Digital Twins in Irrigation Optimization: Advantages, Opportunities, and Challenges
综述数字孪生在灌溉优化中的应用、机遇与挑战。
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#数字孪生
African Journal of Science Technology Innovation and Development·10月19日 · 周一80 分 论文水稻智慧农业 / 农业物联网阅读 0
A digital twin framework for proactive disease management in paddy cultivation using spatio-temporal graph neural networks
构建水稻数字孪生框架，用时空图神经网络提前14天预测病害。
PLANT-GPK v4.0: A Unified Time-Discovery Framework for Multi-Stage Plant Phenotyping
扩展PLANT-GPK框架，从单张图像反演植物生理参数与隐藏时间维度，实现跨发育阶段表型分析。
PLANT-GPK v2.7: Spatial Heterogeneity and Predictive Digital Twin for Plant Phenotyping
将植物图像分3x3网格反演ODE参数，构建空间生理热图与预测数字孪生。
PLANT-GPK v4.0: Multi-Stage Plant Phenotyping with Time-Discovery and Harvest Prediction
扩展PLANT-GPK框架，从单张图像反演植物生理参数与隐藏时间维度，实现跨生育期表型分析与收获期预
Current applications of artificial intelligence for advancing agriculture, sustainability and climate mitigation
综述农业人工智能在精准灌溉、产量预测、病虫害监测等应用及落地挑战。
Digital twin forestry as an informatics framework integrating remote sensing ecosystem modelling and data assimilation
系统综述数字孪生林业，提出遥感与生态模型同化耦合框架。
Data-Driven Catalytic Renewal Strategy for Village-in-City Regeneration: A Case Study of Ancestral Hall-Dominated Shipai Village, Guangzhou
以广州石牌村为例，提出以祠堂为触媒、数据驱动的城中村分阶段更新策略。
EVOLVING TOOLS IN CONSTRUCTED WETLAND RESEARCH: FROM RADIOISOTOPE TRACERS TO PREDICTIVE HYDROLOGICAL MODELS
综述人工湿地研究工具从放射性示踪到预测性水文模型的演进，并比较六种模拟软件。
A systematic review of digital twins as decision support systems: a classification framework and identification of organisational constraints
系统综述299项研究，构建数字孪生作为决策支持系统的四维分类框架并识别组织约束。
Smart water management in agriculture: convergence of sensors, imaging, AI, precision irrigation, and robotics systems
综述AI传感、成像、物联网精准灌溉、数字孪生与机器人集成用于作物水分管理。
Artificial Intelligence, Foundation Models, and Digital Twins for Climate-Resilient Agriculture: A Review
综述AI、基础模型与数字孪生如何支撑气候韧性农业，并指出关键挑战与未来方向。
Twin Grow: A Cloud-Based AIoT Digital Twin System for Intelligent Mushroom Farming
提出TwinGrow云AIoT数字孪生系统，实现蘑菇栽培环境实时监测与自动调控。
Seeing Crops in 3D: Remote Sensing for Smarter Precision Farming
提出融合物联网、厘米级GNSS、多光谱遥感和AI的精准农业框架，构建作物数字孪生。
American Journal of Environmental Science and Engineering·10月9日 · 周五66 分 论文物联网传感与边缘计算智慧农业 / 农业物联网阅读 2
Smart Agriculture and Environmental Monitoring: An Edge-AI, IoT, and Federated Learning Framework for Climate-Resilient Farming
提出边缘AI、物联网与联邦学习集成的智慧农业环境监测架构与评估协议，未开展实地试验。
Empirical Urban Growth Dynamics (2000–2025) and A Conceptual Architectural Framework for Spatial Digital Twins in Secondary African Cities: A Case Study of Owerri, Nigeria
基于Landsat影像分析尼日利亚Owerri市2000-2025年城市扩张，提出五层空间数字孪生框
Agri digital twin–driven intelligent computing framework for real-time crop yield forecasting and sustainable decision support
提出农业数字孪生框架，结合GRU与物联网实现实时产量预测与可持续决策支持。
A digital framework for smart greenhouse tomato cultivation（智能温室番茄种植的数字化框架）
构建融合IoT、大数据、AI与数字孪生的智能温室番茄种植数字化框架。
An Intelligent LLM–Fuzzy Decision Support and Digital Twin Framework for Adaptive Agricultural Robotics Systems
提出LLM-模糊决策与数字孪生框架，用于自适应农业机器人协同决策。
A multilevel living lab using a digital-twin-based modelling environment for sustainability education and decision support
研究将区域供热数字孪生模型环境融入多层级生活实验室，用于可持续教育并支持决策。