Smart Agriculture Technology: A Review of Robotic Platforms, Sensing Modalities, Artificial Intelligence, Datasets, Evaluation Metrics, and Future Research Directions
系统综述智慧农业机器人、传感、AI、数据集与评估指标，指出落地瓶颈并展望方向。
全部动态 · 论文
10月4日 · 周日
17 条Sustainability intelligence: Integrating Artificial Intelligence, the Internet of Things, and Digital Twins for resource-efficient and climate-resilient systems
综述AI、物联网与数字孪生融合的可持续性智能，提出七层SIF框架。
Intelligent defense at the edge: a comprehensive survey of federated learning, TinyML and explainable AI for intrusion detection in IoT and IIoT ecosystems
综述联邦学习、TinyML与可解释AI在IoT/IIoT入侵检测中的进展，并提出统一框架。
Adoption of Improved Pigeonpea (Cajanus cajan) Production Technologies in India-Status, Constraints and Opportunities: A Review
综述印度木豆改良技术采用现状、制约因素与机遇，指出推广不均导致产量差距。
A collaborative perception framework for green jujube: from lightweight key point detection to posture-aware harvest analysis
提出RDA-YOLO与SAM2协同感知框架，实现青枣采摘点定位与姿态分析。
Part-time farming, planting decisions and farmland operational performance
基于新疆507户调查，分析兼业化对农地经营绩效的影响及传导机制。
The parent effect and patriarchal gatekeeping: familial dynamics shaping youth sustainable agriculture entrepreneurship pathways in Zimbabwe
研究津巴布韦青年视角下父母态度与父权把关如何制约其可持续农业创业路径。
International research partnerships and cross-cultural project management: a Vietnamese beef cattle agribusiness autoethnographic case study
通过自民族志案例研究，分析越南肉牛供应链国际合作研究项目的成功因素与障碍。
Maturity-aware credit governance in digital agricultural finance: leakage-free selective fusion for agri-food SME risk assessment
提出成熟度感知的选择性融合框架DAF-XCredit，用于农业食品中小企业信贷风险评估。
From survival to development: asymmetric effects of poverty alleviation relocation on household multidimensional poverty—evidence from mountainous western China
评估中国西部山区易地扶贫搬迁对农户生存型与发展型多维贫困的非对称影响。
Transient prosperity or durable resilience: how place-based specialty agricultural policy shapes rural household welfare in China
评估中国特色农产品优势区政策对农户收入质量与发展韧性的双重影响及机制。
Bioaccessibility and health risk evaluation of heavy metals in commercial fruit juices of Pakistan using an in vitro simulated digestion model
评估巴基斯坦市售果汁重金属含量及体外消化生物可及性与健康风险。
CEA SiteScout: application of a data-driven screening tool for controlled environment agriculture site selection and resource estimation in U.S. communities
开发CEA SiteScout工具，整合公共数据为美国社区筛选受控环境农业选址并估算资源消耗。
A comparative description of six public–private consortia in international crop breeding research
比较了玉米、水稻和蔬菜领域六个公私合作育种联盟的模式与运作。
Controlled flexibility for agronomic and natural-science research embedded in Living Labs safeguarding scientific rigor under adaptive conditions
提出受控灵活性框架，使生活实验室在适应变化时仍能保持科研证据的可解释性与可信度。
BeLFG-Net: A Lightweight Betel Leaf Freshness Grading Network via Hybrid Depthwise Separable Convolutions
提出轻量网络BeLFG-Net，实现槟榔叶采后新鲜度三级自动分级。
Completeness-aware underwater weight estimation of free-swimming sturgeon using binocular 3D reconstruction
提出完整性感知的双目3D重建方法，实现自由游动鲟鱼的水下体重估计。
10月3日 · 周六
3 条Comparative Analysis of Decision-Level Ensemble Voting Strategies for Tomato Leaf Disease Classification Using EfficientNet-B0 and MobileNetV2
系统比较硬投票、软投票与加权软投票三种决策级集成策略，用于番茄叶片病害分类。
Trade-off between investment and private withdrawals: assessing the return on investment for farms in France
估算法国1254个农场2002-2018年的内部收益率，并划分五种投资与私人提取策略。
NEWS OF THE NATIONAL ACADEMY OF SCIENCES OF THE REPUBLIC OF KAZAKHSTAN·10月1日 · 周四70 分 论文农业AI与大模型农业人工智能与决策模型阅读 3
SPATIAL AND CLIMATE DATA ANALYSIS FOR MACHINE LEARNING-BASED CROP YIELD PREDICTION IN NORTHERN KAZAKHSTAN
用1990–2025年气候数据与机器学习模型预测哈萨克斯坦北部小麦产量。