1
|
Ciampi P, Cassiani G, Deidda GP, Esposito C, Rizzetto P, Pizzi A, Papini MP. Understanding the dynamics of enhanced light non-aqueous phase liquids (LNAPL) remediation at a polluted site: Insights from hydrogeophysical findings and chemical evidence. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 932:172934. [PMID: 38703835 DOI: 10.1016/j.scitotenv.2024.172934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 04/22/2024] [Accepted: 04/30/2024] [Indexed: 05/06/2024]
Abstract
This study intricately unfolds a pioneering methodology for remediating contaminants in a persistent light non-aqueous phase liquids (LNAPL)-contaminated site. The remediation strategy seamlessly integrates enhanced desorption and in-situ chemical oxidation (ISCO), orchestrating the injection of PetroCleanze® (a desorbent) and RegenOx® (an oxidizer) through meticulously designed wells. These injections, based on detailed geological and hydrogeological assessments, aim at mobilizing residual contaminants for subsequent extraction. Real-time subsurface dynamics are investigated through geophysical monitoring, employing electrical resistivity tomography (ERT) to trace reagent migration pathways via their effect on bulk electrical conductivity. The integration of groundwater sampling data aims at providing additional insights into the transformations of contaminants in the spatiotemporal context. Vivid two-dimensional time-lapse ERT sections showcase the evolution of resistivity anomalies, providing high-resolution evidence of the heterogeneity, dispersion pathways of desorbent and oxidant, and residual LNAPL mobilization. Hydrochemical analyses complement this, revealing effective mobilization processes with increasing aqueous concentrations of total petroleum hydrocarbons (TPH) over time. Speciation analysis unveils the intricate interplay of desorption and oxidation, portraying the dynamic fractionation of hydrocarbon components. The hydrogeophysical and data-driven framework not only delivers qualitative and quantitative insights into reagent and contaminant distribution but also enhances understanding of spatial and temporal physio-chemical changes during the remediation process. Time-lapse ERT visually narrates the reagent's journey through time, while chemical analyses depict the unfolding processes of desorption and oxidation across space and time. The coupling of hydrogeophysical and chemical findings pictures the transformations of pollutants following the sequence of product injection and the push and pull activities, capturing the removal of mobilized contaminants through hydraulic barrier wells. This enhanced understanding proves instrumental towards optimizing and tailoring remediation efforts, especially in heterogeneous environmental settings. This study establishes a new standard for a sophisticated and innovative contaminant remediation approach, advancing environmental practices through the harmonized analysis of geophysical and chemical data.
Collapse
Affiliation(s)
- Paolo Ciampi
- Department of Earth Sciences, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy; CERI Research Center, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy.
| | - Giorgio Cassiani
- Department of Geosciences, University of Padua, Via Gradenigo 6, 35131 Padua, Italy.
| | - Gian Piero Deidda
- Department of Civil, Environmental Engineering and Architecture, University of Cagliari, via Marengo, 2, 09123 Cagliari, Italy.
| | - Carlo Esposito
- Department of Earth Sciences, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy; CERI Research Center, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy.
| | - Paolo Rizzetto
- Logistic Headquarter of Italian Air Force, Viale dell'Università, 4, 00185 Rome, Italy.
| | - Andrea Pizzi
- Logistic Headquarter of Italian Air Force, Viale dell'Università, 4, 00185 Rome, Italy.
| | - Marco Petrangeli Papini
- Department of Chemistry, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy; CERI Research Center, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy.
