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

研究期限

未知 / 未知

项目级别

国家级

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.Effect of organic material addition on active soil organic carbon and microbial diversity: A meta-analysis

    • 关键词:
    • Agronomy;Composting;Digital storage;Ecosystems;Farms;Soils;Active soil organic carbon;Active soils;Farmland ecosystem;Fertilisation;Meta-analysis;Microbial diversity;Organic materials;Particulate organic carbon;Soil carbon;Soil organic carbon
    • Chen, Long;Zhou, Shenglu;Zhang, Qi;Zou, Mengmeng;Yin, Qiqi;Qiu, Yifei;Qin, Wendong
    • 《Soil and Tillage Research》
    • 2024年
    • 241卷
    • 期刊

    Organic materials are integral to the soil carbon cycle in agricultural ecosystems, yet their specific impacts on soil organic carbon (SOC) and microbial diversity are not fully understood. In this study, we analyzed 188 data pairs from 57 published papers to assess the effects of various organic materials on SOC composition and microbial diversity across different farmlands. Our findings indicate that the addition of organic materials consistently enhances SOC composition and promotes both bacterial and fungal diversity. Notably, the particulate organic carbon (POC) fraction exhibited the most significant increase (42.35%), suggesting that POC is the primary pathway for organic carbon accumulation. Our analysis also identified the type of organic material as the leading factor influencing soil active carbon fractions and microbial diversity, with compost emerging as the most effective material for boosting soil carbon sequestration and microbial richness. Interestingly, while both dissolved organic carbon (DOC) and microbial biomass carbon (MBC) increased with organic material addition, a negative correlation between these two components was observed. This study advances our understanding of the complex interactions between organic materials, SOC components, and microbial diversity, providing valuable insights for the development of sustainable soil management practices aimed at enhancing soil carbon storage and agroecosystem health. © 2024 Elsevier B.V.

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  • 2.基于供需可达性空间耦合的生态优化分区和管控研究——以常州市金坛区为例 附视频

    • 关键词:
    • 生态优化分区;国土空间规划;可达性;生态服务供需;耦合协调;PLUS模型;常州市金坛区
    • 《查看该刊数据库收录来源》
    • 2024年
    • 期刊

    【目的】基于生态服务供需可达性,探究生态系统与社会经济系统的空间耦合,为国土空间规划中的生态空间优化和分区管控提供定量依据。【方法】以常州市金坛区为研究区,首先评估其生态服务价值并计算生态服务供需比,利用改进潜能模型得到生态供给可达性进而评价生态供需协调度;其次叠加生态服务供需比和供需协调度得到生态优化区;最后借助PLUS模型进行情景模拟,根据两类情形下生态供给能力响应差异提出各区管控策略。【结果】研究区内生态供需耦合空间分异明显,可划分为供需协调保护区、供需匹配保育区、供需拮抗培育区、供需损益补偿区四类生态优化区,面积占比分别为47.3%、18.8%、23.1%、10.8%,供需管控实施重点分别为:继续保护增强生态服务供给能力,维护生态供需优质协调状态;保护培育区内生态服务供给能力,继续提升生态供需协调匹配程度;大力提升区内生态供给的质和量;严禁生态占用和破坏。供需管控情形下研究区生态服务供给能力得到优化提升,相较于自然发展情形提升15.6%。【结论】基于供需可达性空间耦合的生态优化分区,能更有效地把握区域生态供需空间分异和管控实施重点。

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  • 3.Integration of land ecological consolidation and ecosystem product value realization: A case from the Yangtze riverside industrial park in Changzhou, China

    • 关键词:
    • Land ecological consolidation; Ecological restoration; Ecosystem productvalue realization; Yangtze river delta; Changzhou;RESTORATION; PAYMENTS; SERVICES; IMPACTS; QUALITY; THREATS; SYSTEM
    • Zhang, Qi;Shen, Xiaoxia;Shen, Chunzhu;Chen, Yuquan;Su, Bo;Yin, Qiqi;Zhou, Shenglu
    • 《JOURNAL OF ENVIRONMENTAL MANAGEMENT》
    • 2024年
    • 353卷
    • 期刊

