[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-4992":3,"related-4992":117},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"content":9,"source_name":10,"source_url":6,"published_at":11,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":15,"score_detail":16,"sources":24,"tags":26,"primary_topic":32,"secondary_topics":38,"classification":39,"search_phrases":80,"slug":83,"view_count":22,"doi":84,"paper":85,"created_at":116},4992,"Evaluating tools and methods for agroecosystem sustainability and performance: a critical review","https:\u002F\u002Fdoi.org\u002F10.1007\u002Fs44274-026-01121-4","The sustainability and performance of agroecosystems are critical for confronting global challenges, from food security to biodiversity loss. This critical narrative review synthesizes 137 peer-reviewed sources and grey literature documents (2000-2024) to interrogate the epistemological assumptions, power dynamics, and contextual appropriateness of sustainability assessment frameworks. This comprehensive review systematically analyzes the diverse tools and methodologies; including Life Cycle Assessment (LCA), Response-Inducing Sustainability Evaluation (RISE), Framework for the Evaluation of Natural Resource Management Systems Incorporating Sustainability Indicators (MESMIS), and Tool for Agroecology Performance Evaluation (TAPE); used to evaluate this sustainability. This analysis moves beyond a simple comparison to offer a critical interrogation of these frameworks, exposing a fundamental tension between reductionist tools that offer precise, quantifiable data but often miss systemic interactions, and holistic, participatory approaches that capture socio-ecological complexity but struggle with standardization and scalability. This review underscores that sustainability assessment is not a neutral technical exercise but a value-laden process fraught with trade-offs, power dynamics, and epistemological conflicts, particularly between scientific and indigenous knowledge systems. The transformative potential of emerging technologies like Artificial Intelligence (AI) and remote sensing is examined, while cautioning against technological optimism that risks exacerbating inequities. Ultimately, this review argues for a shift towards reflexive, pluralistic assessment processes that prioritize equity, adaptive learning, and critical independence over standardized scoring, providing practical heuristics for researchers and practitioners navigating methodological trade-offs in diverse contexts.","农业生态系统的可持续性与表现对于应对从粮食安全到生物多样性丧失等全球性挑战至关重要。本批判性叙事综述综合了137篇同行评审文献和灰色文献（2000—2024年），旨在审视可持续性评估框架的认识论假设、权力动态及情境适宜性。本综述系统分析了用于评估该可持续性的多种工具和方法，包括生命周期评价（LCA）、诱导响应可持续性评估（RISE）、纳入可持续性指标的自然资源管理系统评价框架（MESMIS）以及农业生态表现评估工具（TAPE）。本分析超越了简单的比较，对这些框架进行了批判性审视，揭示了还原论工具与整体性参与式方法之间的根本张力——前者提供精确、可量化的数据，但往往忽视系统性交互；后者捕捉社会生态复杂性，却在标准化和可扩展性方面面临困难。本综述强调，可持续性评估并非中性的技术操作，而是一个充满价值负载的过程，充斥着权衡取舍、权力动态和认识论冲突，尤其是科学知识体系与本土知识体系之间的冲突。本文审视了人工智能（AI）和遥感等新兴技术的变革潜力，同时警示技术乐观主义可能加剧不平等。最终，本综述主张转向反思性、多元化的评估过程，将公平、适应性学习和批判性独立置于标准化评分之上，并为研究者和实践者在不同情境中应对方法论权衡提供实用启发式指南。",null,"Discover Environment","2026-10-13T00:00:00Z","论文",10,false,71,{"impact":17,"substance":18,"depth":19,"authority":20,"freshness":21,"relevant":22,"comment":23},12,20,18,13,8,1,"系统梳理LCA、RISE、MESMIS、TAPE等农业生态可持续性评估工具，指出还原论与整体论方法的张力，并讨论AI与遥感的赋能潜力，对农业信息化与智慧农业评估体系有参考价值。",[25],{"name":10,"url":6},[27,28,29,30,31],"农业人工智能","农业遥感","农业生态","生命周期评价","可持续评价",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},"H6","biodiversity","生态保护与生物多样性","\u002Ftopic\u002Fenvironment\u002Fbiodiversity","H",[],{"status":40,"locked":14,"version":41,"method":42,"evidence":43},"classified","2026-10-22.2","rules",{"candidates":44,"agricultural_evidence":46},[45,52,60,68,75],{"code":33,"score":13,"supported":46,"title":47,"abstract":48,"tags":51},true,[],[49,29,34,50],"生物多样性","agroecology",[29],{"code":53,"score":54,"supported":46,"title":55,"abstract":56,"tags":59},"I3",7,[],[57,58],"遥感","remote sensing",[28],{"code":61,"score":62,"supported":46,"title":63,"abstract":64,"tags":67},"A8",6,[],[65,66],"粮食安全","food