。
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引用次数: 0
Composition characterization and transformation mechanism of dissolved organic phosphorus in wastewater treatment using 31P NMR spectroscopy 利用 31P NMR 光谱分析废水处理中溶解有机磷的组成特征和转化机理
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-11-25 DOI: 10.1007/s11783-024-1794-5
Yuting Zhang, Wei Shang, SoonThiam Khu, Xingcan Zheng, Yongli Sun, Pengfeng Li, Miao Gu, Wen-an Zhang, Huanmei Ma

The migration and transformation of phosphorus components in wastewater treatment plants (WWTPs) play a crucial role in the convergence and circulation of phosphorus. However, the composition and variation of dissolved organic phosphorus (DOP) in WWTPs were unclear because of its complex nature, hindering its efficient detection. In this study, the DOP species and their transformation during the treatment process in WWTP were comprehensively analyzed. First, two enrichment methods were assessed for their effectiveness at facilitating wastewater analysis: lyophilization and aluminum salt precipitation. Aluminum salt precipitation was found to be better because its application allowed 31P nuclear magnetic resonance (31P NMR) spectroscopy to identify more species in the secondary effluent: orthophosphate (Ortho-P) (81.1%–89.3% of the dissolved total phosphorus), pyrophosphates (Pyro-P) (0%–2.3%), orthophosphate monoesters (Mono-P) (7.0%–10.77%), orthophosphate diesters (Di-P) (1.0%–2.96%), and phosphonate (Phos-P) (1.7%–5.16%). Furthermore, the variation and transformation mechanism of phosphorus, particularly those of DOP, during the entire sewage-treatment process were elucidated. Among the treatment steps, biological treatment combined tertiary treatment achieved better DOP removal efficiencies. Therein, biological treatment mainly removed Mono-P and Di-P with removal efficiencies of 33.3% and 41.7% compared with the effluent of the grit chamber. Di-P has higher bioavailability and is more easily converted and utilized by microorganisms than Mono-P. However, Phos-P, with low bioavailability, was hardly utilized by microorganisms, which showed only 18.4% removal efficiency in biological treatment. In tertiary treatment, coagulation process exhibited higher removal ability of Ortho-P (69.1%) and partial removal efficiencies of DOP, resulting in an increase in the DOP proportion in TP. In addition, Phos-P could not be effectively removed through the biological treatment and was only partially reduced via the adsorption process by large particles, zoogloea or multinuclear hydroxyl complexes. The results of this study can provide a theoretical basis for efficient phosphorus removal in WWTPs.

磷成分在污水处理厂(WWTPs)中的迁移和转化对磷的汇聚和循环起着至关重要的作用。然而,由于溶解性有机磷(DOP)性质复杂,其在污水处理厂中的组成和变化尚不清楚,阻碍了对其进行有效检测。本研究全面分析了污水处理厂处理过程中的 DOP 种类及其转化。首先,评估了冻干法和铝盐沉淀法这两种富集方法在促进废水分析方面的有效性。铝盐沉淀法的效果更好,因为它可以通过 31P 核磁共振(31P NMR)光谱鉴定出二级出水中更多的物种:正磷酸盐(Ortho-P)(81.1%-89.3%)、焦磷酸盐(Pyro-P)(0%-2.3%)、正磷酸盐单酯(Mono-P)(7.0%-10.77%)、正磷酸盐二酯(Di-P)(1.0%-2.96%)和膦酸盐(Phos-P)(1.7%-5.16%)。此外,还阐明了磷,尤其是 DOP 在整个污水处理过程中的变化和转化机制。在各处理步骤中,生物处理与三级处理相结合的方法对 DOP 的去除率较高。其中,生物处理主要去除单磷和双磷,去除率分别为 33.3% 和 41.7%。与单磷酸相比,双磷酸的生物利用率更高,更容易被微生物转化和利用。然而,Phos-P 的生物利用率较低,很难被微生物利用,在生物处理中的去除效率仅为 18.4%。在三级处理中,混凝工艺对正磷-酚的去除能力较高(69.1%),对 DOP 的去除率也有部分提高,从而提高了 TP 中 DOP 的比例。此外,Phos-P 无法通过生物处理有效去除,只能通过大颗粒、动物胶或多核羟基络合物的吸附过程部分去除。本研究的结果可为污水处理厂的高效除磷提供理论依据。
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引用次数: 0
Impact of wastewater treatment plant effluent discharge on the antibiotic resistome in downstream aquatic environments: a mini review 污水处理厂污水排放对下游水生环境中抗生素耐药性组的影响:小型综述
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-11-25 DOI: 10.1007/s11783-024-1796-3
Zhiguo Su, Lyujun Chen, Donghui Wen