    Traditional industries and industrialization have led to widespread environmental pollution and ecosystem degradation in major river basins globally. Strategies centered on ecological restoration and ecological economy are emerging as essential tools for effective environmental governance. This study aims to investigate how a multifaceted framework for land ecological consolidation, with various developmental goals, can effectively support ecological restoration and sustainability. Through quantitative analysis and in-depth interviews, we investigated the case of Yangtze riverside chemical industrial park in Changzhou. This park pursues ecological and economic sustainability through chemical industry transformation, ecological restoration and protection, ecological management, and ecological industry development. The results show that this practice established a multi-objective action framework rooted in urban renewal, land consolidation, ecological restoration, industrial transformation, and rural revitalization. Through multiplanning integration, integrated implementation and fullcycle profit distribution, the aim of ecological protection has been initially achieved, offering a crucial guarantee for sustainable development. A total of 96.47 ha ecological space expanded, which can generate ecological product worth CNY 7.283 billion, alongside a net economic benefit of CNY 978 million over three decades. The top-down ecological responsibilities, coupled with local developmental demands, have stimulated collaborations within a bottom-up endogenous network comprising government, enterprises, and residents.

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  • 4.Sedimentary record of microplastics in coastal wetland, eastern China

    • 关键词:
    • Sediments;Stratigraphy;Wastewater treatment;Wetlands;Coastal wetlands;Eastern China;Historical records;Microplastics;Plastic policy effect;Plastic production;Plastics waste;Policy and economics;Policy effects;Sedimentary records
    • Zhou, Yujie;Zhou, Shenglu;Chen, Sophia Shuang;Li, Yan;Chen, Long;Zhang, Qi;Su, Bo;Wang, Teng
    • 《Water Research》
    • 2024年
    • 249卷
    • 期刊

    Microplastic (MP) dynamics can reflect history of plastic production and waste management in nearby areas. However, the stratigraphy of MPs in coastal wetlands and their link to policy and economic pattern changes are currently unclear. Here, MP stratigraphic records in sediment core from coastal wetlands in Yancheng, China, were used to reconstruct plastic pollution history. Neural network models simulated how policy intervention and economic development affected MP accumulation over time. We showed that MP abundance curves with boundaries from 1920 to 2019 had four stages. MP growth slowed or even decreased in the mid-to-late 1980s due to improved waste management and wastewater treatment since the late 1980s. Human activities were the primary factor affecting MP abundance and shape, followed by sediment properties. We predict that the environmental impact of MPs will continue to increase in the next decade. Current plastic policy measures focus on predictable waste emissions, but hidden sources like clothing fibers and tire wear that significantly contribute to MP pollution require further attention. © 2023 Elsevier Ltd

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  • 5.Impacts of multiple environmental factors on soil bacterial community assembly in heavy metal polluted paddy fields.

    • 关键词:
    • 0 / Soil Pollutants. 0 / Metals, Heavy. 0 / RNA, Ribosomal, 16S. 0 / Soil. 00BH33GNGH / Cadmium;Bacterial community; Cd; Heavy metals; Paddy fields
    • Zou, Mengmeng;Zhang, Qi;Li, Fengchun;Chen, Long;Qiu, Yifei;Yin, Qiqi;Zhou, Shenglu
    • 《Scientific reports》
    • 2024年
    • 14卷
    • 1期
    • 期刊

    Soil microorganisms play pivotal roles in driving essential biogeochemical processes in terrestrial ecosystems, and they are sensitive to heavy metal pollution. However, our understanding of multiple environmental factors interaction in heavy metal polluted paddy fields to shape microbial community assembly remain limited. In the current study, we used 16S rRNA amplicon sequencing to characterize the microbial community composition in paddy soils collected from a typical industry town in Taihu region, eastern China. The results revealed that Cd and Pb were the major pollutant, and Proteobacteria, Acidobacteria and Chloroflexi were the dominate indigenous bacterial phyla. Linear regression and random forest analysis demonstrated that soil pH was the most important predictor of bacterial diversity. Mantel analysis showed that bacterial community structure was mainly driven by pH, CEC, silt, sand, AK, total Cd and DTPA-Cd. The constructed bacterial co-occurrence network, utilizing a random matrix theory-based approach, exhibited non-random with scale-free and modularity features. The major modules within the networks also showed significant correlations with soil pH. Overall, our study indicated that soil physiochemical properties made predominant contribution to bacterial community diversity, structure and their association in Cd/Pb polluted paddy fields. These findings expand our knowledge of the key environmental drivers and co-occurrence patterns of bacterial community in polluted paddy fields. © 2024. The Author(s).

