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Bayesian Network Application to Land Suitability Classification in the Sewage Sludge Amendment of Agricultural Soils

机译:贝叶斯网络在农业土壤污水污泥改良中土地适宜性分类中的应用

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摘要

Sewage sludge (SS) amendment of agricultural soils has recently become an issue of great interest because improvements in wastewater treatment systems have increased production of this type of waste. This practice is known to benefit soil and crops. However, the potential contamination of the environmental matrices has been rarely assessed because suitable models and data regarding the diffuse contamination of SS in agricultural fields are limited. By using land classification tools, we can evaluate the suitability of each soil parcel, the nature of the local soil, and the landscape parameters, and thus take more confident decisions regarding the management of this waste. In this study, we describe the development of a land classification tool to determine whether SS is suitable for organically-amending a given agricultural soil. Bayesian networks (BNs) were used to assess the suitability of agricultural soils located in Catalonia (northeastern Spain). The case study includes a description of the area and the procedure used to develop the BN model. The results of this evaluation are presented in innovative ways, with spatial representation of the probability results to give a broader understanding of the classification problem.
机译:由于对废水处理系统的改进已经增加了这类废物的产生,因此对农业土壤的污水污泥(SS)的改良已引起广泛关注。众所周知,这种做法有益于土壤和农作物。但是,由于有关农业领域SS扩散污染的合适模型和数据有限,因此很少评估环境基质的潜在污染。通过使用土地分类工具,我们可以评估每个土壤块的适用性,当地土壤的性质以及景观参数,从而就此废物的管理做出更加自信的决定。在这项研究中,我们描述了土地分类工具的开发,以确定SS是否适合对给定的农业土壤进行有机改良。贝叶斯网络(BN)用于评估位于加泰罗尼亚(西班牙北部)的农业土壤的适宜性。案例研究包括对区域的描述以及用于开发BN模型的过程。评估结果以创新的方式呈现,并以概率表示的空间表示形式提供了对分类问题的更广泛理解。

著录项

  • 来源
    《Human and ecological risk assessment 》 |2014年第4期| 1077-1098| 共22页
  • 作者单位

    Environmental Analysis and Management Group, Departament d'Enginyeria Quimica, Universitaet Rovira i Virgili, Tarragona, Catalonia, Spain,Department of Civil Engineering, Federal University of Rio Grande do Sul, Porto Alegre, Brazil;

    Environmental Analysis and Management Group, Departament d'Enginyeria Quimica, Universitat Rovira i Virgili, Av. Palsos Catalans 26, 43007 Tarragona, Catalonia, Spain;

    Environmental Analysis and Management Group, Departament d'Enginyeria Quimica, Universitaet Rovira i Virgili, Tarragona, Catalonia, Spain;

    Environmental Analysis and Management Group, Departament d'Enginyeria Quimica, Universitaet Rovira i Virgili, Tarragona, Catalonia, Spain;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    land suitability classification; sewage sludge amendment; Bayesian network; decision-support;

    机译:土地适宜性分类;污水污泥修正案;贝叶斯网络决策支持;

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