基于大数据方法的省域耕地质量等级精细评价研究

项目来源

国家自然科学基金(NSFC)

项目主持人

周生路

项目受资助机构

南京大学

项目编号

41771243

立项年度

2017

立项时间

未公开

项目级别

国家级

研究期限

未知 / 未知

受资助金额

63.00万元

学科

地球科学-环境地球科学-基础土壤学

学科代码

D-D07-D0709

基金类别

面上项目

关键词

耕地质量 ; 深度学习 ; 土地评价 ; 省域尺度 ; 大数据 ; land evaluation ; arable land quality ; big data ; deep learning ; provincial scale

参与者

吴绍华;王春辉;王君櫹;陆春锋;李保杰;刘瑞程

参与机构

浙江财经大学;杭州电子科技大学;南京财经大学;江苏第二师范学院;南京信息工程大学;南京大学

项目标书摘要:针对传统抽样估测全体、分区评价逐级汇总方法在区域耕地质量评价精细度等方面的不足,项目申请人拟在土地评价理论方法研究与实践长期积累基础上,与地理信息专家合作,以江苏省为例,通过采集遥感、土壤属性及其他相关数据,开展大数据方法下省域大尺度耕地质量等级的空间精细评价研究。探索耕地质量空间精细评价大数据的结构体系与集成建库的方法,深度学习等模型训练构建的方法及不同机器学习方法的组合应用;揭示耕地质量大数据评价模型的学习训练样本多少以及大数据库组成数据丰缺对结果精度的影响,识别影响显著的数据类别与属性指标;分析评价单元面积大小变化对结果精度影响的尺度效应,探讨省域大尺度耕地质量等级空间精细评价的最适单元面积;比较耕地质量大数据方法评价结果精度的空间分异及其与传统方法的差异,实证大数据方法进行省域大尺度耕地质量等级空间精细评价的可行性及其优劣势。

Application Abstract: In view of the traditional sampling estimate all assessment compilation evaluation method lack of granularity in the regional cultivated land quality,the project applicant intends to carry out large data method to study on large scale of provincial land quality space fine evaluation,based on the long-term accumulation of theory and practice of land evaluation,cooperating with geographic information experts,taking Jiangsu Province as an example,through the acquisition of remote sensing,soil properties and other related data.To Explore the method of structural system of cultivated land quality space fine evaluation big data and integrated database,method of deep learning model construction and training of different machine learning methods combined application;training data reveal the evaluation model of cultivated land quality data and database data of abundance on the accuracy of identification of significant data categories with the attribute index;scale effect analysis of change in the size of the unit area evaluation of effects on the accuracy,quality grade of provincial farmland large scale fine evaluation of optimum unit area;the difference of cultivated land quality evaluation of large data precision of the spatial differentiation and the traditional method,the advantages and disadvantages of the feasibility of the quality level of provincial large scale the empirical data of cultivated land fine evaluation method.

项目受资助省

江苏省

项目结题报告(全文)

针对现有大尺度耕地质量评价存在的分区评价逐级汇总效率低、易造成数据丢失、一致性差、等问题,项目通过梳理影响耕地质量的驱动因素与被驱动因素,将其分解到土壤理化性质指标、遥感指标、气象指标和社会经济指标等具体数据,通过谷歌云计算基础部件组合构建包括数据采集平台、数据存储仓库和数据分析平台等的云计算平台,开展了耕地质量评价研究大数据集与运算平台构建研究;融合大数据方法与传统方法各自特点与优势,以江苏全省为研究区,依据基础大数据集,运用深度学习方法,组合卷积层、池化层、激活层和逆卷积层建立全卷积神经网络模型进行了省域大尺度耕地质量等级评价研究;将机器学习方法与克里格方法融合、深度学习方法与面向对象方法融合,研究了分析方法融合和参评数据优选对大数据土壤属性空间预测和耕地质量评价结果精度的影响,探讨了大数据分析的方法的改进以及特定和限制条件下大数据方法的应用策略;以归一化植被指数(NDVI)遥感数据为支撑,开展了不同样本构建方法下耕地质量级别模拟预测精度差异对比和样本数据集优选,以及更快速高效的耕地质量级别模拟预测样本构建优化方法等研究。项目得到了通过对大数据的深度学习可以有效开展省域大尺度耕地质量评价,实现耕地质量评价的精细化,并完全基于数据驱动一次性获得评价结果;耕地质量评价所依据的基础大数据集中每个参评因子对预测评价结果的精度均有贡献,不可轻易忽略等结论。项目按照申请计划书完成了全部研究内容,已申请专利1项,获计算机软件著作权登记1项;发表学术论文25篇,其中SCI/SSCI收录21篇,第一标注21篇,第一标注SCI/SSCI收录14篇;出版学术专著1部,超额完成了申请计划书的目标。项目实证了大数据方法进行省域大尺度耕地质量等级空间精细评价的可行性,为土地资源以及生态环境评价提供了新方法、新途径。