Antimicrobial resistance (AMR) has emerged as a significant challenge in human health. Wastewater treatment plants (WWTPs), acting as a link between human activities and the environment, create ideal conditions for the selection and spread of antibiotic resistance genes (ARGs) and antibiotic-resistant bacteria (ARB). Unfortunately, current treatment processes are ineffective in removing ARGs, resulting in the release of large quantities of ARB and ARGs into the aquatic environment through WWTP effluents. This, in turn, leads to their dispersion and potential transmission to human through water and the food chain. To safeguard human and environmental health, it is crucial to comprehend the mechanisms by which WWTP effluent discharge influences the distribution and diffusion of ARGs in downstream waterbodies. In this study, we examine the latest researches on the antibiotic resistome in various waterbodies that have been exposed to WWTP effluent, highlighting the key influencing mechanisms. Furthermore, recommendations for future research and management strategies to control the dissemination of ARGs from WWTPs to the environment are provided, with the aim to achieve the “One Health” objective.

抗生素耐药性(AMR)已成为人类健康面临的一项重大挑战。污水处理厂(WWTPs)作为人类活动与环境之间的纽带,为抗生素耐药基因(ARGs)和抗生素耐药细菌(ARB)的选择和传播创造了理想的条件。遗憾的是,目前的处理工艺无法有效去除 ARGs,导致大量 ARB 和 ARGs 通过污水处理厂的污水排放到水生环境中。这反过来又导致了它们的扩散,并有可能通过水和食物链传播给人类。为保障人类和环境健康,了解污水处理厂排放物影响 ARGs 在下游水体中的分布和扩散的机制至关重要。在本研究中,我们探讨了有关暴露于污水处理厂污水的各种水体中抗生素耐药性组的最新研究,并强调了关键的影响机制。此外,我们还对未来的研究和管理策略提出了建议,以控制污水处理厂向环境中传播 ARGs,从而实现 "同一健康 "的目标。
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引用次数: 0
Brain-inspired multimodal approach for effluent quality prediction using wastewater surface images and water quality data 利用废水表面图像和水质数据进行污水水质预测的脑启发多模式方法
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-11-10 DOI: 10.1007/s11783-024-1791-x
Junchen Li, Sijie Lin, Liang Zhang, Yuheng Liu, Yongzhen Peng, Qing Hu

Efficiently predicting effluent quality through data-driven analysis presents a significant advancement for consistent wastewater treatment operations. In this study, we aimed to develop an integrated method for predicting effluent COD and NH3 levels. We employed a 200 L pilot-scale sequencing batch reactor (SBR) to gather multimodal data from urban sewage over 40 d. Then we collected data on critical parameters like COD, DO, pH, NH3, EC, ORP, SS, and water temperature, alongside wastewater surface images, resulting in a data set of approximately 40246 points. Then we proposed a brain-inspired image and temporal fusion model integrated with a CNN-LSTM network (BITF-CL) using this data. This innovative model synergized sewage imagery with water quality data, enhancing prediction accuracy. As a result, the BITF-CL model reduced prediction error by over 23% compared to traditional methods and still performed comparably to conventional techniques even without using DO and SS sensor data. Consequently, this research presents a cost-effective and precise prediction system for sewage treatment, demonstrating the potential of brain-inspired models.

通过数据驱动的分析来有效预测出水水质,这对污水处理的稳定运行具有重大意义。在本研究中,我们旨在开发一种预测出水 COD 和 NH3 水平的综合方法。然后,我们收集了 COD、DO、pH、NH3、EC、ORP、SS 和水温等关键参数的数据,以及污水表面图像,形成了约 40246 个点的数据集。然后,我们利用这些数据提出了一个与 CNN-LSTM 网络(BITF-CL)集成的脑启发图像和时间融合模型。这一创新模型将污水图像与水质数据进行了协同,从而提高了预测精度。因此,与传统方法相比,BITF-CL 模型减少了 23% 以上的预测误差,即使不使用溶解氧和 SS 传感器数据,其性能仍可与传统技术媲美。因此,这项研究为污水处理提供了一个经济高效的精确预测系统,展示了大脑启发模型的潜力。
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引用次数: 0
Removal of pathogenic indicator microorganisms during partial nitrification: the role of free nitrous acid 部分硝化过程中病原指示微生物的清除:游离亚硝酸的作用
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-11-10 DOI: 10.1007/s11783-024-1793-6
Jiaojiao Xu, Xiaotian Chen, Rui Tang, Jingwei Feng, Shoujun Yuan, Wei Wang, Zhen-Hu Hu

