Journal of contaminant hydrology最新文献

筛选
英文 中文
How uncertainty in calibration data affects the modeling of non-point source pollutant loads in baseflow 校准数据的不确定性如何影响基流中非点源污染物负荷的建模
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-10-09 DOI: 10.1016/j.jconhyd.2024.104441
Shuai Chen , Wei Qin , Tong Cui , Jingling Qian , Jiazhong Zheng
{"title":"How uncertainty in calibration data affects the modeling of non-point source pollutant loads in baseflow","authors":"Shuai Chen ,&nbsp;Wei Qin ,&nbsp;Tong Cui ,&nbsp;Jingling Qian ,&nbsp;Jiazhong Zheng","doi":"10.1016/j.jconhyd.2024.104441","DOIUrl":"10.1016/j.jconhyd.2024.104441","url":null,"abstract":"<div><div>Baseflow is a major transport pathway for non-point source (NPS) pollutants. Watershed water quality (WWQ) models calibrated by low-quality data may produce misleading predictions of baseflow NPS pollutant loads, resulting in poor management decisions. We evaluated how models of the baseflow nitrate loads in the Huron River basin, southwest of Lake Erie, were affected by uncertainty in the calibration data. Based on a five-year time series of daily streamflow, nitrate concentration, and specific conductance, two sets of “observed” baseflow nitrate load data that include uncertainty were estimated using various tracer-based and non-tracer-based hydrograph separation methods, in conjunction with assumptions regarding baseflow nitrate concentrations. We calibrated the Soil and Water Assessment Tool plus (SWAT+) model with the two “observed” data sets and used the Generalized Likelihood Uncertainty Estimation (GLUE) approach to quantify parameter and predictive uncertainties. The results showed that baseflow accounted for 26 %–34 % of the mean annual total streamflow (11.8 m<sup>3</sup>/s) and 8 %–37 % of the mean annual total nitrate load (14.3 kg·ha<sup>−1</sup>·year<sup>−1</sup>) in the Huron River basin. The baseflow and nitrate load estimates from the non-tracer-based methods resembled those from the tracer-based method but had greater uncertainty. The posterior parameter distributions, as well as the weighted means and 90 % prediction intervals of the simulated baseflow nitrate loads, exhibited minimal variation when different calibration data sets for SWAT+ and different threshold likelihood values for GLUE were used. Our analysis emphasizes the necessity of calibrating WWQ models with baseflow pollutant loads/concentrations when addressing water quality issues related to baseflow. It also demonstrates the feasibility of utilizing multiple non-tracer-based hydrograph separation methods to estimate baseflow NPS pollutant loads. These non-tracer-based methods offer a simplicity and broader applicability compared to tracer-based methods. This study has provided insights into how calibration data uncertainty impacts the modeling of NPS pollution in baseflow and highlights the practical value of non-tracer-based hydrograph separation methods.</div></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104441"},"PeriodicalIF":3.5,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142437720","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Occurrence and visual characterization of microplastics from Mahakam River at Tenggarong City, Indonesia 印度尼西亚登加龙市马哈卡姆河中微塑料的出现和目测特征
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-10-09 DOI: 10.1016/j.jconhyd.2024.104440
Yudi Sukmono , Tony Hadibarata , Risky Ayu Kristanti , Abhishek Singh , Dunia A. Al Farraj , Mohamed S. Elshikh
{"title":"Occurrence and visual characterization of microplastics from Mahakam River at Tenggarong City, Indonesia","authors":"Yudi Sukmono ,&nbsp;Tony Hadibarata ,&nbsp;Risky Ayu Kristanti ,&nbsp;Abhishek Singh ,&nbsp;Dunia A. Al Farraj ,&nbsp;Mohamed S. Elshikh","doi":"10.1016/j.jconhyd.2024.104440","DOIUrl":"10.1016/j.jconhyd.2024.104440","url":null,"abstract":"<div><div>Indonesia generates approximately 7.8 million tons of plastic waste annually, which 4.9 million tons is mismanaged. Presently, there is significant concern on microplastics (MPs) pollution in aquatic environment. The research on the prevalence of MPs in river systems are comparatively lower than the studies conducted on marine systems. The primary goal of this research was to look into the prevalence of MPs in the river water of Mahakam of Tenggarong City, Indonesia. To adequately represent this area, a meticulous selection method was used to find five separate sampling locations, with two stations at each location, positioned 200 m apart on opposite sides of the river. According to the study's findings, MPs has been observed in the range of 19.2 ± 1.8 to 58.5 ± 3.5 particles/l. Based on the MPs type, fragments (43.4 %) were the most common type of MPs found in water samples. Furthermore, 44.6 % of the MPs had size smaller than 1000 μm. The prevalent hues observed in the water samples were transparent and black, composing 75.6 % of overall formation. The determination of microplastic polymers employed Attenuated Total Reflection-Fourier Transform Infrared (ATR-FTIR) spectroscopy, revealing the presence of various type, such as polyethylene (PE) and polypropylene (PP).