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  • 1.Global occurrence characteristics, drivers, and environmental risk assessment of microplastics in lakes: A meta-analysis

    • 关键词:
    • Global lakes; Microplastics; Geographical distribution; Risk assessment;Meta-analysis;IDENTIFICATION; SEDIMENT

    Microplastic (MP) pollution in lakes has received much attention as an increasing amount of plastic waste enters aquatic ecosystems. However, there is still a lack of comprehensive understanding of the global distribution patterns, environmental hazards, factors driving their presence, and the relationships between sources and sinks of MPs. In this study, we conducted a meta -analysis of drivers of lake MP pollution based on 42 articles on MP pollution from three different aspects: geographical distribution, driving factors and environmental risks. The results revealed differences in the MP pollution levels across the different sampling sites in the global lakes. Moreover, there is significant heterogeneity in the abundance of MPs among various lakes, whose distribution pattern is affected by geographical location, sampling method and extraction method. The size of the MPs differed significantly between water and sediment, and the proportion of small (<1 mm) MPs in sediment was significantly greater than that in water (72% > 46%). Environmental risk assessment reveals that the risk level of MP pollution in most lakes worldwide is low, and the environmental risk of pollution in lake water is higher than that in sediment. Based on the risk assessment and geographical location of the lake, the risk of MP pollution is related not only to human activities and economic development but also to local waste management practices, which directly impact the accumulation of MPs. Therefore, we suggest that the production of biodegradable lowrisk polymer plastics instead of high -risk materials, and plastic solid waste recycling management should be strengthened to effectively mitigate the presence of MPs in the environment.

    ...
  • 2.Soil microplastic characteristics and the effects on soil properties and biota: A systematic review and meta-analysis*

    • 关键词:
    • Soil microplastics; Meta -analysis; Soil physicochemical property; Soilbiota;HEAVY-METALS; FRAGMENTS; TRANSPORT; POLLUTION; PLASTICS

    The soil environment serves as an assembling area for microplastics, and is an important secondary source of microplastics in other environmental media. Recently, soil microplastics have been extensively studied; however, high variability is observed among the research results owing to different soil properties, and the complexity of soil microplastic composition. The present study amassed the findings of 2886 experimental groups, across 38 studies from 2016 to 2022, and used meta-analysis to quantitatively analyze the differences in the effects of microplastic exposure on soil physicochemical properties and biota. The results showed that among the existing soil microplastic research, agricultural soils maintained a higher environmental exposure distribution than other environments. Microplastic fibers and fragments were the predominant shapes, indicating that the extensive use of agricultural films are the primary influencing factor of soil microplastic pollution at present. The results of the meta-analysis found that microplastic exposure had a significant negative effect on soil bulk density (lnRR = -0.04) and aggregate stability (lnRR = -0.085), indicating that microplastics may damage the integrity of soil structure or damage the soil surface. The significant changes in plant root biomass and soil phosphatase further signified the potential impact of microplastics on soil nutrient and geochemical element cycling. We further constructed species sensitivity distribution curves, revealing that invertebrates had a higher species sensitivity to microplastics, as they can pass through the gut wall of soil nematodes, causing oxidative stress and affecting gene expression. In general, soil is an interconnected complex, and microplastic exposure can directly or indirectly interact with environmental chemical processes in the soil environment, potentially harming the soil ecosystem; however, current research remains insufficient with respect to breadth and depth in terms of the comprehensive "source-sink" mechanism of soil microplastics, the hazard of exposure, and the overall toxic effects.