Digested wastewater contains pathogenic microorganisms and high ammonia concentrations, which can pose a potential risk to public health. Effective removal of pathogens and nitrogen is crucial for the post-treatment of digested wastewater. Partial nitrification-anammox is an energy-saving nitrogen removal process. Free nitrous acid (FNA), an intermediate product of partial nitrification, has the potential to inactivate microorganisms. However, the efficiency and mechanisms of FNA-related inactivation in pathogens during partial nitrification remains unclear. In this study, Enterococcus and Escherichia coli (E. coli) were selected to investigate the efficiency and mechanisms of FNA-related inactivation in partial nitrification process. The results revealed that 83% ± 13% and 59% ± 27% of E. coli and Enterococcus were removed, respectively, in partial nitrification process at FNA concentrations of 0.023–0.028 mg/L. When the concentration of FNA increased from 0 to 0.5 mg/L, the inactivation efficiencies of E. coli and Enterococcus increased from 0 to 99.9% and 89.9%, respectively. Enterococcus exhibited a higher resistance to FNA attack compared to E. coli. 3D-laser scanning microscopy (3D-LSM) and scanning electron microscopy (SEM) revealed that FNA exposure caused the surface collapse of E. coli and Enterococcus, as well as visible pore formation on the surface of E. coli cells. 4′,6-Diamidino-2-phenylindole dihydrochloride n-hydrate (DAPI)/propidium iodide (PI) and biomolecule leakage confirmed that inactivation of E. coli and Enterococcus occurred due to breakdown of cell walls and cell membranes. These findings indicate that partial nitrification process can be used for the removal of residual pathogenic microorganisms.

消化废水中含有病原微生物和高浓度的氨,会对公众健康造成潜在风险。有效去除病原体和氮对消化废水的后处理至关重要。部分硝化-anammox 是一种节能的脱氮工艺。游离亚硝酸(FNA)是部分硝化的中间产物,具有灭活微生物的潜力。然而,部分硝化过程中与 FNA 相关的病原体灭活效率和机制仍不清楚。本研究选择了肠球菌和大肠杆菌(E. coli)来研究部分硝化过程中 FNA 相关灭活的效率和机制。结果表明,当 FNA 浓度为 0.023-0.028 mg/L 时,部分硝化过程中大肠杆菌和肠球菌的去除率分别为 83% ± 13% 和 59% ± 27%。当 FNA 浓度从 0 增加到 0.5 mg/L 时,大肠杆菌和肠球菌的灭活效率分别从 0 增加到 99.9% 和 89.9%。与大肠杆菌相比,肠球菌对 FNA 的抗性更高。三维激光扫描显微镜(3D-LSM)和扫描电子显微镜(SEM)显示,FNA 暴露会导致大肠杆菌和肠球菌表面塌陷,并在大肠杆菌细胞表面形成可见孔隙。4′,6-二脒基-2-苯基吲哚二盐酸盐 n- 水合物(DAPI)/碘化丙啶(PI)和生物大分子渗漏证实,大肠杆菌和肠球菌的失活是由于细胞壁和细胞膜破裂造成的。这些发现表明,部分硝化过程可用于清除残留的病原微生物。
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引用次数: 0
Toward sustainable waste management in small islands developing states: integrated waste-to-energy solutions in Maldives context 在小岛屿发展中国家实现可持续废物管理:马尔代夫环境下废物转化为能源的综合解决方案
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-10-30 DOI: 10.1007/s11783-024-1784-7
Yao Wang, Alejandro Ruiz-Acevedo, Eemaan Rameez, Vijaya Raghavan, Abid Hussain, Xunchang Fei

