Assessment of human health risk from potentially toxic elements and predicting groundwater contamination using machine learning approaches

被引:12
|
作者
Uddin, Md Galal [1 ,2 ,3 ,4 ,5 ]
Imran, Md Hasan [6 ]
Sajib, Abdul Majed [1 ,2 ,3 ,4 ]
Abu Hasan, Md [7 ]
Diganta, Mir Talas Mahammad [1 ,2 ,3 ,4 ]
Dabrowski, Tomasz [8 ]
Olbert, Agnieszka I. [1 ,2 ,3 ,4 ]
Moniruzzaman, Md [5 ]
机构
[1] Univ Galway, Coll Sci & Engn, Sch Engn, Civil Engn, Galway, Ireland
[2] Univ Galway, Ryan Inst, Galway, Ireland
[3] Univ Galway, MaREI Res Ctr, Galway, Ireland
[4] Univ Galway, Ecohydroinformat Res Grp EHIRG, Civil Engn, Galway, Ireland
[5] Jagannath Univ, Dept Geog & Environm, Dhaka, Bangladesh
[6] Mawlana Bhashani Sci & Technol Univ, Dept Environm Sci & Resource Management, Tangail 1902, Bangladesh
[7] Bangladesh Reference Inst Chem Measurements BRiCM, Dr Qudrat Ekhuda Rd, Dhanmondi 1205, Dhaka, Bangladesh
[8] Marine Inst, Rinville, Ireland
关键词
Groundwater; Potential toxic elements; Water quality index model; Human health risks; RMS-WQI model; SEARCH;
D O I
10.1016/j.jconhyd.2024.104307
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The Rooppur Nuclear Power Plant (RNPP) at Ishwardi, Bangladesh is planning to go into operation within 2024 and therefore, adjacent areas of RNPP is gaining adequate attention from the scientific community for environmental monitoring purposes especially for water resources management. However, there is a substantial lack of literature as well as environmental datasets for earlier years since very little was done at the beginning of the RNPP's construction phase. Therefore, this study was conducted to assess the potential toxic elements (PTEs) contamination in the groundwater and its associated health risk for residents at the adjacent part of the RNPP during the year of 2014-2015. For the purposes of achieving the aim of the study, groundwater samples were collected seasonally (dry and wet season) from nine sampling sites and afterwards analyzed for water quality indicators such as temperature (Temp.), pH, electrical conductivity (EC), total dissolved solid (TDS), total hardness (TH) and for PTEs including Iron (Fe), Manganese (Mn), Copper (Cu), Lead (Pb), Chromium (Cr), Cadmium (Cd) and Arsenic (As). This study adopted the newly developed Root Mean Square water quality index (RMS-WQI) model to assess the scenario of contamination from PTEs in groundwater whereas the human health risk assessment model was utilized to quantify the risk of toxicity from PTEs. In most of the sampling sites, PTEs concentration was found higher during the wet season than the dry season and Fe, Mn, Cd and As exceeded the guideline limit for drinking water. The RMS score mostly classified the groundwater in terms of PTEs contamination into "Fair" condition. The non -carcinogenic risks (expressed as Hazard Index -HI) revealed that around 44% and 89% of samples for adults and 67% and 100% of samples for children exceeded the threshold limit set by USEPA (HI > 1) and possessed risks through the oral pathway during dry and wet season, respectively. Furthermore, the calculated cumulative HI score was found higher for children than the adults throughout the study period. In terms of carcinogenic risk (CR) from PTEs, the magnitude of risk decreased following the pattern of Cr > As > Cd. Although the current study is based on old dataset, the findings might serve as a baseline for monitoring purposes to reduce future hazardous impact from the power plant.
引用
收藏
页数:18
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