    ...
  • 3.Cadmium pollution of soil-rice ecosystems in rice cultivation dominated regions in China: A review

    • 关键词:
    • Cadmium; Paddy field; Transport mechanism; Rice cultivation dominatedregions;ENVIRONMENTAL RISK-ASSESSMENT; HEAVY-METAL CONTAMINATION; AGRICULTURALSOILS; PADDY SOILS; HEALTH-RISKS; FOOD CROPS; CD ACCUMULATION;TRACE-ELEMENTS; SPATIAL-DISTRIBUTION; GUANGDONG PROVINCE

    Cd accumulation in paddy soils and its subsequent transfer to the food chain are widespread environ-mental issues, which has been extensively investigated in China. However, most studies focused on regional scales and these results may not be applicable to present the Cd contamination status in soil-rice ecosystems at a national scale. Therefore, based on collected data from China's rice cultivation dominated regions, this study provides the Cd pollution level of paddy soils and rice grains in China. Results in-dicates that the Yangtze River basin, especially Hunan, required more attention due to the elevated Cd concentrations in soil-rice ecosystems. Moreover, this review summarizes the significant natural and anthropogenic sources, transport and accumulation mechanism as well as the influencing factors of Cd in soil-rice ecosystems. The wide occurrence of Cd contamination in paddy soils derived primarily from mining activities, intensive application of phosphates fertilizers and e-waste. Physicochemical charac-teristics of soil, soil microorganisms, temperature as well as the physiological features of rice plants all contribute to Cd accumulation in rice grains, which can be controlled to mitigate Cd accumulation in rice grains. This review will provide a scientific reference for Cd pollution control and management with respect to paddy field ecosystems in China and other countries. (c) 2021 Elsevier Ltd. All rights reserved.

    ...
  • 4.Cadmium pollution of soil-rice ecosystems in rice cultivation dominated regions in China: A review

    • 关键词:
    • Cadmium; Paddy field; Transport mechanism; Rice cultivation dominatedregions;ENVIRONMENTAL RISK-ASSESSMENT; HEAVY-METAL CONTAMINATION; AGRICULTURALSOILS; PADDY SOILS; HEALTH-RISKS; FOOD CROPS; CD ACCUMULATION;TRACE-ELEMENTS; SPATIAL-DISTRIBUTION; GUANGDONG PROVINCE

    Cd accumulation in paddy soils and its subsequent transfer to the food chain are widespread environ-mental issues, which has been extensively investigated in China. However, most studies focused on regional scales and these results may not be applicable to present the Cd contamination status in soil-rice ecosystems at a national scale. Therefore, based on collected data from China's rice cultivation dominated regions, this study provides the Cd pollution level of paddy soils and rice grains in China. Results in-dicates that the Yangtze River basin, especially Hunan, required more attention due to the elevated Cd concentrations in soil-rice ecosystems. Moreover, this review summarizes the significant natural and anthropogenic sources, transport and accumulation mechanism as well as the influencing factors of Cd in soil-rice ecosystems. The wide occurrence of Cd contamination in paddy soils derived primarily from mining activities, intensive application of phosphates fertilizers and e-waste. Physicochemical charac-teristics of soil, soil microorganisms, temperature as well as the physiological features of rice plants all contribute to Cd accumulation in rice grains, which can be controlled to mitigate Cd accumulation in rice grains. This review will provide a scientific reference for Cd pollution control and management with respect to paddy field ecosystems in China and other countries. (c) 2021 Elsevier Ltd. All rights reserved.

