IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v14y2017i6p568-d99787.html
   My bibliography  Save this article

Spatial Distribution of Heavy Metals and the Environmental Quality of Soil in the Northern Plateau of Spain by Geostatistical Methods

Author

Listed:
  • Fernando Santos-Francés

    (Department of Soil Sciences, Faculty of Agricultural & Environmental Sciences, University of Salamanca, Avenue Filiberto Villalobos, 119, 37007 Salamanca, Spain)

  • Antonio Martínez-Graña

    (Department of Geology, Faculty of Sciences, University of Salamanca, Plaza de la Merced s/n., 37008 Salamanca, Spain)

  • Carmelo Ávila Zarza

    (Department of Statistics, Faculty of Agricultural & Environmental Sciences, University of Salamanca, Avenue Filiberto Villalobos, 119, 37007 Salamanca, Spain)

  • Antonio García Sánchez

    (Department of Environmental Geochemistry, Institute of Natural Resources and Agrobiology—IRNASA (C.S.I.C.), Calle Cordel de Merinas 40, 37008 Salamanca, Spain)

  • Pilar Alonso Rojo

    (Department of Soil Sciences, Faculty of Agricultural & Environmental Sciences, University of Salamanca, Avenue Filiberto Villalobos, 119, 37007 Salamanca, Spain)

Abstract

The environmental quality of soil in the central part of the Northern Plateau of Spain has been analyzed by studying the heavy metal content of 166 samples belonging to the horizons A, B and C of 89 soil profiles. The analysis to assess the environmental risk of heavy metals in the soil was carried out by means of the spatial distribution of nine heavy metals and the use of several pollution indices. The results showed that the concentration values of heavy metals (x ± S) in the superficial soil horizons were the following: With a total of 6.71 ± 3.51 mg kg −1, the contents of Cd is 0.08 ± 0.06 mg kg−1, Co is 6.49 ± 3.21 mg kg−1, Cu is 17.19 ± 10.69 mg kg−1, Cr is 18.68 ± 12.28 mg kg−1, Hg is 0.083 ± 0.063 mg kg−1, Ni is 12.05 ± 6.76 mg kg−1, Pb is 14.10 ± 11.32 mg kg−1 and Zn is 35.31 ± 14.63 mg kg−1. These nine metals exceed the values of the natural geological background level of Tertiary period sediments and rocks that form part of the Northern Plateau in Spain. Nemerow and Potential Ecological Risk indices were calculated, with the “improved” Nemerow index allowing pollution within the soil superficial horizons to be determined. The data obtained indicated that the majority of the soil (54.61%) showed low to moderate contamination, 22.31% showed moderate contamination and 21.54% of the samples were not contaminated. If we consider the Potential of Ecological Risk Index (RI), the largest percentage of soil samples showed low (70.79%) to moderate (25.38%) ecological risk of potential contamination, where the rest of the soil presented a considerable risk of contamination. The nine trace elements were divided into three principal components: PC1 (Cu, Cr, Ni, Co and Zn), PC2 (As and Hg) and PC3 (Cd). All metals accumulated in the soil came from parent rock, agricultural practices and the run-off of residual waters towards rivers and streams caused by industrial development and an increase in population density. Finally, cartography of the spatial distribution of the heavy metal contents in the soil of the Northern Plateau of Spain was generated using Kriging interpolation methods. Furthermore, the total heavy metal contents in three soil orders present in the area, namely Entisols, Inceptisols, and Alfisols, were analyzed. Other soil parameters, such as the organic matter content, pH, clay content and cation exchange capacity, was measured to determine their influence on and correlation with the heavy metal contents.