</div></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104440"},"PeriodicalIF":3.5,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142417644","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental study on the adsorption and interaction of P and Cd in polluted sediment from Dongting Lake 洞庭湖污染沉积物中 P 和 Cd 的吸附及其相互作用的实验研究
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-10-09 DOI: 10.1016/j.jconhyd.2024.104442
Ruifeng Zhu , Mengya Xu , Shunhong Huang , Zexin He
{"title":"Experimental study on the adsorption and interaction of P and Cd in polluted sediment from Dongting Lake","authors":"Ruifeng Zhu ,&nbsp;Mengya Xu ,&nbsp;Shunhong Huang ,&nbsp;Zexin He","doi":"10.1016/j.jconhyd.2024.104442","DOIUrl":"10.1016/j.jconhyd.2024.104442","url":null,"abstract":"<div><div>A series of experiments was performed to elucidate the effects of the adsorption and interaction of different concentrations of P and Cd on the availability of P and Cd. First, the sediments before and after maturation were subjected to X-ray diffraction (XRD), scanning electron microscopy (SEM), energy dispersive spectroscopy (EDS) and Fourier transform infrared (FTIR) spectroscopy. The results revealed that the composition and main components of the sediment were unchanged by maturation. The adsorption results fitted by the Freundlich equation revealed that the maximum concentration of Cd in the sediment changed from 979.12 mg/L to 980.92 mg/L and 1215 mg/L after the addition of 1 mg/L and 2 mg/L P, respectively. The maximum concentration of P in the sediments increased from 397.57 mg/L to 403.19 mg/L and 422.89 mg/L after the addition of Cd concentrations of 5 mg/L and 50 mg/L, respectively. A batch experiment was subsequently performed with multiple groups of P and Cd at the same concentration. The results revealed that the content of available Cd was the highest when the content of P was 180 mg/kg and that the content of available P was the highest when the content of Cd was 1 mg/kg. However, when the concentrations of P and Cd exceeded a certain level, Cd<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub> precipitated. Finally, the experimental results were reverified by XPS, and the results revealed that the contents of P and Cd in the sediments increased through adsorption and precipitation between P and Cd.</div></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104442"},"PeriodicalIF":3.5,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142417646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Spectral induced polarization of corrosion of sulfur modified Iron in sediments 沉积物中硫改性铁腐蚀的光谱诱导极化。
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-09-29 DOI: 10.1016/j.jconhyd.2024.104439
Hilary P. Emerson , James E. Szecsody , Christopher Halter , Judy L. Robinson , Jonathan N. Thomle , Mark E. Bowden , Odeta Qafoku , C. Tom Resch , Lee D. Slater , Vicky L. Freedman
{"title":"Spectral induced polarization of corrosion of sulfur modified Iron in sediments","authors":"Hilary P. Emerson ,&nbsp;James E. Szecsody ,&nbsp;Christopher Halter ,&nbsp;Judy L. Robinson ,&nbsp;Jonathan N. Thomle ,&nbsp;Mark E. Bowden ,&nbsp;Odeta Qafoku ,&nbsp;C. Tom Resch ,&nbsp;Lee D. Slater ,&nbsp;Vicky L. Freedman","doi":"10.1016/j.jconhyd.2024.104439","DOIUrl":"10.1016/j.jconhyd.2024.104439","url":null,"abstract":"<div><div>Spectral induced polarization (SIP) responses are not well understood within the context of remediation applications at contaminated sites. Systematic SIP studies are needed to gain further insights into the complex electrical response of dynamic, biogeochemical states to enable the use of SIP for subsurface site characterization and remediation monitoring. Although SIP measurements on zero valent iron have been previously published, the SIP response for sulfur modified iron (SMI), a similar potential subsurface reductive amendment, has not yet been reported. Hence, the purpose of this laboratory-scale study was to evaluate SIP for nonintrusive monitoring of SMI under relevant subsurface conditions. SMI was separately mixed with silica sand or sediments from the Hanford Site (Washington, USA) and then packed into columns for geochemical