security",[],{"code":69,"score":70,"supported":46,"title":71,"abstract":72,"tags":74},"I2",4,[],[73],"artificial intelligence",[27],{"code":76,"score":22,"supported":14,"title":77,"abstract":78,"tags":79},"H4",[],[],[30],[81,82],"TAPE 农业生态 评价","RISE MESMIS 可持续评估","TAPE农业生态评价-4992","10.1007\u002Fs44274-026-01121-4",{"doi":84,"openalex_id":86,"authors":87,"venue":10,"cited_by_count":106,"oa_url":107,"card":108,"direction":114,"ingested_from":115},"W7221633095",[88,91,94,97,99,101,103],{"name":89,"orcid":90},"Pierre Marie Chimi","https:\u002F\u002Forcid.org\u002F0000-0003-4520-4165",{"name":92,"orcid":93},"Karimou Ngamsou Abdel","https:\u002F\u002Forcid.org\u002F0000-0002-8126-6235",{"name":95,"orcid":96},"Baruch Batamack Nkoué","https:\u002F\u002Forcid.org\u002F0000-0001-5601-3327",{"name":98,"orcid":9},"Eusebe Ydelphonse Nyonce Pokam",{"name":100,"orcid":9},"Angele Marie Ngon Dikoume",{"name":102,"orcid":9},"Benjamin Loïc Ndong Ndzana",{"name":104,"orcid":105},"William Armand Mala","https:\u002F\u002Forcid.org\u002F0000-0002-2240-3746",0,"https:\u002F\u002Flink.springer.com\u002Fcontent\u002Fpdf\u002F10.1007\u002Fs44274-026-01121-4.pdf",{"tldr":109,"method":110,"finding":111,"direction":112,"opportunity":113},"综述137篇文献，批判性评估农业生态系统可持续性评价工具的方法论假设与权衡。","批判性叙事综述，分析LCA、RISE、MESMIS、TAPE等框架及AI与遥感。","评价工具在简化精确与整体参与间存在根本张力，评价是价值负载过程。","农业绿色发展与碳","可开发兼顾标准化与参与式、融合本土知识并反思技术乐观的混合评价框架。","智慧农业 \u002F 农业物联网","openalex","2026-10-15T23:30:10.405237Z",{"total":62,"page":22,"page_size":62,"items":118},[119,202,255,367,441,493],{"id":120,"title":121,"url":122,"summary":123,"summary_zh":124,"content":9,"source_name":125,"source_url":122,"published_at":11,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":126,"score_detail":127,"sources":131,"tags":133,"primary_topic":138,"secondary_topics":139,"classification":140,"search_phrases":174,"slug":177,"view_count":106,"doi":178,"paper":179,"created_at":201},4869,"From life cycle assessment to life cycle thinking in agri-food systems: lessons from the avocado supply chain","https:\u002F\u002Fdoi.org\u002F10.3389\u002Ffsufs.2026.1875191","Agri-food systems face growing pressure to demonstrate environmental performance and support sustainability transitions. In this context, Life Cycle Assessment (LCA) generates evidence on environmental impacts, while Life Cycle Thinking (LCT) helps integrate that information into decision-making across supply chains. This review evaluates LCA and LCT for the avocado sector by synthesising current LCA evidence, analysing the transferability of results to LCA‑based ecolabels and certifications, examining how LCT related food‑policy instruments create or limit incentives for supply‑chain actors and exploring pathways for translating life-cycle information into coordinated sustainability action. The assessment combines a systematic appraisal of English‑language avocado LCAs with regionally relevant studies, in Spanish and German, and field insights from sustained engagement with Ecuadorian producers. Avocado LCAs have expanded in number, supply chain and geographic coverage, consistently identifying production (e.g., fertilisation, fuel, energy use) and distribution (e.g., transport distances) as key environmental hotspots. Despite mounting pressure to reduce impacts, producers and distributors face limited incentives to move beyond compliance with non‑LCA certifications (e.g., GLOBALG.A.P., Rainforest Alliance). Retailers increasingly promote LCA‑based approaches, yet their efforts are hindered by data fragmentation, methodological inconsistency, and traceability challenges. Consumers express strong interest in environmental information, particularly when presented through simplified, multi‑criteria ecolabels, though such formats risk oversimplification or misrepresentation. Methodological gaps persist, including inconsistent treatment of carbon sequestration, biodiversity, and nursery stages, while opportunities in circularity and by‑product valorisation remain underexplored. Overall, LCT and LCA offer essential guidance for improving the sustainability of avocado supply chains, but their effectiveness depends on methodological standardisation, ecolabel harmonisation, clear policy direction, credible differentiation schemes, and robust data systems. By connecting environmental assessment with implementation, governance, and decision-making processes, this review outlines a pathway for embedding LCT within policy and practice, enabling more coherent, transparent, and actionable sustainability governance for agri-food supply chains.","农食系统正面临日益增大的压力，需展示其环境绩效并支持可持续性转型。