Effective waste management is a major challenge for Small Island Developing States (SIDS) like Maldives due to limited land availability. Maldives exemplifies these issues as one of the most geographically dispersed countries, with a population unevenly distributed across numerous islands varying greatly in size and population density. This study provides an in-depth analysis of the unique waste management practices across different regions of Maldives in relation to its natural and socioeconomic context. Data shows Maldives has one of the highest population density and per capita waste generation among SIDS, despite its small land area and medium GDP per capita. Large disparities exist between the densely populated capital Male’ with only 5.8 km2 area generating 63% of waste and the ∼194 scattered outer islands with ad hoc waste management practices. Given Male’s dense population and high calorific waste, incineration could generate up to ∼30 GW/a energy and even increase Maldives’ renewable energy supply by 200%. In contrast, decentralized anaerobic digestion presents an optimal solution for outer islands to reduce waste volume while providing over 40%–100% energy supply for daily cooking in local families. This timely study delivers valuable insights into designing context-specific waste-to-energy systems and integrated waste policies tailored to Maldives’ distinct regions. The framework presented can also guide other SIDS facing similar challenges as Maldives in establishing sustainable, ecologically sound waste management strategies.

有效的废物管理是马尔代夫等小岛屿发展中国家面临的一项重大挑战,因为可用土地有限。马尔代夫是这些问题的典型例子,它是地理上最分散的国家之一,人口分布不均匀,分布在许多岛屿上,大小和人口密度差别很大。本研究深入分析了马尔代夫不同地区与自然和社会经济背景相关的独特废物管理实践。数据显示,马尔代夫是小岛屿发展中国家中人口密度和人均废物产生量最高的国家之一,尽管其土地面积小,人均国内生产总值中等。人口稠密的首都马累(仅5.8平方公里的面积产生了63%的废物)与194个分散的外岛(采用临时废物管理措施)之间存在巨大差异。考虑到马累密集的人口和高热量的垃圾,焚烧可以产生高达30吉瓦/年的能源,甚至可以使马尔代夫的可再生能源供应增加200%。相比之下,分散的厌氧消化为外岛提供了一个最佳解决方案,可以减少废物量,同时为当地家庭的日常烹饪提供超过40%-100%的能源供应。这项及时的研究为设计针对具体情况的废物转化为能源系统和针对马尔代夫不同地区的综合废物政策提供了宝贵的见解。所提出的框架也可以指导其他面临与马尔代夫类似挑战的小岛屿发展中国家制定可持续的、无害生态的废物管理战略。
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引用次数: 0
Application of machine learning models in groundwater quality assessment and prediction: progress and challenges 机器学习模型在地下水质量评估和预测中的应用:进展与挑战
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-10-28 DOI: 10.1007/s11783-024-1789-2
Yanpeng Huang, Chao Wang, Yuanhao Wang, Guangfeng Lyu, Sijie Lin, Weijiang Liu, Haobo Niu, Qing Hu

Groundwater quality assessment and prediction (GQAP) is vital for protecting groundwater resources. Traditional GQAP methods can not adequately capture the complex relationships among attributes and have the disadvantage of being computationally demanding. Recently, the application of machine learning (ML) in GAQP (GQAPxML) has been widely studied due to ML’s reliability and efficiency. While many GQAPxML publications exist, a thorough review is missing. This review provides a comprehensive summary of the development of ML applications in the field of GQAP. First, the workflow of ML modeling is briefly introduced, as are data preparation, model development, model evaluation, and model application. Second, 299 publications related to the topic are filtered, mainly through ML modeling. Subsequently, many aspects of GQAPxML, such as publication trends, the spatial distribution of study areas, the size of data sets, and ML algorithms, are discussed from a bibliometric perspective. In addition, we review in detail the well-established applications and recent findings for several subtopics, including groundwater quality assessment, groundwater quality modeling using groundwater quality parameters, groundwater quality spatial mapping, probability estimation of exceeding the groundwater quality threshold, groundwater quality temporal prediction, and the hybrid use of ML and physics-based models. Finally, the development of GQAPxML is explored from three perspectives: data collection and preprocessing, model building and evaluation, and the broadening of model applications. This review provides a reference for environmental scientists to better understand GQAPxML and promotes the development of innovative methods and improvements in modeling quality.