and SIP analysis for up to 77 days under fully saturated conditions. SMI exhibited distinguishable phase peaks between 0.1 and 1.0 Hz, which changed in magnitude based on content and were detected as low as 0.3 wt%. In the initial days, the complex conductivity, phase maxima, and chargeability increased while the peak locations shifted to higher frequency (decreasing relaxation times), suggesting an initial increase in polarization and concurrent decrease in the length scales (potentially due to changes in particle size and mineralogy). Then, after 77 days, the phase maxima and chargeability decreased with a concurrent increase in relaxation times, suggesting that over longer periods, less polarizable phases are forming and particle size or connectivity of polarizable phases is increasing. These results demonstrated a unique SIP response to SMI transformations that might be applied to monitoring of SMI emplaced as a subsurface barrier or injected in the field.</div></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104439"},"PeriodicalIF":3.5,"publicationDate":"2024-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142377894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Laboratory-scale study of mixed barriers in stratified layers with an inclined ocean aquifer boundary 对具有倾斜海洋含水层边界的分层中的混合障碍物进行实验室规模的研究。
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-09-25 DOI: 10.1016/j.jconhyd.2024.104438
Vikas Sharma, Sumedha Chakma
{"title":"Laboratory-scale study of mixed barriers in stratified layers with an inclined ocean aquifer boundary","authors":"Vikas Sharma,&nbsp;Sumedha Chakma","doi":"10.1016/j.jconhyd.2024.104438","DOIUrl":"10.1016/j.jconhyd.2024.104438","url":null,"abstract":"<div><div>The over-pumping of freshwater makes shoreline aquifers susceptible to seawater intrusion. Most studies on aquifer homogeneity that are used to form management guidelines focus on salinization sensitivity. However, under certain extraction conditions, the geographic structure can be quite diverse, with low-permeability obstacles and preferred flow routes that affect circulation and saline transport mechanisms. Here, we used a laboratory-scale glass box apparatus of dimension 100 × 50 × 10 cm<sup>3</sup> to study intrusion in stratified layers under the influence of an inclined ocean-aquifer boundary with a mixed barrier as a remediation technique. The T<sub>L</sub>H ratio ranged from 0.2 to 12.84 for all stratification conditions and remediation installed. There was a 40–48 % decrease in the extent of toe length after installation. With a mixed barrier installed, the height of the intrusion was reduced, resulting in an increase in the T<sub>L</sub>H and a decrease in the potential for toe length. The intrusion was delayed by 86.67 % in parallel stratification and 28.22 % in perpendicular stratification after comparing the time frame for base case and the mixed barrier installed condition. A parabolic profile of intrusion was observed in the low-permeability layer, while a convex-outward profile was observed in the higher-permeability layers. Similar results are obtained after conducting the sensitivity analysis. The intrusion follows an increasing pattern of ratio with increasing interaction gap opening in parallel stratification, while for perpendicular stratification, with gap opening from 10 cm to 30 cm, there was a decreasing trend followed by an increasing trend, indicating an increase in magnitude with a similar pattern of intrusion. The results of this investigation shed light on the mixed barrier's suitability for use in realistically diverse coastal aquifers. Future research could explore the utilization of different combinations of new barriers, such as under-surface barriers, which work well for stratified layers, and already established barrier systems, to further improve the efficiency of mixed barriers.</div></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104438"},"PeriodicalIF":3.5,"publicationDate":"2024-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142347683","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
An ensemble optimizer with a stacking ensemble surrogate model for identification of groundwater contamination source 利用堆叠集合代用模型识别地下水污染源的集合优化器
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-09-24 DOI: 10.1016/j.jconhyd.2024.104437
Liuzhi Zhu , Wenxi Lu , Chengming Luo , Yaning Xu , Zibo Wang