| |
Collapse
|
2
|
Zhong M, Yang C, Su L, Sun Z, Xu J, Zhang J, Li Q, Hao Y, Ma H, Chen H, Chen J, Chen S. Interactions between plants and bacterial communities for phytoremediation of petroleum-contaminated soil. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:37564-37573. [PMID: 38780843 DOI: 10.1007/s11356-024-33667-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 05/09/2024] [Indexed: 05/25/2024]
Abstract
Plants can stimulate the microbes to degrade ubiquitous petroleum hydrocarbons (PHCs), which has prompted a novel view on rhizoremediation. In the present study, the degradation rate of PHCs was investigated and 16S rRNA gene analysis was performed to investigate the PHC-degrading bacteria in petroleum-contaminated soil with different plants. Mirabilis jalapa (M. jalapa) has a higher PHC degradation rate than Lolium perenne (L. perenne) under petroleum contamination. The bacterial diversity in rhizospheric soil was decreased but the relative abundance of Actinobacteriota, Proteobacteria, and Candidatus Saccharibacteria were significant increased on 45 days petroleum-contaminated rhizospheric soil. In addition, the relative expression of PHC degradation-related genes, the content of malic acid and citric acid of the root exudates in the two plants was significantly increased in response to petroleum stress. The content of citric acid increased 11.9 times in M. jalapa and 3.4 times in L. perenne, respectively, in response to petroleum stress. These results indicate that M. jalapa changes the hydrocarbon-degrading microbial community to enhance the degradation of PHCs by root exudates and phytostimulation.
Collapse
Affiliation(s)
- Ming Zhong
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Caiyu Yang
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Liping Su
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Ziyu Sun
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Juanjuan Xu
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Jin Zhang
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Qilong Li
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Yimin Hao
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Hui Ma
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Hongman Chen
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China
| | - Jiamei Chen
- Department of foreign languages, Shenyang Agricultural University, Shenyang, China
| | - Shuisen Chen
- Key Laboratory of Agricultural Biotechnology of Liaoning Province, College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, China.
| |
Collapse
|
3
|
Waqar A. Evaluation of factors causing lateral migration of light non-aqueous phase liquids (LNAPLs) in onshore oil spill accidents. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:10853-10873. [PMID: 38214856 DOI: 10.1007/s11356-024-31844-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 12/30/2023] [Indexed: 01/13/2024]
Abstract
Contamination of groundwater by harmful substances poses significant risks to both drinking water sources and aquatic ecosystems, making it a critical environmental concern. Most on-land spill events release organic molecules known as light non-aqueous phase liquids (LNAPLs), which then seep into the ground. Due to their low density and organic composition, they tend to float as they reach the water table. LNAPLs encompass a wide range of non-aqueous phase liquids, including various petroleum products, and can, over time, develop carcinogenic chemicals in water. However, due to frequent changes in hydraulic head, the confinement may fail to contain them, causing them to extend outward. When it contaminates water wells, people cannot reliably consume the water. The removal of dangerous contaminants from groundwater aquifers is made more challenging by LNAPLs. It is imperative to analyze the mechanisms governing LNAPL migration. As a response to this need and the associated dispersion of contaminants into adjacent aquifers, we have conducted a comprehensive qualitative literature review encompassing the years 2000-2022. Groundwater variability, soil structure, and precipitation have been identified as the three primary influential factors, ranked in the following order of significance. The rate of migration is shown to rise dramatically in response to changes in groundwater levels. Different saturation zones and confinement have a major effect on the lateral migration velocity. When the various saturation zones reach a balance, LNAPLs will stop moving. Although higher confinement slows the rate of lateral migration, it speeds up vertical migration. Beyond this, the lateral or vertical movement is also influenced by differences in the permeability of soil strata. Reduced mobility and tighter containment are the outcomes of migrating through fine-grained, low-porosity sand. The gaseous and liquid phases of LNAPLs move more quickly through coarse-grained soils. Due to the complexities and uncertainties associated with LNAPL behavior, accurately foreseeing the future spread of LNAPLs can be challenging. Although studies have utilized modeling techniques to simulate and predict LNAPL migration, the inherent complexities and uncertainties in the subsurface environment make it difficult to precisely predict the extent of LNAPL spread in the future. The granular soil structure considerably affects the porosity and pore pressure.