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  • 6.Microplastics in agricultural soils on the coastal plain: Spatial characteristics, influencing factors and sources

    • 关键词:
    • Coastal farmland; Soil microplastics; Spatial distribution; Influencingfactors; Source appointment;SURFACE WATERS; POLLUTION; SEA; SEDIMENTS; SHANGHAI; CHINA
    • Zhou, Yujie;Jia, Zhenyi;Zheng, Gunghui;Chen, Long;Zhang, Qi;Su, Bo;Zhou, Shenglu
    • 《SCIENCE OF THE TOTAL ENVIRONMENT》
    • 2023年
    • 901卷
    • 期刊

    Farmland is a major sink for microplastics (MPs), but research on MPs in coastal plain soil, particularly their occurrence in agricultural areas with changing coastlines, is limited. Here, we investigated the distribution, influencing factors and sources of MPs in a typical agricultural county near the southeast coast of China considering different human activities and soil property changes. The average MP concentration in farmland soils was 314 items/kg, ranging from 70.2 to 851.3 items/kg. MPs increased first and then decreased from inland to the coast, and this trend was greatly affected by coastline expansion. Bulk density, clay and textile points of interest (POIs) are the major factors affecting MPs in farmland. Network analysis was used to divide the whole MP community into two modules, and the average similarity between each MP community and the other 25.5 MP communities was >0.5. Overall, the similarity of the MP community tended to decrease with increasing geographical distance (P < 0.01). In the soil environmental factors group, bulk density and clay affected the total MP abundance, accounting for 14.7 % and 9.4 % of MPs, respectively. After fitting 8 types of POIs and the total MP diversity integrated index (MDII) of farmland, washing POIs (R2 = 0.65, P < 0.01) displayed the greatest and most significant fit with MDII, followed by clothing POIs (R2 = 0.29, P < 0.01). The MDII-POI results showed that the major POI sources of soil MPs were clothing manufacturing and washing POIs. Unlike in urban areas, automobile service POIs, packaging POIs and textile POIs had no significant relationship with the MDII, which may be related to the population and economic development scale. The results emphasize the importance of investigating MP occurrence and sources in coastal agricultural areas to promote the effective management of MPs and plastic emissions in land-sea transition zones.

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  • 7.Role of microplastics in microbial community structure and functions in urban soils

    • 关键词:
    • Bacteria;Genes;Microplastic;Coupling effect;Metagenomic sequencing;Metagenomics;Microbial communities;Microplastics;Soil micro-organisms;Soil microplastic;Urban green spaces;Urban greenspaces;Urban soils
    • Zhou, Yujie;Zhou, Shenglu
    • 《Journal of Hazardous Materials》
    • 2023年
    • 459卷
    • 期刊

    Evidence from the laboratory suggests that microplastics (MPs) can harm soil microorganisms, affecting the structures and functions of microbial communities. The impact of soil MPs on microbes in actual urban environments with high human activity levels, however, has not been well reported. To investigate the MP effect on urban soil microorganisms under complex scenarios, we analyzed 42 soil samples from standardized plots of 7 urban functional zones. We report that urban green spaces are important for studying microbial diversity in the study area, and they also contribute to the global homogenization of soil microbes and genes. Bacterial communities in soils enriched with various MPs showed greater differences in OTUs than fungi. Compared to low-MP soils, most ARGs and nutrient cycling genes had similar or slightly lower abundances in soils with high levels of MPs. The coupling of pollutant factors with MPs as independent variables had significant explanatory power for both positive and negative correlations in PLS-PM analysis. Specifically, PET and PP MPs explained 3.54% and 6.03%, respectively, of the microbial community and functional genes. This study fills knowledge gaps on the effects of MPs on urban soil microbial communities in real environments, facilitating better management of urban green spaces. © 2023 Elsevier B.V.