在此背景下，生命周期评价（Life Cycle Assessment, LCA）为环境影响提供证据，而生命周期思维（Life Cycle Thinking, LCT）则有助于将这些信息整合到供应链各环节的决策中。本综述通过综合现有LCA证据、分析结果向基于LCA的生态标签和认证的可迁移性、考察与LCT相关的食品政策工具如何为供应链参与者创造或限制激励，以及探索将生命周期信息转化为协调可持续行动的路径，对牛油果行业的LCA和LCT进行了评估。该评估结合了对英语牛油果LCA的系统性评价、西班牙语和德语的相关区域研究，以及与厄瓜多尔生产者持续合作获得的实地见解。牛油果LCA在研究数量、供应链覆盖和地理范围上均有扩展，一致识别出生产环节（如施肥、燃料、能源使用）和分销环节（如运输距离）为关键环境热点。尽管减少环境影响的压力不断增大，生产者和分销商在超越非LCA认证（如GLOBALG.A.P.、雨林联盟）合规要求方面面临的激励仍然有限。零售商日益推广基于LCA的方法，但其努力受到数据碎片化、方法学不一致和可追溯性挑战的制约。消费者对环境信息表现出浓厚兴趣，尤其是当信息以简化的多标准生态标签形式呈现时，但此类形式存在过度简化或误导的风险。方法学空白依然存在，包括碳固存、生物多样性和苗圃阶段处理方式的不一致，而循环性和副产品增值方面的机遇仍未得到充分探索。总体而言，LCT和LCA为改善牛油果供应链的可持续性提供了重要指导，但其有效性取决于方法学标准化、生态标签协调、明确的政策方向、可信的差异化方案以及稳健的数据系统。通过将环境评估与实施、治理和决策过程相连接，本综述勾勒出一条将LCT嵌入政策与实践的路径，从而为农食供应链实现更协调、透明和可操作的可持续性治理。","Frontiers in Sustainable Food Systems",82,{"impact":19,"substance":128,"depth":19,"authority":129,"freshness":13,"relevant":22,"comment":130},22,14,"系统综述牛油果供应链LCA与生命周期思维，指出数据碎片化、方法不统一及生态标签激励不足，对农产品可持续治理与信息化追溯有参考价值。",[132],{"name":125,"url":122},[134,135,30,136,137],"可持续农业","牛油果","农产品供应链","生态标签",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":40,"locked":14,"version":41,"method":42,"evidence":141},{"candidates":142,"agricultural_evidence":46},[143,147,152,159,164,169],{"code":33,"score":62,"supported":46,"title":144,"abstract":145,"tags":146},[],[49,34],[],{"code":76,"score":70,"supported":46,"title":148,"abstract":149,"tags":151},[],[150],"carbon sequestration",[30],{"code":153,"score":154,"supported":46,"title":155,"abstract":156,"tags":158},"F3",3,[],[157],"施肥",[],{"code":160,"score":22,"supported":14,"title":161,"abstract":162,"tags":163},"B2",[],[],[135],{"code":165,"score":22,"supported":14,"title":166,"abstract":167,"tags":168},"E",[],[],[136],{"code":170,"score":22,"supported":14,"title":171,"abstract":172,"tags":173},"H8",[],[],[134],[175,176],"牛油果 供应链 生命周期评价","农产品供应链 生命周期评价 可持续农业 生态标签","牛油果供应链生命周期评价-4869","10.3389\u002Ffsufs.2026.1875191",{"doi":178,"openalex_id":180,"authors":181,"venue":125,"cited_by_count":106,"oa_url":122,"card":196,"direction":112,"ingested_from":115},"W7221595293",[182,184,187,189,191,193],{"name":183,"orcid":9},"Margarita Baquero",{"name":185,"orcid":186},"Villi Ieremia","https:\u002F\u002Forcid.org\u002F0000-0002-7106-0583",{"name":188,"orcid":9},"Anton Van Oyen",{"name":190,"orcid":9},"Beatriz Rivela",{"name":192,"orcid":9},"Annemie Geeraerd Ameryckx",{"name":194,"orcid":195},"Angel Diego Ramirez","https:\u002F\u002Forcid.org\u002F0000-0003-3846-3396",{"tldr":197,"method":198,"finding":199,"direction":112,"opportunity":200},"综述牛油果供应链LCA与生命周期思维，探讨如何将环境评估转化为可持续决策。","系统综述英文及西德文牛油果LCA研究，结合厄瓜多尔生产者实地调研。","生产与分销是环境热点，但数据碎片化、方法不一致和认证激励不足阻碍LCA落地。","可研究LCA标准化与生态标签协调机制，以及碳封存、生物多样性和副产物增值的方法学空白。","2026-10-14T23:30:06.874747Z",{"id":203,"title":204,"url":205,"summary":206,"summary_zh":207,"content":9,"source_name":125,"source_url":205,"published_at":208,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":209,"score_detail":210,"sources":213,"tags":215,"primary_topic":219,"secondary_topics":220,"classification":221,"search_phrases":233,"slug":236,"view_count":22,"doi":237,"paper":238,"created_at":254},4738,"Natural ecosystem loss in an Atlantic Forest agricultural basin: drivers of land-use change and future landscape trajectories","https:\u002F\u002Fdoi.org\u002F10.3389\u002Ffsufs.2026.1912707","The Atlantic Forest, one of the world's most threatened biodiversity hotspots, faces intense pressure from agricultural expansion and inadequate land governance. Understanding the spatial drivers and future trajectories of land-use and land cover (LULC) change is critical for safeguarding the ecosystem services and biodiversity