Spatio-temporal geostatistical modelling of sulphate concentration in the area of the Reocin Mine (Spain) as an indicator of water quality

被引:8
|
作者
Barral, Noemi [1 ]
Maleki, Mohammad [2 ]
Madani, Nasser [3 ]
Canovas, Manuel [4 ]
Husillos, Raul [1 ]
Castillo, Elena [4 ]
机构
[1] Univ Cantabria, Transport & Project & Proc Technol Dept, Santander, Spain
[2] Univ Catolica Norte, Dept Met & Min Engn, Antofagasta, Chile
[3] Nazarbayev Univ, Sch Min & Geosci, Nur Sultan, Kazakhstan
[4] Univ Cantabria, Geog Engn & Graph Express Tech Dept, Santander, Spain
关键词
Reocin mine; Mine water; Sulphate concentration; Geostatistical modelling; GROUNDWATER CONTAMINATION; ENVIRONMENTAL-IMPACT; DRAINAGE; REMEDIATION; REMOVAL;
D O I
10.1007/s11356-021-16475-w
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Water stored in open-pit lakes can be a water resource when the mine is closed. This study aimed to develop a reliable model to evaluate the water quality, based on the sulphate concentration, in the Reocin Mine area (Spain) by using geostatistical algorithms. To this end, water samples were taken from the beginning of the flooding period in November 2004 until August 2020. The model showed that the sulphate concentration was highest between February 2009 and February 2012 and decreased as the flooding process progressed. The area with the highest concentration (2000 mg L-1) was the central part of the study area, where the mine is located, while in the northeast and southwest, the values from the beginning of the flooding period were lower, below 500 mg L-1. In the last obtained model, the values decreased considerably to 1300 mg L-1 in the central area and below 250 mg L-1 in the northeast and southwest areas. The modelling conducted to assess the water quality in the area of influence of the mine determined that the flooding process has little influence on the water in the rivers and streams in the area, since the sulphate concentration measured in the adjacent rivers and streams was less than 250 mg L-1, indicating that anomalous concentrations were only found in the open-pit area. It was shown that geostatistical algorithms are useful tools that can be used to model the intensity and extension of water pollutants in space over time.
引用
收藏
页码:86077 / 86091
页数:15
相关论文
共 50 条
  • [1] Spatio-temporal geostatistical modelling of sulphate concentration in the area of the Reocín Mine (Spain) as an indicator of water quality
    Noemí Barral
    Mohammad Maleki
    Nasser Madani
    Manuel Cánovas
    Raúl Husillos
    Elena Castillo
    Environmental Science and Pollution Research, 2022, 29 : 86077 - 86091
  • [2] Modelling the Spatio-Temporal Concentration of Diesel Particulate Matter in an Underground Mine
    Mullins, B. J.
    O'Leary, R. A.
    King, A. J. C.
    Rumchev, K.
    Bertolatti, D.
    19TH INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION (MODSIM2011), 2011, : 690 - 696
  • [3] A guideline for spatio-temporal consistency in water quality modelling in rural areas
    Fohrer, Nicola
    Wagner, Paul D.
    Kiesel, Jens
    Haas, Marcelo
    Guse, Bjoern
    HYDROLOGICAL PROCESSES, 2022, 36 (11)
  • [4] Statistical and geostatistical modelling approach for spatio-temporal assessment of river water quality: a case study from lower stretch of River Ganga
    Raman, R. K.
    Bhor, M.
    Manna, R. K.
    Samanta, S.
    Das, B. K.
    ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY, 2023, 25 (09) : 9963 - 9989
  • [5] Statistical and geostatistical modelling approach for spatio-temporal assessment of river water quality: a case study from lower stretch of River Ganga
    R. K. Raman
    M. Bhor
    R. K. Manna
    S. Samanta
    B. K. Das
    Environment, Development and Sustainability, 2023, 25 : 9963 - 9989
  • [6] Modelling of spatio-temporal interaction for video quality assessment
    Huynh-Thu, Quan
    Ghanbari, Mohammed
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2010, 25 (07) : 535 - 546
  • [7] Volumetric Quantification and Quality of Water Stored in a Mining Lake: A Case Study at Reocin Mine (Spain)
    Barral, Noemi
    Husillos, Raul
    Castillo, Elena
    Canovas, Manuel
    Lam, Elizabeth J.
    Calvo, Lucas
    MINERALS, 2021, 11 (02) : 1 - 17
  • [8] Spatio-temporal variations of groundwater quality index using geostatistical methods and GIS
    Ababakr, Frsat Abdullah
    Ahmed, Kaywan Othman
    Amini, Ata
    Karami Moghadam, Mehdi
    Goekcekus, Hueseyin
    APPLIED WATER SCIENCE, 2023, 13 (10)
  • [9] Spatio-temporal variations of groundwater quality index using geostatistical methods and GIS
    Frsat Abdullah Ababakr
    Kaywan Othman Ahmed
    Ata Amini
    Mehdi Karami Moghadam
    Hüseyin Gökçekuş
    Applied Water Science, 2023, 13
  • [10] Spatio-temporal mapping of the NOx concentration over the Paris area
    Frangi, JP
    Jacquemoud, S
    PuybonnieuxTexier, V
    Lazar, H
    COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE II FASCICULE A-SCIENCES DE LA TERRE ET DES PLANETES, 1996, 323 (05): : 373 - 379