Suggested Citation

  • Fernando Santos-Francés & Antonio Martínez-Graña & Carmelo Ávila Zarza & Antonio García Sánchez & Pilar Alonso Rojo, 2017. "Spatial Distribution of Heavy Metals and the Environmental Quality of Soil in the Northern Plateau of Spain by Geostatistical Methods," IJERPH, MDPI, vol. 14(6), pages 1-20, May.
  • Handle: RePEc:gam:jijerp:v:14:y:2017:i:6:p:568-:d:99787
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/14/6/568/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/14/6/568/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Thinh Nguyen Van & Akinori Ozaki & Hoang Nguyen Tho & Anh Nguyen Duc & Yen Tran Thi & Kiyoshi Kurosawa, 2016. "Arsenic and Heavy Metal Contamination in Soils under Different Land Use in an Estuary in Northern Vietnam," IJERPH, MDPI, vol. 13(11), pages 1-13, November.
    2. Lei Yu & Jiemin Cheng & Jincheng Zhan & Aixia Jiang, 2016. "Environmental quality and sources of heavy metals in the topsoil based on multivariate statistical analyses: a case study in Laiwu City, Shandong Province, China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 81(3), pages 1435-1445, April.
    3. Yang Guan & Chaofeng Shao & Meiting Ju, 2014. "Heavy Metal Contamination Assessment and Partition for Industrial and Mining Gathering Areas," IJERPH, MDPI, vol. 11(7), pages 1-18, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Fengxu Li & Jiquan Zhang & Tiehua Cao & Sijia Li & Yanan Chen & Xuanhe Liang & Xin Zhao & Junwei Chen, 2018. "Human Health Risk Assessment of Toxic Elements in Farmland Topsoil with Source Identification in Jilin Province, China," IJERPH, MDPI, vol. 15(5), pages 1-15, May.
    2. Jaskaran Kaur & Sartaj Ahmad Bhat & Navdeep Singh & Sandip Singh Bhatti & Varinder Kaur & Jatinder Kaur Katnoria, 2022. "Assessment of the Heavy Metal Contamination of Roadside Soils Alongside Buddha Nullah, Ludhiana, (Punjab) India," IJERPH, MDPI, vol. 19(3), pages 1-24, January.
    3. Ronghua Zhong & Yun Zhang & Xingwu Duan & Fei Wang & Raheel Anjum, 2022. "Heavy Metals Enrichment Associated with Water-Level Fluctuations in the Riparian Soils of the Xiaowan Reservoir, Lancang River," IJERPH, MDPI, vol. 19(19), pages 1-16, October.
    4. Marco Criado & Antonio Martínez-Graña & Javier Sánchez San Román & Fernando Santos-Francés, 2018. "Flood Risk Evaluation in Urban Spaces: The Study Case of Tormes River (Salamanca, Spain)," IJERPH, MDPI, vol. 16(1), pages 1-19, December.
    5. Dongyue Li & Yilan Liao, 2018. "Spatial Characteristics of Heavy Metals in Street Dust of Coal Railway Transportation Hubs: A Case Study in Yuanping, China," IJERPH, MDPI, vol. 15(12), pages 1-21, November.
    6. Fernando Santos-Francés & Antonio Martinez-Graña & Pilar Alonso Rojo & Antonio García Sánchez, 2017. "Geochemical Background and Baseline Values Determination and Spatial Distribution of Heavy Metal Pollution in Soils of the Andes Mountain Range (Cajamarca-Huancavelica, Peru)," IJERPH, MDPI, vol. 14(8), pages 1-22, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sami Asir Al-Robai, 2023. "Ecological Risk Evaluation of Heavy Metals in Soils near a Water Dam in Baljurashi, KSA, and Their Accumulation in Dodonaea viscosa," Sustainability, MDPI, vol. 15(21), pages 1-17, November.
    2. Chunyuan Sun & Wenji Zhao & Qianzhong Zhang & Xue Yu & Xiaoxia Zheng & Jiayin Zhao & Ming Lv, 2016. "Spatial Distribution, Sources Apportionment and Health Risk of Metals in Topsoil in Beijing, China," IJERPH, MDPI, vol. 13(7), pages 1-14, July.
    3. Ricardo Urrutia-Goyes & Ariadne Argyraki & Nancy Ornelas-Soto, 2017. "Assessing Lead, Nickel, and Zinc Pollution in Topsoil from a Historic Shooting Range Rehabilitated into a Public Urban Park," IJERPH, MDPI, vol. 14(7), pages 1-14, June.
    4. Jiyi Gong & Wenpeng Hou & Jie Liu & Kamran Malik & Xin Kong & Li Wang & Xianlei Chen & Ming Tang & Ruiqing Zhu & Chen Cheng & Yinglong Liu & Jianfeng Wang & Yin Yi, 2022. "Effects of Different Land Use Types and Soil Depths on Soil Mineral Elements, Soil Enzyme Activity, and Fungal Community in Karst Area of Southwest China," IJERPH, MDPI, vol. 19(5), pages 1-21, March.
    5. Xiahui Wang & Nan Wei & Guohua Ji & Ruiping Liu & Guoxin Huang & Hongzhen Zhang, 2022. "Assessment of the Driving Pollution Factors of Soil Environmental Quality Based on China’s Risk Control Standard: Multiple Bigdata-Based Approaches with Intensive Sampling," IJERPH, MDPI, vol. 19(19), pages 1-15, September.
    6. Thinh Nguyen Van & Yasuhito Osanai & Hai Do Nguyen & Kiyoshi Kurosawa, 2017. "Arsenic Speciation and Extraction and the Significance of Biodegradable Acid on Arsenic Removal—An Approach for Remediation of Arsenic-Contaminated Soil," IJERPH, MDPI, vol. 14(9), pages 1-16, August.
    7. Xuemeng Sun & Xiaoping Li & Dongying Liu & Tao Yang & Yanan Zhao & Ting Wu & Yue Cai & Yuwei Ai & Xu Zhang & Jiwen Wang & Rui Yang & Hongtao Yu & Howard W. Mielke, 2018. "Use of a Survey to Assess the Environmental Exposure and Family Perception to Lead in Children (<6 Years) in Four Valley Cities, Northwestern China," IJERPH, MDPI, vol. 15(4), pages 1-26, April.
    8. Xingqing Zhao & Jian Huang & Xuyan Zhu & Jinchun Chai & Xiaoli Ji, 2020. "Ecological Effects of Heavy Metal Pollution on Soil Microbial Community Structure and Diversity on Both Sides of a River around a Mining Area," IJERPH, MDPI, vol. 17(16), pages 1-18, August.
    9. Snežana Belanović Simić & Predrag Miljković & Aleksandar Baumgertel & Sara Lukić & Janko Ljubičić & Dragan Čakmak, 2023. "Environmental and Health Risk Assessment Due to Potentially Toxic Elements in Soil near Former Antimony Mine in Western Serbia," Land, MDPI, vol. 12(2), pages 1-18, February.
    10. Caili Sun & Sixi Zhu & Bin Zhao & Wujiang Li & Xiaoye Gao & Xiaodan Wang, 2019. "Effect of Land Use Conversion on Surface Soil Heavy Metal Contamination in a Typical Karst Plateau Lakeshore Wetland of Southwest China," IJERPH, MDPI, vol. 17(1), pages 1-12, December.
    11. Yang Guan & Chaofeng Shao & Qingbao Gu & Meiting Ju & Qian Zhang, 2015. "Method for Assessing the Integrated Risk of Soil Pollution in Industrial and Mining Gathering Areas," IJERPH, MDPI, vol. 12(11), pages 1-21, November.
    12. Jing Li, 2014. "Risk Assessment of Heavy Metals in Surface Sediments from the Yanghe River, China," IJERPH, MDPI, vol. 11(12), pages 1-13, November.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:14:y:2017:i:6:p:568-:d:99787. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.