that remnant natural areas provide. This study investigated the relative importance of multiple biophysical, socioeconomic, and demographic drivers of natural ecosystem loss in the Guaporé River Basin (GRB), a 246,300-ha subtropical Atlantic Forest agricultural watershed in southern Brazil. We combined a municipality-level temporal trend analysis to characterize historical LULC dynamics (1998–2019) with the Dinamica EGO cellular automata model, calibrated using Weight of Evidence (WoE), to simulate future landscapes under 2030 and 2050 scenarios. Our results reveal divergent ecological dynamics across the basin. The Northern region experienced extensive remnant vegetation loss (1.55% yr −1 conversion to altered ecosystems), driven by flat terrain and high agricultural productivity, while the Southern region showed partial natural regeneration (1.40% yr −1 transition from altered to regenerating vegetation), linked to steeper slopes and vegetation extraction practices. Despite apparent recovery, closer analysis reveals a regressive process of ecological simplification, in which remnant vegetation is progressively replaced by regenerating vegetation. Future projections suggest that, without strengthened enforcement of Brazil's Natural Vegetation Protection Law, the Northern basin will lose an additional 15,903 ha of remnant vegetation by 2050. These findings highlight critical spatial mismatches between legal protection frameworks and actual land-use pressures, with direct implications for conservation planning, watershed management, and biodiversity protection in the Atlantic Forest biome.","大西洋森林是全球受威胁最严重的生物多样性热点地区之一，面临着农业扩张和土地治理不足带来的巨大压力。理解土地利用与土地覆盖（LULC）变化的空间驱动因素及未来演变趋势，对于维护残余自然区域所提供的生态系统服务和生物多样性至关重要。本研究考察了巴西南部瓜波雷河流域（GRB）自然生态系统丧失的多个生物物理、社会经济和人口驱动因素的相对重要性。该流域面积246,300公顷，属亚热带大西洋森林农业流域。我们将市级时间趋势分析（用于刻画1998—2019年历史LULC动态）与Dinamica EGO元胞自动机模型相结合，并采用证据权重法（WoE）进行校准，以模拟2030年和2050年情景下的未来景观。研究结果揭示了流域内差异化的生态动态。北部地区经历了大面积的残余植被丧失（年转化率1.55%，转为改变后的生态系统），其驱动因素为平坦地形和高农业生产力；而南部地区则表现出部分自然再生（年转化率1.40%，从改变后的生态系统转为再生植被），与较陡的坡度和植被采伐活动相关。尽管表面上呈现恢复态势，进一步分析却揭示了一个退行性的生态简化过程，即残余植被正逐步被再生植被所取代。未来预测表明，若不加紧执行巴西《自然植被保护法》，到2050年北部流域将再丧失15,903公顷残余植被。这些发现凸显了法律保护框架与实际土地利用压力之间的关键空间错配，对大西洋森林生物群系的保护规划、流域管理和生物多样性保护具有直接影响。","2026-10-11T00:00:00Z",75,{"impact":17,"substance":128,"depth":19,"authority":129,"freshness":211,"relevant":22,"comment":212},9,"基于元胞自动机与证据权重的巴西大西洋森林流域土地利用模拟研究，方法扎实、结论具体，但属区域案例，公共影响有限。",[214],{"name":125,"url":205},[29,49,216,217,218],"遥感监测","土地利用变化","流域治理",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":40,"locked":14,"version":41,"method":42,"evidence":222},{"candidates":223,"agricultural_evidence":46},[224,229],{"code":33,"score":17,"supported":46,"title":225,"abstract":226,"tags":228},[],[49,227,34],"生态系统服务",[29,217,49],{"code":53,"score":22,"supported":14,"title":230,"abstract":231,"tags":232},[],[],[216],[234,235],"Guaporé River Basin 土地利用","Atlantic Forest 农业流域 模拟","GuaporéRiverBasin土地利用-4738","10.3389\u002Ffsufs.2026.1912707",{"doi":237,"openalex_id":239,"authors":240,"venue":125,"cited_by_count":106,"oa_url":205,"card":248,"direction":252,"ingested_from":115},"W7221477243",[241,244,246],{"name":242,"orcid":243},"Edberto Moura Lima","https:\u002F\u002Forcid.org\u002F0000-0002-8447-8460",{"name":245,"orcid":9},"Bano Mehdi-Schulz",{"name":247,"orcid":9},"Jose Miguel Reichert",{"tldr":249,"method":250,"finding":251,"direction":252,"opportunity":253},"结合趋势分析与元胞自动机模拟巴西大西洋森林农业流域土地利用变化及未来情景。","Dinamica EGO元胞自动机+证据权重法，1998–2019年市级LULC","北部残存植被持续丧失，南部看似恢复实为生态简化，2050年北部将再失1.59万公顷。","农业遥感与作物表型","可引入遥感时序与多尺度治理数据，量化法律保护与实际压力错配的驱动机制。","2026-10-12T23:30:06.576251Z",{"id":256,"title":257,"url":258,"summary":259,"summary_zh":260,"content":9,"source_name":261,"source_url":258,"published_at":262,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":263,"score_detail":264,"sources":267,"tags":269,"primary_topic":273,"secondary_topics":278,"classification":286,"search_phrases":333,"slug":336,"view_count":22,"doi":337,"paper":338,"created_at":366},2658,"A remote sensing–based approach to the regionalization of socioeconomic indicators in an agricultural