{"title":"An ensemble optimizer with a stacking ensemble surrogate model for identification of groundwater contamination source","authors":"Liuzhi Zhu ,&nbsp;Wenxi Lu ,&nbsp;Chengming Luo ,&nbsp;Yaning Xu ,&nbsp;Zibo Wang","doi":"10.1016/j.jconhyd.2024.104437","DOIUrl":"10.1016/j.jconhyd.2024.104437","url":null,"abstract":"<div><div>The application of the simulation-optimization method for groundwater contamination source identification (GCSI) encounters two main challenges: the substantial time cost of calling the simulation model, and the limitations on the accuracy of identification results due to the complexity, nonlinearity, and ill-posed nature of the inverse problem. To address these issues, we have innovatively developed an inversion framework based on ensemble learning strategies. This framework comprises a stacking ensemble model (SEM), which integrates three distinct machine learning models (Extremely Randomized Trees, Adaptive Boosting, and Bidirectional Gated Recurrent Unit), and an ensemble optimizer (<em>E</em>-GKSEEFO), which combines two newly proposed swarm intelligence optimizers (Genghis Khan Shark Optimizer and Electric Eel Foraging Optimizer). Specifically, the SEM serves as a surrogate model for the groundwater numerical simulation model. Compared to the original simulation model, it significantly reduces time cost while maintaining accuracy. The <em>E</em>-GKSEEFO, functioning as the search strategy for the optimization model, greatly enhances the accuracy of the optimization results. We have verified the performance of the SEM-<em>E</em>-GKSEEFO ensemble inversion framework through two hypothetical scenarios derived from an actual coal gangue pile. The results are as follows. (1) The SEM exhibits improved fitting performance compared to single machine learning models when dealing with high-dimensional nonlinear data from GCSI. (2) The <em>E</em>-GKSEEFO achieves significantly higher accuracy in the identification results of GCSI than individual optimizers. These findings affirm the effectiveness and superiority of the proposed SEM-<em>E</em>-GKSEEFO ensemble inversion framework.</div></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104437"},"PeriodicalIF":3.5,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142326767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
A convenient strategy for mitigating microplastics in wastewater treatment using natural light and ZnO nanoparticles as photocatalysts: A mechanistic study 利用自然光和氧化锌纳米粒子作为光催化剂,在废水处理中减少微塑料的便捷策略:机理研究。
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-09-23 DOI: 10.1016/j.jconhyd.2024.104436
Jeyaraj Jeyavani , Khalid A. Al-Ghanim , Marimuthu Govindarajan , Guilherme Malafaia , Baskaralingam Vaseeharan
{"title":"A convenient strategy for mitigating microplastics in wastewater treatment using natural light and ZnO nanoparticles as photocatalysts: A mechanistic study","authors":"Jeyaraj Jeyavani ,&nbsp;Khalid A. Al-Ghanim ,&nbsp;Marimuthu Govindarajan ,&nbsp;Guilherme Malafaia ,&nbsp;Baskaralingam Vaseeharan","doi":"10.1016/j.jconhyd.2024.104436","DOIUrl":"10.1016/j.jconhyd.2024.104436","url":null,"abstract":"<div><div>Polypropylene microplastics (PPMPs) are one of the major emerging contaminants in the ecosystem due to their frequent usage and improper disposal practices. These PPMPs enter ecosystems via wastewater effluent plants and cause severe environmental health issues. In addition, quantifying PPMPs smaller than 50 μm in wastewater plant extraction is very difficult. Thus, the current study was designed to mitigate the PPMPs using zinc oxide nanoparticles (ZnONPs) as a photocatalyst under sunlight. The photocatalytic reaction was examined using spectroscopic techniques and microscopic imaging. The findings indicated that the weight loss percentage of PPMPs increased, and a decrease in UV–Vis DRS peak intensities was observed. The spectroscopic results elucidated the formation of free radicals, which affect the PPMPs and lead to the formation of carbonyl, allylic, and unsaturated groups. Further, EDS reports clarified that there is increased oxygen content due to the photooxidation process and the disintegration of the polymer chain owing to decreased carbon levels. Overall, ZnO photocatalyst absorbs photons from the visible spectrum of sunlight and forms free radicals, which affect the PPMPs to initiate polymer deterioration. Also, the current study revealed the mechanistic pathway of PPMP degradation under the photocatalytic reaction as proposed in the results obtained above.</div></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104436"},"PeriodicalIF":3.5,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142365432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
A numerical investigation to assess changes to displacement front and by-passed zones employing kinetic interface-sensitive tracer 利用动力学界面敏感示踪剂评估位移前沿和旁通区变化的数值研究
