Integrating Unsupervised Machine Learning, Statistical Analysis, and Monte Carlo Simulation to Assess Toxic Metal Contamination and Salinization in Non-Rechargeable Aquifers DOI Creative Commons
Mohamed Hamdy Eid, Omar Saeed, András Székács

и другие.

Results in Engineering, Год журнала: 2025, Номер unknown, С. 104989 - 104989

Опубликована: Апрель 1, 2025

Язык: Английский

Tracking the spatiotemporal evolution of groundwater chemistry in the Quaternary aquifer system of Debrecen area, Hungary: integration of classical and unsupervised learning methods DOI Creative Commons
Musaab A. A. Mohammed, Norbert Péter Szabó, Viktória Mikita

и другие.

Environmental Science and Pollution Research, Год журнала: 2025, Номер unknown

Опубликована: Март 1, 2025

Abstract Monitoring changes in groundwater quality over time helps identify time-dependent factors influencing water safety and supports the development of effective management strategies. This study investigates spatiotemporal evolution chemistry Debrecen area, Hungary, from 2019 to 2024, using indexing, machine learning, multivariate statistical techniques. These techniques include self-organizing maps (SOM), hierarchical cluster analysis (HCA), principal component (PCA), indexing (GWQI). The hydrochemical revealed that Ca-Mg-HCO₃ is dominant type, with a temporal shift toward Na-HCO₃, reflecting increased salinity driven by ongoing rock-water interactions. SOM showed transition heterogeneous more uniform time, suggesting greater stability aquifer system. Elevated zones shifted spatially due recharge flow patterns, while hardness intensified expanded, indicating continued carbonate dissolution. HCA highlighted shifts composition, six clusters identified five gradual homogenization quality. PCA further confirmed this trend, linking it underlying processes, such as water–rock interactions, limited contributions anthropogenic influences. GWQI indicated general improvement most regions meeting drinking standards. However, specific areas exhibited signs localized contamination, requiring targeted management. findings underscore importance continuous monitoring detect emerging trends guide resource highlights need for sustainable practices safeguard resources ensure long-term security area.

Язык: Английский

Процитировано

3

Analysis of self-organizing maps and explainable artificial intelligence to identify hydrochemical factors that drive drinking water quality in Haor region DOI
Md. Yousuf Mia, Md. Emdadul Haque, Abu Reza Md. Towfiqul Islam

и другие.

The Science of The Total Environment, Год журнала: 2023, Номер 904, С. 166927 - 166927

Опубликована: Сен. 11, 2023

Язык: Английский

Процитировано

34

The formation of multi-metal(loid)s contaminated groundwater at smelting site: Critical role of natural colloids DOI
Lu Tang,

Wenyan Gao,

Yongping Lu

и другие.

Journal of Hazardous Materials, Год журнала: 2024, Номер 471, С. 134408 - 134408

Опубликована: Апрель 25, 2024

Язык: Английский

Процитировано

16

Groundwater hydrochemistry, source identification and health assessment based on self-organizing map in an intensive mining area in Shanxi, China DOI
Yajie Shang, Changchang Fu, Wenjing Zhang

и другие.

Environmental Research, Год журнала: 2024, Номер 252, С. 118934 - 118934

Опубликована: Апрель 21, 2024

Язык: Английский

Процитировано

14

Identification of hydrogeochemical processes in shallow groundwater using multivariate statistical analysis and inverse geochemical modeling DOI
Nan Liu, Meng Chen, Dongdong Gao

и другие.

Environmental Monitoring and Assessment, Год журнала: 2025, Номер 197(2)

Опубликована: Янв. 6, 2025

Язык: Английский

Процитировано

1

Environmental pollution evaluation and Spatiotemporal distribution of different forms of phosphorus in a phosphate mining area in Western Hubei, China DOI Creative Commons
Lei Kou, Junwei Zhang,

Liyue Huang

и другие.

Heliyon, Год журнала: 2025, Номер 11(4), С. e42527 - e42527

Опубликована: Фев. 1, 2025

Taking the typical phosphate mining area in Western Hubei as research object, groundwater, surface water, soil and sediment were investigated evaluated comprehensively to clarify temporal spatial distribution characteristics of different forms phosphorus reveal migration transformation phosphorus. Results showed that whether dry season or wet season, total levels groundwater (dry from November December 2021, 0.42 mg/L; August September 2022, 0.24 mg/L) exceeded standard index. The was related seasonal changes rock. Particulate main component one sources water. water strongly correlated with particulate phosphorus, correlation coefficient 0.984. exogenous input. had a certain contribution but it not factor. coefficients between 0.349 0.346, respectively. content closely activities. mainly through leaching, scouring mine drainage into there may be monitoring wells. poor. high source groundwater. Rainwater scours ore yard entrance, resulting loss river, indirectly enter

Язык: Английский

Процитировано

1

Driving factor, source identification, and health risk of PFAS contamination in groundwater based on the self-organizing map DOI

Jingwen Zeng,

Kai Liu, Xiao Liu

и другие.

Water Research, Год журнала: 2024, Номер 267, С. 122458 - 122458

Опубликована: Сен. 15, 2024

Язык: Английский

Процитировано

8

Enhanced bioelectroremediation of heavy metal contaminated groundwater through advancing a self-standing cathode DOI Creative Commons
Jafar Ali, Changhong Zheng, Tao Lyu

и другие.

Water Research, Год журнала: 2024, Номер 256, С. 121625 - 121625

Опубликована: Апрель 15, 2024

Hexavalent chromium (Cr(VI)) contamination in groundwater poses a substantial global challenge due to its high toxicity and extensive industrial applications. While the bioelectroremediation of Cr(VI) has attracted huge attention for eco-friendly attributes, practical application remains constrained by hydrogeochemical conditions (mainly pH), low electron transfer efficiency, limitations electrocatalyst synthesis electrode fabrication. In this study, we developed investigated use N, S co-doped carbon nanofibers (CNFs) integrated on graphite felt (GF) as self-standing cathode (NS/CNF-GF) comprehensive reduction from real contaminated groundwater. The binder free cathode, prepared through electro-polymerization, was employed dual-chamber microbial fuel cell (MFC) treatment Cr (VI)-laden (40 mg/L) with pH 7.4. electrochemical characterization revealed distinct electroactive surface area, more wettability, facilitating enhanced adsorption rapid transfer, resulting commendable rate 0.83 mg/L/h. MFC equipped NS/CNF-GF demonstrated lowest charge resistance (Rct) generated highest power density (155 ± 0.3 mW/m2) compared control systems. favorable electrokinetics modified led swift substrate consumption anode, releasing electrons protons, thereby accelerating achieve cathodic coulombic efficiency (C.Eca) 80 1.3%. A similar temporal trend observed between removal COD C.Eca, underscores effective performance electrode. reusability exemption catholyte preparation absence regulation requirements highlighted potential scalability applicability our findings larger scale.

Язык: Английский

Процитировано

7

Advancing groundwater sustainability: strategy combining hydro-chemical analysis, pollution mitigation, and community-based water resource governance DOI

Kusam Kusam,

Diksha Kumari,

Shally Pandit

и другие.

Groundwater for Sustainable Development, Год журнала: 2025, Номер unknown, С. 101433 - 101433

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

1

Source apportionment and migration characteristics of heavy metal(loid)s in soil and groundwater of contaminated site DOI
Yaobin Zhang, Qiulan Zhang, Wenfang Chen

и другие.

Environmental Pollution, Год журнала: 2023, Номер 338, С. 122584 - 122584

Опубликована: Сен. 20, 2023

Язык: Английский

Процитировано

16