headwater catchment in Northern Benin","https:\u002F\u002Fdoi.org\u002F10.5194\u002Fpiahs-389-45-2026","The agroecosystems of the rural continuum of the Sudano-Sahelian region of the Volta River Basin are undergoing severe degradation, resulting in serious declines in ecosystem service capacities and weakening community livelihoods, as agriculture remains the primary source of income in the region. This degradation is mainly driven by poor management of hydroclimatic risks, non-adapted agricultural practices characterized by intensive use of chemical fertilizers and pesticides, and insufficient consideration of spatial heterogeneity in decision-making processes. The objectives of this study are (i) to identify a Network of 30 m resolution Grid Cells (NGC) representative of the spatial heterogeneity of the studied agroecosystem – the Dassari headwater catchment (550 km 2 ), a tributary of the Volta River in northern Benin – and (ii) to regionalize plot-scale socioeconomic data to support improved decision-making. The NGC was derived by combining iterative principal component analysis (IPCA) with a Conditioned Latin Hypercube Sampling (CLHS) approach using 37 satellite-derived variables (e.g. Normalized Difference Vegetation Index, saturation index, coloration index), resulting in the selection of 150 grid cells. Field and laboratory investigations provided soil properties (e.g. texture, carbon, field capacity, nitrogen content) and socioeconomic data (e.g. harvest quantity, input costs, total production cost, and gross income), which were standardized and analyzed for major crops (millet, sorghum, maize, and cotton). Results show that natural spatial disparities among NGC cells translate into additional labor and input costs that may be unsustainable for farmers. Multiple linear regression models were developed to relate socioeconomic indicators to soil and remote sensing variables for each crop type, and the resulting regional models proved robust, with predicted and observed values closely aligned within the 95 % confidence interval, coefficients of determination exceeding 70 %, and p -values below 0.01.","沃尔特河流域苏丹-萨赫勒地区农村连续体的农业生态系统正在经历严重退化，导致生态系统服务能力严重下降，社区生计日益脆弱，而农业仍是该地区的主要收入来源。这种退化主要由水文气候风险管理不善、以大量使用化肥和农药为特征的非适应性农业实践，以及决策过程中对空间异质性考虑不足所驱动。本研究的目标是：(i) 识别一个30米分辨率网格单元网络（Network of 30 m resolution Grid Cells, NGC），以代表所研究农业生态系统的空间异质性——达萨里源头集水区（550平方公里），位于贝宁北部沃尔特河的一条支流；以及 (ii) 将地块尺度的社会经济数据进行区域化，以支持改进决策。NGC通过将迭代主成分分析（Iterative Principal Component Analysis, IPCA）与条件拉丁超立方采样（Conditioned Latin Hypercube Sampling, CLHS）方法相结合，利用37个卫星衍生变量（如归一化植被指数、饱和度指数、着色指数）得出，最终选取了150个网格单元。实地和实验室调查提供了土壤属性（如质地、碳、田间持水量、氮含量）和社会经济数据（如收获量、投入成本、总生产成本和总收入），这些数据经过标准化处理，并针对主要作物（小米、高粱、玉米和棉花）进行了分析。结果表明，NGC网格单元之间的自然空间差异转化为额外的劳动力和投入成本，对农民而言可能难以承受。研究针对每种作物类型建立了多元线性回归模型，将社会经济指标与土壤和遥感变量相关联，所得区域模型表现稳健，预测值与观测值在95%置信区间内高度吻合，决定系数超过70%，p值低于0.01。","Proceedings of the International Association of Hydrological Sciences","2026-09-16T00:00:00Z",68,{"impact":21,"substance":18,"depth":265,"authority":20,"freshness":13,"relevant":22,"comment":266},17,"该研究以30米分辨率遥感变量结合IPCA与CLHS抽样构建代表性网格，将地块尺度社会经济指标区域化，模型R²超70%，方法新颖、数据扎实，对农业信息化与精准决策有参考价值，但研究对象为贝宁流域，国内落地相关性有限，属细分领域学术进展。",[268],{"name":261,"url":258},[28,270,57,271,272],"空间异质性","西非农业","小农户生计",{"code":53,"slug":274,"name":275,"path":276,"parent_code":277},"remote-sensing","遥感与农情监测","\u002Ftopic\u002Fdigital-agriculture\u002Fremote-sensing","I",[279,285],{"code":280,"slug":281,"name":282,"path":283,"parent_code":284},"A5","tubers-grains","薯类与杂粮","\u002Ftopic\u002Ffield-crops\u002Ftubers-grains","A",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},{"status":40,"locked":14,"version":41,"method":42,"evidence":287},{"candidates":288,"agricultural_evidence":46},[289,294,301,306,313,320,327],{"code":53,"score":290,"supported":46,"title":291,"abstract":292,"tags":293},16,[58],[57,58],[28,57],{"code":280,"score":211,"supported":46,"title":295,"abstract":296,"tags":300},[],[297,298,299],"高粱","sorghum","millet",[],{"code":33,"score":211,"supported":46,"title":302,"abstract":303,"tags":305},[],[29,227,304],"ecosystem