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-09-13 DOI: 10.1016/j.jconhyd.2024.104435
H. Abdullah , H. Gao , M. Sauter , A. Tatomir
{"title":"A numerical investigation to assess changes to displacement front and by-passed zones employing kinetic interface-sensitive tracer","authors":"H. Abdullah ,&nbsp;H. Gao ,&nbsp;M. Sauter ,&nbsp;A. Tatomir","doi":"10.1016/j.jconhyd.2024.104435","DOIUrl":"10.1016/j.jconhyd.2024.104435","url":null,"abstract":"<div><p>An important aspect in groundwater remediation is to understand changes of multiphase fluid front morphology and stagnant regions on macro scale. However, the prediction of those changes during two-phase flow remains a challenging task due to the interplay of various physical factors. Recent laboratory experiments have demonstrated tracers' ability to predict deformation in the front of a two-phase flow system by utilizing a new reactive tracer known as, the kinetic interface sensitive tracer (KIS). This research employs a reactive transport model coupled with a macro-scale two-phase flow model to numerically analyse how viscosity ratio, capillary number, and heterogeneities on the tracer's signal and its impact the frontal deformation. One homogeneous and two heterogeneous types of porous media are considered. The background porous medium is a fine-grained, low-permeability medium, with a coarser, high-permeability lenses, generating heterogeneous material properties. The high-permeability lenses account for 25 % of the total model area and are arranged in either periodic or random patterns. The findings are evaluated using four parameters (effective front length, swept area, front roughness, and transition zone length). The flow patterns dominating the shape of the front are characterized by the viscous and capillary forces i.e. capillary number and the viscosity ratio between the two fluids. The results show that changes in flow regimes can be quantified using effective front length, thus employing the effective front length the viscous fingering regions can be quantified. Furthermore, front roughness and transition zone length are extracted and their relevance to the by-passed zones is presented. The slope of the reactive KIS tracer breakthrough curve, plotted on a phase diagram, can also be used to predict the existence of the by-passed zones for a low viscosity ratio. Finally, changes in front roughness and transition zone length induced by the inclusions are correlated to the slope of the KIS tracer BTC. The findings of this study can contribute to a better understanding of the impact of different flow regimes on the KIS tracer breakthrough signals and the linkages between the tracer signals and the front sizes.</p></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104435"},"PeriodicalIF":3.5,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0169772224001396/pdfft?md5=0f497e3880f0021c1e24573e2287eb1b&pid=1-s2.0-S0169772224001396-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142240415","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ensemble surrogate modeling of advective-dispersive transport with intraparticle diffusion model for column-leaching test 针对柱浸试验的平流-分散输运与颗粒内扩散模型的集合代用模型
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-09-07 DOI: 10.1016/j.jconhyd.2024.104423
Amirhossein Ershadi, Michael Finkel, Binlong Liu, Olaf A. Cirpka, Peter Grathwohl
{"title":"Ensemble surrogate modeling of advective-dispersive transport with intraparticle diffusion model for column-leaching test","authors":"Amirhossein Ershadi,&nbsp;Michael Finkel,&nbsp;Binlong Liu,&nbsp;Olaf A. Cirpka,&nbsp;Peter Grathwohl","doi":"10.1016/j.jconhyd.2024.104423","DOIUrl":"10.1016/j.jconhyd.2024.104423","url":null,"abstract":"<div><div>Column-leaching tests are a common approach for assessing the leaching behavior and resulting environmental risks of contaminated soils and waste materials, which are frequently reused for various construction purposes. The observed breakthrough curves of the contaminants are influenced by the complex dynamics of solute transport and kinetic inter-phase mass transfer. Disentangling these interactions necessitates numerical models. However, inverse modeling and sensitivity analysis can be time-consuming, especially when sorption kinetics are explicitly described by intraparticle diffusion, which requires discretizing the domain both in the flow direction along the column axis and inside the grains. To circumvent the need for such computationally intensive models, we have developed two different ensemble surrogate models. These models employ two separate ensemble methods: random forest stacking and inverse-distance