地下水质量评估和预测(GQAP)对保护地下水资源至关重要。传统的 GQAP 方法无法充分捕捉属性之间的复杂关系,而且存在计算量大的缺点。最近,由于机器学习(ML)的可靠性和高效性,机器学习在 GQAP(GQAPxML)中的应用得到了广泛研究。虽然已有许多关于 GQAPxML 的出版物,但还缺少一份全面的综述。本综述全面总结了 ML 在 GQAP 领域的应用发展情况。首先,简要介绍了 ML 建模的工作流程,以及数据准备、模型开发、模型评估和模型应用。其次,主要通过 ML 建模筛选了与该主题相关的 299 篇出版物。随后,从文献计量学的角度讨论了 GQAPxML 的许多方面,如发表趋势、研究区域的空间分布、数据集的规模以及 ML 算法。此外,我们还详细回顾了几个子课题的成熟应用和最新研究成果,包括地下水水质评估、使用地下水水质参数的地下水水质建模、地下水水质空间绘图、超过地下水水质阈值的概率估计、地下水水质时间预测以及 ML 和基于物理的模型的混合使用。最后,从数据收集和预处理、模型构建和评估以及拓宽模型应用三个方面探讨了 GQAPxML 的发展。这篇综述为环境科学家更好地理解 GQAPxML 提供了参考,并促进了创新方法的开发和建模质量的提高。
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引用次数: 0
Highly efficient recovery of waste LiNixCoyMnzO2 cathode materials using a process involving pyrometallurgy and hydrometallurgy 利用火法冶金和湿法冶金的方法高效回收废LiNixCoyMnzO2正极材料
IF 6.4 2区 环境科学与生态学 Q1 Environmental Science Pub Date : 2023-10-20 DOI: 10.1007/s11783-024-1785-6
Tianwei Zhang, Juanye Dao, Jinsong Wang, Yuzhong Guo, Rundong Wan, Chengping Li, Xian Zhou, Zhengfu Zhang

Substantial environmental and economic benefits can be achieved by recycling used lithium-ion batteries. Hydrometallurgy is often employed to recover waste LiNixCoyMnzO2 cathode materials. As Ni, Co and Mn are transition metals, they exhibit similar properties; therefore, separating them is difficult. Thus, most researchers have focused on leaching processes, while minimal attention has been devoted to the separation of valuable metals from waste LiNixCoyMnzO2 cathode materials. Herein, we propose an environment-friendly, gentle process involving the usage of pyrometallurgy and hydrometallurgy to gradually leach valuable metals and effectively separate them. Interestingly, Li is recovered through a reduction roasting and water leaching process using natural graphite powder, Ni and Co are recovered through ammonia leaching and extraction processes and Mn is recovered through acid leaching and evaporation-crystallization processes. Results show that ∼87% Li, 97.01% Co, 97.08% Ni and 99% Mn can be leached using water, ammonia and acid leaching processes. The result obtained using the response surface methodology shows that the concentration of (NH4)2SO3 is a notable factor affecting the leaching of transition metals. Under optimal conditions, ∼97.01% Co, 97.08% Ni and 0.64% Mn can be leached out. The decomposition of LiNixCoyMnzO2 is a two-step process. This study provides valuable insights to develop an environment-friendly, gentle leaching process for efficiently recycling valuable metals, which is vital for the lithium-ion battery recycling industry.

回收利用废旧锂离子电池可获得可观的环境效益和经济效益。湿法冶金常用于回收废LiNixCoyMnzO2正极材料。由于Ni、Co和Mn是过渡金属,它们表现出相似的性质;因此,区分它们是困难的。因此,大多数研究人员都集中在浸出过程上,而很少关注从废弃LiNixCoyMnzO2阴极材料中分离有价金属。在此,我们提出了一种环境友好,温和的方法,包括使用火法冶金和湿法冶金来逐步浸出有价金属并有效地分离它们。有趣的是,利用天然石墨粉通过还原焙烧和水浸工艺回收Li,通过氨浸和萃取工艺回收Ni和Co,通过酸浸和蒸发结晶工艺回收Mn。结果表明,采用水浸、氨浸和酸浸工艺可浸出~ 87%的Li、97.01%的Co、97.08%的Ni和99%的Mn。响应面法结果表明,(NH4)2SO3浓度是影响过渡金属浸出的重要因素。在最佳条件下,可浸出~ 97.01% Co、97.08% Ni和0.64% Mn。LiNixCoyMnzO2的分解分为两个步骤。该研究为开发一种环境友好、温和的浸出工艺以有效回收有价金属提供了有价值的见解,这对锂离子电池回收行业至关重要。
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Frontiers of Environmental Science & Engineering
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