service",[],{"code":307,"score":62,"supported":46,"title":308,"abstract":309,"tags":312},"A3",[],[310,311],"玉米","maize",[],{"code":314,"score":62,"supported":46,"title":315,"abstract":316,"tags":319},"A6",[],[317,318],"棉花","cotton",[],{"code":321,"score":62,"supported":46,"title":322,"abstract":323,"tags":326},"H2",[],[324,325],"土壤","soil",[],{"code":328,"score":154,"supported":46,"title":329,"abstract":330,"tags":332},"F4",[],[331],"农药",[],[334,335],"小农户生计 空间异质性 农业遥感 西非农业","小农户生计 空间异质性","小农户生计空间异质性农业遥感西非农业-2658","10.5194\u002Fpiahs-389-45-2026",{"doi":337,"openalex_id":339,"authors":340,"venue":261,"cited_by_count":106,"oa_url":258,"card":361,"direction":252,"ingested_from":115},"W7213239844",[341,343,345,348,351,353,356,358],{"name":342,"orcid":9},"Yaovi Aymar Bossa",{"name":344,"orcid":9},"Adjo Brigitte Bossa",{"name":346,"orcid":347},"Yacouba Yira","https:\u002F\u002Forcid.org\u002F0000-0003-3879-8153",{"name":349,"orcid":350},"Ozias Hounkpatin","https:\u002F\u002Forcid.org\u002F0000-0003-1105-8649",{"name":352,"orcid":9},"Octave Djangni",{"name":354,"orcid":355},"Jean Hounkpè","https:\u002F\u002Forcid.org\u002F0000-0002-5521-9339",{"name":357,"orcid":9},"Hélyette Arielle Odoumbourou",{"name":359,"orcid":360},"Ernest Amoussou","https:\u002F\u002Forcid.org\u002F0000-0002-9402-4446",{"tldr":362,"method":363,"finding":364,"direction":252,"opportunity":365},"结合遥感与采样方法，将地块级社会经济指标区域化到贝宁北部农业流域。","迭代主成分分析与条件拉丁超立方采样，结合37个遥感变量和多元线性回归。","区域模型稳健，决定系数超70%，p值小于0.01，可预测作物社会经济指标。","可探索将遥感区域化社会经济指标方法迁移至其他流域，并耦合农户决策行为模型。","2026-09-16T23:30:28.573293Z",{"id":368,"title":369,"url":370,"summary":371,"summary_zh":9,"content":9,"source_name":372,"source_url":9,"published_at":373,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":126,"score_detail":374,"sources":378,"tags":380,"primary_topic":385,"secondary_topics":386,"classification":387,"search_phrases":426,"slug":429,"view_count":70,"doi":430,"paper":431,"created_at":440},2213,"《分层跨模态时空注意力网络用于复杂喜马拉雅农业生态系统作物产量预测》","https:\u002F\u002Fwww.frontiersin.org\u002Fjournals\u002Fplant-science\u002Farticles\u002F10.3389\u002Ffpls.2026.1933033\u002Ffull","Mir等提出全面的时空注意力框架,具有四项关键创新:在单树、地块、果园、区域尺度运行的分层注意力机制;融合异构数据流(物联网土壤传感器、气象站、植物生理监测仪、无人机多光谱图像)的跨模态注意力模块;显式建模土壤记忆、滞后和根区耦合的土壤感知注意力头;通过蒙特卡洛Dropout和分位数回归实现不确定性量化。在2023-2026年喜马拉雅苹果园数据集(1247棵监测树)上验证,4周产量预测R²达0.891,RMSE较CNN-LSTM基线降低29.6%,芒果园零样本迁移R²达0.674。","Frontiers in Plant Science 2026年9月10日","2026-09-10T00:00:00Z",{"impact":19,"substance":375,"depth":376,"authority":129,"freshness":21,"relevant":22,"comment":377},23,19,"方法新颖、数据规模扎实且含跨作物迁移验证，属智慧农业细分领域高水平研究，值得精选。",[379],{"name":372,"url":370},[381,27,382,383,216,384],"智慧农业","产量预测","多模态融合","苹果园",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":40,"locked":14,"version":41,"method":42,"evidence":388},{"candidates":389,"agricultural_evidence":46},[390,394,400,406,410,416,421],{"code":33,"score":21,"supported":46,"title":391,"abstract":392,"tags":393},[29],[],[],{"code":160,"score":62,"supported":46,"title":395,"abstract":396,"tags":399},[],[397,398],"苹果","芒果",[],{"code":53,"score":401,"supported":46,"title":402,"abstract":403,"tags":405},5,[],[404],"无人机多光谱",[382,216],{"code":321,"score":154,"supported":46,"title":407,"abstract":408,"tags":409},[],[324],[],{"code":411,"score":154,"supported":46,"title":412,"abstract":413,"tags":415},"I5",[],[414],"物联网",[],{"code":69,"score":417,"supported":14,"title":418,"abstract":419,"tags":420},2,[],[],[27,383],{"code":422,"score":22,"supported":14,"title":423,"abstract":424,"tags":425},"I1",[],[],[381],[427,428],"农业人工智能 多模态融合 产量预测 智慧农业","农业人工智能 多模态融合","农业人工智能多模态融合产量预测智慧农业-2213","10.3389\u002Ffpls.2026.1933033\u002Ffull",{"doi":430,"openalex_id":9,"authors":432,"venue":9,"cited_by_count":106,"oa_url":9,"card":433,"direction":437,"ingested_from":439},[],{"tldr":434,"method":435,"finding":436,"direction":437,"opportunity":438},"提出分层跨模态时空注意力网络，融合多源数据预测喜马拉雅果园作物产量。","分层注意力+跨模态融合物联网、气象、无人机多光谱数据，蒙特卡洛Dropout量化","4周产量预测R²达0.891，RMSE较CNN-LSTM降低29.6%，芒果园零样本迁移R²达0.6","农业人工智能与决策模型","可探索跨物种零样本迁移的域适应机制，以及轻量化模型在边缘设备上的实时部署。","agent","2026-09-12T00:06:40.371547Z",{"id":442,"title":443,"url":444,"summary":445,"summary_zh":9,"content":9,"source_name":446,"source_url":444,"published_at":447,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":448,"score_detail":449,"sources":451,"tags":453,"primary_topic":455,"secondary_topics":456,"classification":461,"search_phrases":473,"slug":476,"view_count":154,"doi":477,"paper":478,"created_at":492},1272,"Biodiversity