Collapse
Affiliation(s)
- Ahsan Waqar
- Department of Civil & Environmental Engineering, University Technology PETRONAS, 32610, Seri Iskandar, Perak, Malaysia.
| |
Collapse
|
4
|
Pan Y, Yang T, Tong S, Yang J, Jia Y, Yang N, Zhang M. Spatial infiltration and redistribution of light crude oil in heterogeneous water-bearing soil layers under different hydrogeological processes. ENVIRONMENTAL MONITORING AND ASSESSMENT 2024; 196:214. [PMID: 38286925 DOI: 10.1007/s10661-023-12218-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Accepted: 12/02/2023] [Indexed: 01/31/2024]
Abstract
Two physical models were used to simulate the infiltration and redistribution process of light crude oil after leakage in a heterogeneous soil layer following water level variation and rainfall. Migration fronts and redistribution characteristics of oil during gravity seepage, water level variation, and rainfall were obtained using charge-coupled device (CCD) camera shooting and cyan-magenta-yellow‒black (CMYK)-based gray analysis, which were employed efficiently and at a low cost. Then, the influencing factors and migration mechanisms were examined. Finally, the soil water and oil contents were measured to verify the simulation results. The results are as follows: (1) the geologic lens and fine-coarse interface can intercept oil, resulting in a local highly contaminated area. (2) The crude oil infiltration path and velocity varied greatly with the different soil types and initial water contents. Within a certain range, the higher the initial water content is, the higher the lateral and vertical infiltration speeds. (3) The oil redistribution process was dominated by vertical infiltration under the condition of water level variation or rainfall, but oil-water displacement and the capillary pressure caused some oil to move horizontally near the geologic lens and fine-coarse interface. (4) Water level variation resulted in a synchronous rise or fall of the oil accumulation area, but rainfall caused it to move up. (5) Water level variation and rainfall imposed a certain influence on the periodic accumulation and release of crude oil in heterogeneous soil, especially in the presence of geologic lenses and lithologic interfaces.
Collapse
Affiliation(s)
- Yuying Pan
- School of Fishery, Zhejiang Ocean University, Zhoushan, China
- Key Laboratory of Marine Fishery Equipment and Technology of Zhejiang, Zhejiang Ocean University, Zhoushan, China
| | - Tingting Yang
- School of Fishery, Zhejiang Ocean University, Zhoushan, China
| | - Senwei Tong
- School of Fishery, Zhejiang Ocean University, Zhoushan, China
- College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
| | - Jinsheng Yang
- School of Petrochemical Engineering & Environment, Zhejiang Ocean University, Zhoushan, China
| | - Yonggang Jia
- Shandong Provincial Key Laboratory of Marine Environment and Geological Engineering, Ocean University of China, Qingdao, China.
- Laboratory for Marine Geology, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China.
| | - Nanning Yang
- School of Fishery, Zhejiang Ocean University, Zhoushan, China
| | - Meng Zhang
- School of Fishery, Zhejiang Ocean University, Zhoushan, China
| |
Collapse
|
5
|
Meng F, Wang J, Chen Z, Qiao F, Yang D. Shaping the concentration of petroleum hydrocarbon pollution in soil: A machine learning and resistivity-based prediction method. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 345:118817. [PMID: 37597372 DOI: 10.1016/j.jenvman.2023.118817] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 08/03/2023] [Accepted: 08/12/2023] [Indexed: 08/21/2023]
Abstract
A new method relying on machine learning and resistivity to predict concentrations of petroleum hydrocarbon pollution in soil was proposed as a means of investigation and monitoring. Currently, determining pollutant concentrations in soil is primarily achieved through costly sampling and testing of numerous borehole samples, which carries the risk of further contamination by penetrating the aquifer. Additionally, conventional petroleum hydrocarbon geophysical surveys struggle to establish a correlation between survey results and pollutant concentration. To overcome these limitations, three machine learning models (KNN, RF, and XGBOOST) were combined with the geoelectrical method to predict petroleum hydrocarbon concentrations in the source area. The results demonstrate that the resistivity-based prediction method utilizing machine learning is effective, as validated by R-squared values of 0.91 and 0.94 for the test and validation sets, respectively, and a root mean squared error of 0.19. Furthermore, this study confirmed the feasibility of the approach using actual site data, along with a discussion of its advantages and limitations, establishing it as an inexpensive option to investigate and monitor changes in petroleum hydrocarbon concentration in soil.
