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Mamun MAA, Islam ARMT, Aktar MN, Uddin MN, Islam MS, Pal SC, Islam A, Bari ABMM, Idris AM, Senapathi V. Predicting groundwater phosphate levels in coastal multi-aquifers: A geostatistical and data-driven approach. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 953:176024. [PMID: 39241889 DOI: 10.1016/j.scitotenv.2024.176024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Revised: 08/19/2024] [Accepted: 09/02/2024] [Indexed: 09/09/2024]
Abstract
The groundwater (GW) resource plays a central role in securing water supply in the coastal region of Bangladesh and therefore the future sustainability of this valuable resource is crucial for the area. However, there is limited research on the driving factors and prediction of phosphate concentration in groundwater. In this work, geostatistical modeling, self-organizing maps (SOM) and data-driven algorithms were combined to determine the driving factors and predict GW phosphate content in coastal multi-aquifers in southern Bangladesh. The SOM analysis identified three distinct spatial patterns: K+Na+pH, Ca2+Mg2+NO₃-, and HCO₃-SO₄2-PO43-F-. Four data-driven algorithms, including CatBoost, Gradient Boosting Machine (GBM), Long Short-Term Memory (LSTM), and Support Vector Regression (SVR) were used to predict phosphate concentration in GW using 380 samples and 15 prediction parameters. Forecasting accuracy was evaluated using RMSE, R2, RAE, CC, and MAE. Phosphate dissolution and saltwater intrusion, along with phosphorus fertilizers, increase PO43- content in GW. Using input parameters selected by multicollinearity and SOM, the CatBoost model showed exceptional performance in both training (RMSE = 0.002, MAE = 0.001, R2 = 0.999, RAE = 0.057, CC = 1.00) and testing (RMSE = 0.001, MAE = 0.002, R2 = 0.989, RAE = 0.057, CC = 0.998). Na+, K+, and Mg2+ significantly influenced prediction accuracy. The uncertainty study revealed a low standard error for the CatBoost model, indicating robustness and consistency. Semi-variogram models confirmed that the most influential attributes showed weak dependence, suggesting that agricultural runoff increases the heterogeneity of PO43- distribution in GW. These findings are crucial for developing conservation and strategic plans for sustainable utilization of coastal GW resources.
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Affiliation(s)
| | - Abu Reza Md Towfiqul Islam
- Department of Disaster Management, Begum Rokeya University, Rangpur 5400, Bangladesh; Department of Development Studies, Daffodil International University, Dhaka 1216, Bangladesh.
| | - Mst Nazneen Aktar
- Department of Disaster Management, Begum Rokeya University, Rangpur 5400, Bangladesh
| | - Md Nashir Uddin
- Department of Civil Engineering, Dhaka University of Engineering and Technology, Gazipur, Bangladesh
| | - Md Saiful Islam
- Department of Soil Science, Patuakhali Science and Technology University, Dumki, Patuakhali 8602, Bangladesh
| | - Subodh Chandra Pal
- Department of Geography, The University of Burdwan, Purba Bardhaman, West Bengal 713104, India
| | - Aznarul Islam
- Department of Geography, Aliah University, 17 Gorachand Road, Kolkata 700014, India
| | - A B M Mainul Bari
- Department of Industrial and Production Engineering, Bangladesh University of Engineering and Technology, Dhaka 1000, Bangladesh
| | - Abubakr M Idris
- Department of Chemistry, College of Science, King Khalid University, Abha 62529, Saudi Arabia
| | - Venkatramanan Senapathi
- PG and Research Department of Geology, National College (Autonomous), Tiruchirappalli 620001, Tamil Nadu, India.
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Attallah MF, Youssef MA, Imam DM. Preparation of novel nano composite materials from biomass waste and their sorptive characteristics for certain radionuclides. RADIOCHIM ACTA 2019. [DOI: 10.1515/ract-2019-3108] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Abstract
The aim of this work is directed to prepare nanoparticles of egg shell hydroxyapatite-humic acid (ESHAP-HA) as a novel composite material. FTIR, EDX, TEM, XRD, and SEM identified it. Sorption characteristic studies on ESHAP-HA at different pH of solutions, shaking time, initial ion concentration and complexing agent were performed at 152,154Eu, 99Mo and 63Ni. The results were demonstrated that selectivity removal of 152,154Eu (~96 %) rather than 99Mo (8.5 %) and 63Ni (26.7 %). The sorption capacity of 152,154Eu(III), 63Ni(II) and 99Mo(VI) are 80.1, 12.5 and 2.3 mg/g, respectively, onto the ESHAP-HA nanoparticles. Application on the eclectic removal of 152,154Eu from mixed radionuclides (152,154Eu, 60Co, and 137Cs) solution has been evaluated. It concluded that the prepared ESHAP-HA composite material is a promising and recommended for separation of radio lanthanides and/or actinides (such as Am) from nuclear liquid waste and/or contaminated aquatic environmental.