isn’t measured in tons: Making sense of nature in the context of sustainable agriculture","https:\u002F\u002Fdoi.org\u002F10.32942\u002Fx28t1r","In this review, we articulate several important, but often overlooked concepts, trends, and perspectives in the biodiversity monitoring space, specifically in the context of transforming agriculture and the wider food system. We describe the common approaches to biodiversity monitoring — those focused on species, communities, functions, habitats, etc — and the methods and tools commonly used to track change. We then describe a set of fundamental ecological principles that are often overlooked by practitioners entering the agrobiodiversity space for the first time, particularly those with technical, industrial, and policy expertise in agriculture-adjacent fields who seek to incorporate biodiversity into their research and operations. For these practitioners, we discuss the importance of abundance, the timelines along which population trends can be quantitatively established, the geographical scales at which ecological interactions play out, and the implications therein for anyone looking to monitor the effect of farm management practices. We attempt to describe the complexities that arise when navigating the intersection of ecological, agricultural, and social systems, highlighting the multiple sets of voices, values, and priorities that come into play in this space. From intergovernmental panels to individual farmers, the agrobiodiversity space holds a multitude of arenas of where decisions are made. We raise the question of “why, how, and for whom are we monitoring biodiversity?” to encourage practitioners new to this space to consider the implications of their approach. Finally, we discuss the conflicts and trade-offs that emerge in the intersection of productivity, profits, carbon and biodiversity, and explore the challenges in finding a balance between them in the transition toward a more sustainable form of agriculture.","OpenAlex","2026-08-28T00:00:00Z",73,{"impact":19,"substance":128,"depth":19,"authority":17,"freshness":154,"relevant":22,"comment":450},"综述性论文，系统梳理农业生物多样性监测的概念、方法与挑战，对农业可持续发展有参考价值。",[452],{"name":446,"url":444},[134,29,49,454],"监测方法",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[457],{"code":170,"slug":458,"name":459,"path":460,"parent_code":37},"sustainable-agriculture","可持续与保护性农业","\u002Ftopic\u002Fenvironment\u002Fsustainable-agriculture",{"status":40,"locked":14,"version":41,"method":42,"evidence":462},{"candidates":463,"agricultural_evidence":46},[464,468],{"code":33,"score":20,"supported":46,"title":465,"abstract":466,"tags":467},[34],[34],[29,49],{"code":170,"score":211,"supported":46,"title":469,"abstract":471,"tags":472},[470],"sustainable agriculture",[],[134],[474,475],"可持续农业 生物多样性 农业生态 监测方法","可持续农业 生物多样性","可持续农业生物多样性农业生态监测方法-1272","10.32942\u002Fx28t1r",{"doi":477,"openalex_id":479,"authors":480,"venue":9,"cited_by_count":106,"oa_url":486,"card":487,"direction":114,"ingested_from":115},"W7204518041",[481,484],{"name":482,"orcid":483},"Iqbal Singh Bhalla","https:\u002F\u002Forcid.org\u002F0000-0002-5611-8361",{"name":485,"orcid":9},"Philip Loring","https:\u002F\u002Fecoevorxiv.org\u002Frepository\u002Fobject\u002F14661\u002Fdownload\u002F25513\u002F",{"tldr":488,"method":489,"finding":490,"direction":112,"opportunity":491},"综述农业生物多样性监测的概念、方法、原则及权衡，强调监测目的与尺度。","综述常见监测方法（物种、群落等）及工具，讨论生态原则与多系统交叉。","监测需关注丰度、时间尺度、地理尺度，并权衡生产力、碳与生物多样性。","可研究农业管理措施对生物多样性的多尺度影响，及权衡碳与生物多样性的决策模型。","2026-09-01T04:03:13.203738Z",{"id":494,"title":495,"url":496,"summary":497,"summary_zh":498,"content":9,"source_name":499,"source_url":496,"published_at":500,"category":12,"cover_url":9,"hotness":13,"is_selected":14,"score":501,"score_detail":502,"sources":505,"tags":507,"primary_topic":511,"secondary_topics":516,"classification":518,"search_phrases":535,"slug":538,"view_count":106,"doi":539,"paper":540,"created_at":559},5392,"Wetland