Collapse
Affiliation(s)
- Fansong Meng
- School of Earth Science and Engineering, Hohai University, Nanjing, 210098, China
| | - Jinguo Wang
- School of Earth Science and Engineering, Hohai University, Nanjing, 210098, China.
| | - Zhou Chen
- School of Earth Science and Engineering, Hohai University, Nanjing, 210098, China
| | - Fei Qiao
- School of Earth Science and Engineering, Hohai University, Nanjing, 210098, China
| | - Dong Yang
- School of Earth Science and Engineering, Hohai University, Nanjing, 210098, China
| |
Collapse
|
6
|
Li ZP, Liu Y, Zhao GZ, Liu SK, Liu WH. LNAPL migration processes based on time-lapse electrical resistivity tomography. JOURNAL OF CONTAMINANT HYDROLOGY 2023; 259:104260. [PMID: 37922725 DOI: 10.1016/j.jconhyd.2023.104260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 10/19/2023] [Accepted: 10/22/2023] [Indexed: 11/07/2023]
Abstract
Contamination from light non-aqueous phase liquids (LNAPLs) and their derivatives, arising from exploration, production, and transportation, has become a prevalent pollution source. This poses direct threats to human health. However, conventional investigative methods face limitations when applied to studying the extent and migration process of LNAPL contamination, as well as the redistribution of LNAPL during groundwater level fluctuations. Conventional methods lack the ability to rapidly, efficiently, and in real-time acquire information about contaminated areas. Therefore, this study utilizes time-lapse electrical resistivity tomography to investigate the migration mechanism of LNAPL under unsaturated conditions, constant groundwater levels, and groundwater level reductions. A relationship between resistivity and water and oil contents was established and used for inverse calculation of LNAPL content via resistivity inversion. Time-lapse electrical resistivity tomography revealed LNAPL migration in a "concave" shape across three conditions. Groundwater presence notably slowed migration, hindering downward movement and leading to a floating oil band. A robust mathematical model was established to derive the relationship between resistivity and water and oil contents. Finally, LNAPL distribution under unsaturated conditions was inversely obtained from resistivity data, showing highest content at the top leak point, obstructed area, and bottom of soil column. Consequently, time-lapse electrical resistivity tomography demonstrates a notable capacity to characterize the LNAPL migration process. This technique constitutes an effective geophysical method for monitoring and describing the characteristics of LNAPL migration. Its significance lies in enhancing our understanding of remediation for LNAPL-induced groundwater and land contamination.
Collapse
Affiliation(s)
- Zhi-Ping Li
- North China University of Water Resources and Electric Power, Zhengzhou, Henan 450045, China; Henan Quality Institute, Ping, Pingdingshan, Henan 467000, China.
| | - Yu Liu
- North China University of Water Resources and Electric Power, Zhengzhou, Henan 450045, China
| | - Gui-Zhang Zhao
- North China University of Water Resources and Electric Power, Zhengzhou, Henan 450045, China.
| | - Shao-Kang Liu
- North China University of Water Resources and Electric Power, Zhengzhou, Henan 450045, China
| | - Wen-Hui Liu
- North China University of Water Resources and Electric Power, Zhengzhou, Henan 450045, China
| |
Collapse
|
7
|
Fingerprint analysis reveals sources of petroleum hydrocarbons in soils of different geographical oilfields of China and its ecological assessment. Sci Rep 2022; 12:4808. [PMID: 35314750 PMCID: PMC8938453 DOI: 10.1038/s41598-022-08906-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 03/08/2022] [Indexed: 12/03/2022] Open
Abstract
The distribution and characteristics of petroleum in three different geographic oilfields in China: Shengli Oilfield (SL), Nanyang Oilfield (NY), and Yanchang Oilfield (YC) were investigated. The average concentration of the total petroleum hydrocarbons (TPHs) conformed to be in the following law: SL Oilfield > NY Oilfield > YC Oilfield. Fingerprint analysis on the petroleum contamination level and source was conducted by the geochemical indices of n-alkanes and PAHs, such as low to high molecular weight (LMW/HMW) hydrocarbons, n-alkanes/pristine or phytane (C17/ Pr, C18/Ph), and ratio of anthracene/ (anthracene + phenanthrene) [Ant/(Ant + Phe)]. Soils adjacent to working well oils indicated new petroleum input with higher ratio of low to high molecular weight (LMW/HMW) hydrocarbons. The oil contamination occurred in the grassland soils might result of rainfall runoff. Petroleum source, petroleum combustion source, and biomass combustion were dominant PAHs origination of soils collected from oil exploitation area, petrochemical-related sites, farmland and grassland, respectively. The suggestive petroleum control strategies were proposed in each oilfield soils. Ecological potential risk of PAHs was assessed according to the toxic equivalent quantity (TEQ) of seven carcinogenic PAHs. The results showed that high, medium, and low ecological risk presented in petro-related area, grassland soils, and farmland soils, respectively. High ecological risk was persistent in abandoned oil well areas over abandoned time of 15 years, and basically stable after 5 years. This study can provide a critical insight to ecological risk management and source control of the petroleum contamination.