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Affiliation(s)
- Mohamed F. Attallah
- Analytical Chemistry and Control Department, Hot Laboratories Center, Atomic Energy Authority of Egypt , P.O. Box 13759 , Cairo , Egypt , E-mail:
| | - Maha A. Youssef
- Analytical Chemistry and Control Department, Hot Laboratories Center, Atomic Energy Authority of Egypt , P.O. Box 13759 , Cairo , Egypt
| | - Diaa M. Imam
- Chemistry of Nuclear Fuel Department , Hot Laboratories Center, Atomic Energy Authority of Egypt , P.O. Box 13759 , Cairo , Egypt
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Fonseca-Montes de Oca RMG, Martínez-Miranda V, Solache-Ríos MJ, Ramos-Leal JA, Álvarez-Bastida C, Fuentes-Rivas RM. Chemical activity relation of phosphorus and nitrogen presence in trace elements incorporation into underground water. ENVIRONMENTAL MONITORING AND ASSESSMENT 2019; 191:93. [PMID: 30671684 DOI: 10.1007/s10661-018-7170-9] [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: 01/17/2018] [Accepted: 12/17/2018] [Indexed: 06/09/2023]
Abstract
Anthropogenic activities can deteriorate the quality of groundwater destined for human use and consumption due to the fact that human activities cause changes in groundwater chemistry. The changes are induced by chemical species coming from industrial waste, which interacts with rocks and minerals. These trigger agents (phosphorus and nitrogen nutrients) which can incorporate trace elements (As, Fe, Mn, Pb, Cd, Ni, Zn). The main objective of the present work was to study the phosphate ions' and nitrogenous species' effects on the incorporation of trace elements into groundwater used for human consumption and to determine the physicochemical processes that participate in the incorporation of trace elements. The physicochemical analysis and elemental analysis by ICP of the groundwater that supplies the study area showed that the phosphorus (P) activity contributes in the incorporation of trace elements into the water. Significant correlations between the activities of P and Fe (0.516), Mn (0.553), Pb (0.756), and As (- 0.747) as well as the correlation of NH4+ with As indicate that the presence of chemical species such as PO43- (2.50-32.20 mg L-1), NO3- (0.89-30.80 mg L-1), and NH4+ (0.2-12.70 mg L-1) are triggering agents that favor the dissolution and mobility of As (0.014-0.020 mg L-1), Fe (0.020-1.14 mg L-1), Mn (0.007-0.254 mg L-1), Ni (0.002-0.0141 mg L-1), Zn (0.009-0.459 mg L-1), and Pb (0.009-0.0170 mg L-1), species with adverse health effects because they are considered carcinogenic. Adequate control of the nitrogenous and phosphated material prevents the dissolution and mobility of trace elements into the water.
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Affiliation(s)
- Reyna María Guadalupe Fonseca-Montes de Oca
- Instituto Interamericano de Tecnología y Ciencias del Agua (IITCA), Universidad Autónoma del Estado de México, Unidad San Cayetano, Km.14.5 Carretera Toluca-Atlacomulco, C.P. 50200, Toluca, Mexico State, Mexico
| | - Verónica Martínez-Miranda
- Instituto Interamericano de Tecnología y Ciencias del Agua (IITCA), Universidad Autónoma del Estado de México, Unidad San Cayetano, Km.14.5 Carretera Toluca-Atlacomulco, C.P. 50200, Toluca, Mexico State, Mexico
| | - Marcos José Solache-Ríos
- Instituto Nacional de Investigaciones Nucleares, Carretera México Toluca-La Marquesa s/n, C.P. 52750, Ocoyoacac, Mexico State, Mexico
| | - José Alfredo Ramos-Leal
- Instituto Potosino de Investigación Científica y Tecnológica, Camino a la Presa San José 2055. Col. Lomas 4 Sección, C.P. 78216, San Luis Potosí, Mexico
| | - Carolina Álvarez-Bastida
- Facultad de Química, Universidad Autónoma del Estado de México, Paseo Colón esq. Paseo Tollocan, C.P. 50120, Toluca, Mexico State, Mexico
| | - Rosa María Fuentes-Rivas
- Facultad de Geografía, Universidad Autónoma del Estado de México, Cerro de Coatepec s/n, Ciudad Universitaria, C.P. 50110, Toluca, Mexico State, Mexico.
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Qiu J, Ling J, Jouffret L, Thomas R, Szymanowski JES, Burns PC. Water-soluble multi-cage super tetrahedral uranyl peroxide phosphate clusters. Chem Sci 2014. [DOI: 10.1039/c3sc52357h] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
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