weighted interpolation. Each method is applied to base surrogate models that cover different parts of the parameter space. The base surrogate models use the method of Extremely randomized Trees (ExtraTrees). The defined parameter range is based on the German standard for column-leaching tests. To optimize the base surrogate models, we utilized adaptive-sampling methods based on three distinct infill criteria: maximizing the expected improvement, staying within a certain Mahalanobis distance to the best estimate (both for exploitation), and maximizing the standard deviation (for exploration). The ensemble surrogate model demonstrates excellent performance in emulating the behavior of the original numerical model, with a relative root mean squared error of 0.09. We applied our proposed ensemble surrogate model to estimate the complete posterior parameter distribution using Simulation-Based Inference, specifically Neural Posterior Estimation, to determine the full parameter distribution conditioned on copper-leaching data from two different soils. Samples drawn from the posterior distribution align perfectly with the observed data for both the surrogate and original models.</div></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104423"},"PeriodicalIF":3.5,"publicationDate":"2024-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S016977222400127X/pdfft?md5=6d4cab59d29b967fe9ea34b7771fa9f3&pid=1-s2.0-S016977222400127X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142312782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Low-temperature Aquifer Thermal Energy Storage combined with in situ bioremediation of chlorinated ethenes: Pilot-scale observations and model-based interpretation 低温含水层热能储存与氯化醚原位生物修复相结合:试点规模观测和基于模型的解释
IF 3.5 3区 环境科学与生态学
Journal of contaminant hydrology Pub Date : 2024-09-06 DOI: 10.1016/j.jconhyd.2024.104421
Henning Wienkenjohann , Klaus Mosthaf , Line Mørkebjerg Fischer , Lars Bennedsen , John Flyvbjerg , Mette Christophersen , Massimo Rolle
{"title":"Low-temperature Aquifer Thermal Energy Storage combined with in situ bioremediation of chlorinated ethenes: Pilot-scale observations and model-based interpretation","authors":"Henning Wienkenjohann ,&nbsp;Klaus Mosthaf ,&nbsp;Line Mørkebjerg Fischer ,&nbsp;Lars Bennedsen ,&nbsp;John Flyvbjerg ,&nbsp;Mette Christophersen ,&nbsp;Massimo Rolle","doi":"10.1016/j.jconhyd.2024.104421","DOIUrl":"10.1016/j.jconhyd.2024.104421","url":null,"abstract":"<div><p>Microbial reductive dechlorination is a key process in aquifers contaminated with chlorinated ethenes and results in a net mass reduction of organic pollutants. Biodegradation rates in the subsurface are temperature-dependent and may be enhanced by increased groundwater temperatures. This study explores the potential of combining the temperature increase from low-temperature Aquifer Thermal Energy Storage with In Situ Bioremediation (ATES-ISB). The effects of highly dynamic groundwater flow and heat transport on microbial degradation rates were examined in a contaminated aquifer based on a pilot-scale experiment and a comprehensive process-based modeling analysis. The low-temperature ATES-ISB pilot test was carried out in Birkerød (Denmark), in an aquifer contaminated with trichloroethene by implementing a groundwater flow dipole, injecting heated groundwater, biostimulating the system with lactate and bioaugmenting it with a <em>Dehalococcoides</em> containing culture. Solute concentrations were monitored in four observation wells over the course of the test and a non-isothermal reactive transport model, solved in a two-dimensional heterogeneous domain, was developed to quantitatively interpret the experimental observations. The process-based numerical model also allowed evaluating the evolution of chlorinated ethenes concentrations considering different hydraulic, thermal, and operational scenarios. The results demonstrate the beneficial combination of ATES with in situ contaminant bioremediation, showing enhancement of contaminant mass reduction and more complete reductive dechlorination. The developed process-based model can be instrumental for the design and parameterization of pilot and full scale low-temperature ATES-ISB remediation in shallow aquifer systems.</p></div>","PeriodicalId":15530,"journal":{"name":"Journal of contaminant hydrology","volume":"267 ","pages":"Article 104421"},"PeriodicalIF":3.5,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0169772224001256/pdfft?md5=a777b0396720df7811ea5ce0dc56eb2f&pid=1-s2.0-S0169772224001256-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142229318","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信