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  • 8.Translocation pattern of heavy metals in soil-rice systems at different growth stages: A case study in the Taihu region, Eastern China

    • 关键词:
    • Chemical contamination;Filling;Grain (agricultural product);Heavy metals;Soil pollution;Case-studies;Different growth stages;Eastern China;Filling stage;Growth stages;Heavy metals in soil;Soil property;Soil-rice system;Translocation;Translocation pattern
    • Zou, Mengmeng;Qin, Wendong;Wang, Qian;Qiu, Yifei;Yin, Qiqi;Zhou, Shenglu
    • 《Chemosphere》
    • 2023年
    • 330卷
    • 期刊

    Rice production is crucial for human nutrition and food safety globally. However, it has been a significant sink for potentially harmful metals because of intensive anthropogenic activities. The study was conducted to characterize heavy metal translocation from soil to rice at the filling, doughing and maturing stages, and influencing factors of their accumulation in rice. The distribution and accumulation patterns varied for metal species and growth stages. Cd and Pb accumulation mainly occurred in roots, Cu and Zn were readily transported to stems. Cd, Cu, and Zn accumulation in grains had a descending order of filling > doughing > maturing. Soil heavy metals, TN, EC, and pH exerted important impacts on heavy metals uptake by roots during the period from filling stage to maturing stage. Concentrations of heavy metals in grains were positively correlated with the translocation factors TFstem-grain (from stem to grain) and TFleaf-grain (from leaf to grain). Grain Cd exhibited significant correlations with total Cd and DTPA-Cd in the soil at each of the three growth stages. Moreover, Cd in maturing grain could be effectively predicted by soil pH and DTPA-Cd at the filling stage. © 2023 Elsevier Ltd

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  • 9.Effects of land use on the distribution of soil microplastics in the Lihe River watershed, China

    • 关键词:
    • Agriculture;Land use;Microplastic;Population statistics;River pollution;Rivers;Sediments;Soils;Urban growth;Water;Dry land;Ecological risks;Human activities;Land use type;Microplastics;Paddy fields;River watersheds;Sink;Source;Tea gardens
    • Qiu, Yifei;Zhou, Shenglu;Qin, Wendong;Zhang, Chuchu;Lv, Chengxiang;Zou, Mengmeng
    • 《Chemosphere》
    • 2023年
    • 324卷
    • 期刊

    Soil contamination by microplastics (MPs) has gained widespread attention, whose fate may be influenced by land use types. The effects of land use types and the intensity of human activities on the distribution and sources of soil MPs at the watershed scale are unclear. In this study, 62 surface soil sites in representing five land use types (urban, tea garden, dryland, paddy field and woodland) and 8 freshwater sediment sites were investigated in the Lihe River watershed. MPs were detected in all samples, and the average abundance of soil and sediments was 401.85 ± 214.02 and 222.13 ± 54.66 items/kg, respectively. The soil MPs abundance followed the sequence: urban > paddy field > dryland > tea garden > woodland. Soil MP distribution and MP communities were significant different (p © 2023 Elsevier Ltd

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  • 10.A framework for systematic microplastic ecological risk assessment at a national scale

    • 关键词:
    • Risk assessment;River pollution;Soil pollution;Soils;Aquatic environments;Ecological risk assessment;Ecological risks;Environmental medium;Microplastic pollution;Microplastics;Quality assessment;Research studies;Systematic assessment;Terrestrial environments
    • Qiu, Yifei;Zhou, Shenglu;Zhang, Chuchu;Qin, Wendong;Lv, Chengxiang
    • 《Environmental Pollution》
    • 2023年
    • 327卷
    • 期刊

    Microplastic pollution is widespread in terrestrial and aquatic environments; however, a systematic assessment of the ecological risks of microplastics is lacking. This study collected research studies on microplastics in soil, aquatic and sediment environments, and screened 128 articles including 3459 sites to assess the ecological risks posed by microplastics in China following a literature quality assessment. We developed a systematic ecological risk assessment framework for microplastics in terms of spatial characterization, biotoxicity and anthropogenic impacts. The results of the pollution load index indicated that 74% and 47% of the soil and aquatic environments studied, respectively, faced a medium or higher level of pollution. Comparing predicted no effect concentrations (PNEC) and measured environmental concentrations (MECs), revealed that soil (97.70%) and aquatic (50.77%) environmental studies were at serious ecological risk from microplastics. The results of the pressure-state-response model showed that the microplastic pollution in Pearl River Delta was in a high-risk state. In addition, we found that ultraviolet radiation and rainfall exacerbate soil microplastic pollution, and higher river runoff may carry large amounts of microplastic from the source. The framework developed in this study will help assess the ecological risks of microplastics in the region to promote the mitigation of plastic pollution. © 2023 Elsevier Ltd

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