Loss Associated with Hydro-Agricultural Development in North African Floodplains: Insights from a Historical Cartographic Analysis of the Gharb Plain (Morocco)","https:\u002F\u002Fdoi.org\u002F10.3390\u002Fd18100642","Mediterranean floodplain wetlands are among the most productive ecosystems, yet they are increasingly threatened by agricultural intensification and hydrological modifications. In North Africa, most of these wetlands have been converted to agricultural lands using an extensive ‘drainage–irrigation’ process that has irreversibly degraded them. This study documents this loss through the illustrative example of the Gharb Plain in the northwest of Morocco. The agricultural development process of this plain, initiated in 1927 and only recently completed, is documented by both historical maps and remote sensing data, which we combined to reconstruct the simultaneous wetland decline and agriculture extension. The results reveal a dramatic decline in marshland ecosystems, covering about 88% of the original marshlands in less than one cycle. Several wetlands, including large ones, have entirely disappeared, particularly within the Sebou and Baht river floodplains. To ensure their human occupation, the drainage process and river canalization have been supported by a large program of dam construction upstream of the Gharb Plain. The wetland loss estimate highlights the substantial ecological costs of agricultural intensification and underscores the need for integrated management strategies balancing food production and patrimony conservation. Future research should focus on wetland restoration, ecosystem service assessment, and climate-resilient water management in Mediterranean floodplains.","地中海洪泛平原湿地是最具生产力的生态系统之一，却日益受到农业集约化与水文改造的威胁。在北非，大多数此类湿地已通过大规模的“排水—灌溉”过程被转变为农业用地，并因此遭到不可逆的退化。本研究以摩洛哥西北部加尔卜平原（Gharb Plain）为例，记录了这一丧失过程。该平原的农业开发进程始于1927年，直至近期才告完成，我们结合历史地图与遥感数据，重建了湿地衰退与农业扩张同步发生的过程。结果表明，沼泽生态系统急剧减少，在不到一个周期内约88%的原生沼泽地消失。包括大型湿地在内的多处湿地已完全消失，尤其是在塞布河（Sebou）与巴赫特河（Baht）洪泛平原内。为保障人类占用，排水过程与河流渠化得到了加尔卜平原上游大规模水坝建设计划的支持。湿地丧失的估算凸显了农业集约化所带来的巨大生态代价，并强调需要制定兼顾粮食生产与遗产保护的综合管理策略。未来研究应聚焦于湿地恢复、生态系统服务评估以及地中海洪泛平原的气候韧性水资源管理。","Diversity","2026-10-19T00:00:00Z",76,{"impact":290,"substance":503,"depth":19,"authority":20,"freshness":21,"relevant":22,"comment":504},21,"该研究结合历史地图与遥感数据，量化了北非洪泛平原湿地因农业开发而丧失的情况，方法扎实、结论明确，对农业生态与土地管理有参考价值，但属区域性案例研究，公共影响有限。",[506],{"name":499,"url":496},[508,216,509,217,510],"生态修复","灌溉农业","湿地保护",{"code":512,"slug":513,"name":514,"path":515,"parent_code":37},"H3","irrigation","水资源与灌溉","\u002Ftopic\u002Fenvironment\u002Firrigation",[517],{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},{"status":40,"locked":14,"version":41,"method":42,"evidence":519},{"candidates":520,"agricultural_evidence":46},[521,527,531],{"code":512,"score":13,"supported":46,"title":522,"abstract":523,"tags":526},[],[524,525,513],"灌溉","水资源",[509],{"code":33,"score":211,"supported":46,"title":528,"abstract":529,"tags":530},[],[227,304],[217,510,508],{"code":53,"score":54,"supported":46,"title":532,"abstract":533,"tags":534},[],[57,58],[216],[536,537],"Gharb平原 湿地 遥感","摩洛哥 湿地 灌溉","Gharb平原湿地遥感-5392","10.3390\u002Fd18100642",{"doi":539,"openalex_id":541,"authors":542,"venue":499,"cited_by_count":106,"oa_url":496,"card":554,"direction":252,"ingested_from":115},"W7222966485",[543,546,548,551],{"name":544,"orcid":545},"Mohamed Dakki","https:\u002F\u002Forcid.org\u002F0000-0002-8042-3972",{"name":547,"orcid":9},"Said El Falah",{"name":549,"orcid":550},"Ibrahim Makrane","https:\u002F\u002Forcid.org\u002F0009-0002-9201-206X",{"name":552,"orcid":553},"Ismail Mansouri","https:\u002F\u002Forcid.org\u002F0000-0002-3679-6050",{"tldr":555,"method":556,"finding":557,"direction":252,"opportunity":558},"用历史地图与遥感重建摩洛哥Gharb平原1927年以来的湿地丧失与农业扩张过程。","历史地图与遥感数据结合，重建湿地退缩与农田扩张的时空过程。","不到一个开发周期内约88%的原生沼泽消失，大型湿地完全丧失。","可延伸至地中海洪泛平原湿地恢复优先区识别与生态系统服务权衡研究。","2026-10-20T23:30:19.135602Z"]