    ...
  • 5.Microplastics in soils: A review of methods, occurrence, fate, transport, ecological and environmental risks

    • 关键词:
    • Microplastics pollution; Soil health; Standardized method; Environmentalimpacts; Control strategy;PHTHALATE-ESTERS; MARINE-ENVIRONMENT; POROUS-MEDIA; PLASTIC FILM;BIOLOGICAL DEGRADATION; AQUATIC ENVIRONMENTS; AGRICULTURAL SOILS;ORGANIC-COMPOUNDS; SYNTHETIC-FIBERS; POLLUTION

    The global prevalence of microplastics (MPs) poses a potential threat and unpredictable risk to the function and health of environmental systems. However, the research progress of soil MPs is restricted by the inherent technical inconformity and difficulties in analyzing particles in complex matrices. Here, we reviewed a selection of papers and then extrapolated a tentative standardized method for such analyses. The multiple sources of soil MPs in soil need to be quantified. Global monitoring data of soil MPs is far from sufficient. The interaction between MPs and different properties and environmental factors controls the migration and retention of MI's in soil. The migration behavior and key mechanisms of MI's in real-world environments remain to be determined. The presence of MPs threatens soil microbial-plant-animal ecosystem function and health, and may enter the human body through the food chain, although the extent of these hazards is currently debated. In particular, attention should be paid to the potential transport and ecotoxicological mechanisms of contaminants derived and adsorptive from MPs and of harmful microorganisms (such as pathogens) attached as biofilms. Although there exist preliminary studies on soil MPs, it is urgent to consider the diversity of MPs as a suite of contaminants and to systematically understand the sources, flux and effects of these artificial pollutants in time and space from the perspective of plastic environmental cycle. More comprehensive quantification of their environmental fate is undertaken to identify risks to global human and ecological systems. From the perspective of controlling soil MP pollution, the responsibility assignment of government manage-producer-consumer system and the strategy of remediation should be implemented. This review is helpful for providing an important roadmap and inspiration for the research methods and framework of soil MPs and facilitates the development of waste management and remediation strategies for regional soil MP contamination. (C) 2020 Elsevier B.V. All rights reserved.

    ...
  • 6.Microplastics in soils: A review of methods, occurrence, fate, transport, ecological and environmental risks

    • 关键词:
    • Microplastics pollution; Soil health; Standardized method; Environmentalimpacts; Control strategy;PHTHALATE-ESTERS; MARINE-ENVIRONMENT; POROUS-MEDIA; PLASTIC FILM;BIOLOGICAL DEGRADATION; AQUATIC ENVIRONMENTS; AGRICULTURAL SOILS;ORGANIC-COMPOUNDS; SYNTHETIC-FIBERS; POLLUTION

    The global prevalence of microplastics (MPs) poses a potential threat and unpredictable risk to the function and health of environmental systems. However, the research progress of soil MPs is restricted by the inherent technical inconformity and difficulties in analyzing particles in complex matrices. Here, we reviewed a selection of papers and then extrapolated a tentative standardized method for such analyses. The multiple sources of soil MPs in soil need to be quantified. Global monitoring data of soil MPs is far from sufficient. The interaction between MPs and different properties and environmental factors controls the migration and retention of MI's in soil. The migration behavior and key mechanisms of MI's in real-world environments remain to be determined. The presence of MPs threatens soil microbial-plant-animal ecosystem function and health, and may enter the human body through the food chain, although the extent of these hazards is currently debated. In particular, attention should be paid to the potential transport and ecotoxicological mechanisms of contaminants derived and adsorptive from MPs and of harmful microorganisms (such as pathogens) attached as biofilms. Although there exist preliminary studies on soil MPs, it is urgent to consider the diversity of MPs as a suite of contaminants and to systematically understand the sources, flux and effects of these artificial pollutants in time and space from the perspective of plastic environmental cycle. More comprehensive quantification of their environmental fate is undertaken to identify risks to global human and ecological systems. From the perspective of controlling soil MP pollution, the responsibility assignment of government manage-producer-consumer system and the strategy of remediation should be implemented. This review is helpful for providing an important roadmap and inspiration for the research methods and framework of soil MPs and facilitates the development of waste management and remediation strategies for regional soil MP contamination. (C) 2020 Elsevier B.V. All rights reserved.

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