Collapse
|
8
|
Zuo R, Zhao X, Yang J, Pan M, Xue Z, Gao X, Wang J, Teng Y. Analysis of the LNAPL Migration Process in the Vadose Zone under Two Different Media Conditions. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph182111073. [PMID: 34769594 PMCID: PMC8582731 DOI: 10.3390/ijerph182111073] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 10/07/2021] [Accepted: 10/15/2021] [Indexed: 12/03/2022]
Abstract
This study focused on the processes of free infiltration, precipitation displacement, and natural attenuation of the LNAPL under the condition of near-surface leakage. Sandbox experiments were performed to explore the migration characteristics of LNAPL in the vadose zone with two media structures and the influences of the soil interface on the migration of LNAPL. The results indicate that the vertical migration velocity of the LNAPL infiltration front in medium and coarse sand was 1 order of magnitude higher than that in fine sand and that the LNAPL accumulated at the coarse–fine interface, which acted as the capillary barrier. Displacement of precipitation for LNAPL had little relationship with rainfall intensity and was obviously affected by medium particle size, where coarse sand (40.78%) > medium sand (20.5%) > fine sand (10%). The natural attenuation rate of the LNAPL in the vadose zone was related to the water content of the media; the natural attenuation rate of fine sand was higher. This study simulated the process of the LNAPL leakage from the near surface into the layered heterogeneous stratum, improved the understanding of the migration of the LNAPL under different stratum conditions, and can provide support for the treatment of LNAPL leakage events in the actual site.
Collapse
Affiliation(s)
- Rui Zuo
- College of Water Science, Beijing Normal University, Beijing 100875, China; (R.Z.); (X.Z.); (M.P.); (Z.X.); (X.G.); (J.W.); (Y.T.)
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing 100875, China
| | - Xiao Zhao
- College of Water Science, Beijing Normal University, Beijing 100875, China; (R.Z.); (X.Z.); (M.P.); (Z.X.); (X.G.); (J.W.); (Y.T.)
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing 100875, China
| | - Jie Yang
- College of Water Science, Beijing Normal University, Beijing 100875, China; (R.Z.); (X.Z.); (M.P.); (Z.X.); (X.G.); (J.W.); (Y.T.)
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing 100875, China
- Correspondence:
| | - Minghao Pan
- College of Water Science, Beijing Normal University, Beijing 100875, China; (R.Z.); (X.Z.); (M.P.); (Z.X.); (X.G.); (J.W.); (Y.T.)
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing 100875, China
| | - Zhenkun Xue
- College of Water Science, Beijing Normal University, Beijing 100875, China; (R.Z.); (X.Z.); (M.P.); (Z.X.); (X.G.); (J.W.); (Y.T.)
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing 100875, China
| | - Xiang Gao
- College of Water Science, Beijing Normal University, Beijing 100875, China; (R.Z.); (X.Z.); (M.P.); (Z.X.); (X.G.); (J.W.); (Y.T.)
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing 100875, China
| | - Jinsheng Wang
- College of Water Science, Beijing Normal University, Beijing 100875, China; (R.Z.); (X.Z.); (M.P.); (Z.X.); (X.G.); (J.W.); (Y.T.)
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing 100875, China
| | - Yanguo Teng
- College of Water Science, Beijing Normal University, Beijing 100875, China; (R.Z.); (X.Z.); (M.P.); (Z.X.); (X.G.); (J.W.); (Y.T.)
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, Beijing 100875, China
| |
Collapse
|