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代表性文献（按质量分排序，前 60 条）

• Advanced Crop Recommendation: AI Approaches for Precision Agriculture
  2026 · 智慧农业 · Abstract Agriculture​‍​‌‍​‍‌​‍​‌‍​‍‌ serves as an instance where data-driven technologies are employed to tackle issues that arise from soil degradation, climate change, and incorrect crop selection, etc. Through accurat…
• Cellulose-based sensors for decentralized monitoring in precision agriculture.
  2026 · 智慧农业 · Abstract Modern agriculture requires rapid, affordable tools to monitor crops and soils directly in the field. Cellulose, the structural polymer of plants, is emerging as a versatile foundation for lightweight, biodegrad…
• Harnessing Digital Technologies in the Agro-Food Sector: An IoT-Driven Precision Agriculture Framework for Achieving Sustainable Development Goals.
  2026 · 智慧农业 · The agro-food industry is quickly digitizing to solve resource restrictions, climate unpredictability, and sustainable food production using Internet of Things (IoT), Artificial intelligence (AI), cloud computing, and da…
• Osiris<sup>++</sup>: hierarchical representations for robotic-enabled precision agriculture.
  2026 · 智慧农业 · There has been significant development in agricultural robotics over the past few years in the pursuit of optimising efficiency and addressing issues such as labour shortages and humans performing hazardous and arduous t…
• From classical practices to precision agriculture: a multidisciplinary review of tea (<i>Camellia sinensis</i>).
  2026 · 智慧农业 · Tea ( Camellia sinensis ) is one of the most widely consumed beverages worldwide and a crop of enduring cultural, economic, and scientific significance. Although many studies has examined cultivation and trade, no previo…
• Strengthening human infrastructure for smart farming through competency-based assessment of extension agents in precision agriculture.
  2026 · 智慧农业 · The transition to sustainable agricultural systems increasingly depends on the effective adoption of precision agriculture (PA) technologies. In the United States, Extension agents serve as key facilitators of agricultur…
• SPAS-Dataset-BD: Dataset for smart precision agriculture system in Bangladesh
  2025 · 智慧农业 · Precision agriculture harnesses data-driven techniques to optimize crop production, resource use, and sustainability. However, low-income countries like Bangladesh face a shortage of localized, high-quality datasets that…
• Precision Agriculture using Machine Learning and Deep Learning Algorithms: A Comprehensive Study
  2025 · 智慧农业 · Abstract Farming has evolved from the basic irrigation techniques used in ancient river valley civilizations to the sophisticated Precision Agriculture of today. It plays an important role in the advancement of human soc…
• Advancing medicinal plant agriculture: integrating technology and precision agriculture for sustainability.
  2025 · 智慧农业 · To strengthen the agriculture sector, it is crucial to combine the efforts of industrialization (field mechanization and fertilizer production), technology (genome editing and manipulation), and the information sector (f…
• DenseNet Vision System for Crop Protection Assessment
  2026 · AI Agent 生态 · Crop protection plays a vital role in ensuring agricultural sustainability and stable food production by safeguarding crops from biotic stresses that adversely affect plant health and yield. Among these stresses, pest in…
• Design and Validation of Wireless Soil Monitoring System for Precision Crop Management
  2026 · 智慧农业 · Precision crop management is essential for optimizing agricultural productivity and sustainability. This study presents the development of a multi-parameter soil wireless sensor monitoring system designed for real-time d…
• Using the Internet of Drones for Smart Agriculture Monitoring on Precision Manufacturing Empowered Framing
  2026 · 智慧农业 · The integration of drones into agricultural practices has transformed modern farming by enabling real-time monitoring and data-driven decision-making, enhancing efficiency and crop productivity. However, traditional agri…
• RF-Powered Batteryless Plant Movement Sensor for Precision Agriculture
  2026 · 智慧农业 · Precision agriculture demands non-invasive, energy-efficient, and sustainable plant monitoring solutions. In this work, we present the design and implementation of a lightweight, batteryless plant movement sensor powered…
• A Hybrid AI Approach for Precision Agriculture: Combining Time-Series Analysis with Large Language Models
  2026 · 智慧农业 · Selection of crop is important decision in agriculture which impacts profitability and sustainability. Farmers and land owners often face this challenges in choosing best crops in variable factors like climate conditions…
• YOLO-Based Multi-Class Crop and Weed Detection for Precision Agriculture Under Real-World Field Conditions
  2026 · 智慧农业 · In precision agriculture, precise and real-time identification of crops and weeds species is necessary to reduce herbicides, lower the cost of operation, and enhance the output. The traditional dichotomous crop-weed dich…
• Iot-Based Smart Irrigation Model for Precision Agriculture Using ESP8266 and Soil Moisture Analysis
  2026 · 智慧农业 · Water management is one of the biggest challenges in agriculture today. Many farmers still follow fixed irrigation schedules without checking the actual needs of the soil or the weather. This often causes water wastage o…
• NextSeed: An IoT Based Precision Agriculture System for Soil Analysis and Crop Recommendation
  2026 · 智慧农业 · Agriculture is an important sector for the economy and food security of Bangladesh, which is facing several challenges due to climate change, lack of cultivable land and inadequate access to advanced farming technologies…
• A Comprehensive Review of Smart Agriculture: Integrating AI, IoT and Precision Farming
  2026 · 智慧农业 · Modern agriculture faces complex challenges that demand innovative solutions. This literature survey on smart agriculture technologies explores the collective findings from various papers, shedding light on the transform…
• Introduction to Multimodal Data Analysis in Precision Farming
  2026 · 智慧农业 · Precision farming enhances the agricultural productivity and resource utilization by examining the multimodal data from multiple sources, including remote sensing, Internet of Things (IoT) sensors, meteorological data, s…
• Web-Based Application to Predict Plant Disease Using Deep Learning for Precision Agriculture
  2026 · 智慧农业 · The current reliance on manual examination to detect diseases in plants is not effective, subjective, and too slow to deal with the high menace in the world food supply and the agricultural earnings posed by these diseas…
• A Vision for the Future
  2026 · 智慧农业 · Precision agriculture is undergoing a fundamental paradigm shift, driven by the fusion of AI, autonomous robotics, advanced sensing, digital twins, and biotechnology. This chapter outlines the creation of integrated, dat…
• Case Study on Reinforcement Learning‐Based Decentralized Approach for Precision Agriculture and Environmental Monitoring
  2026 · 智慧农业 · Precision agriculture and environmental monitoring are necessary to handle the world's resource optimization and sustainability challenges. In this chapter, reinforcement learning (RL) methods are integrated into the dev…
• Employing Integrated Data to Study the Impact of Climate Change on Agriculture
  2026 · 智慧农业 · Climate change poses a growing threat to global agriculture, with increasing temperatures, changed precipitation patterns, and growing environmental stressors significantly affecting crop efficiency and food security. Tr…
• Integrating stability zones and machine learning for enhanced crop management
  2026 · 智慧农业 · Abstract Purpose Sustainable agriculture requires both high and stable crop yields. Whilegenotype-environment-management (G×E×M) interactions influence yield stability, implementingsuch understanding into practical appli…
• Advances in Horticultural Crop Production and Improvement
  2026 · 智慧农业 · Horticulture has emerged as one of the most dynamic and rapidly advancing sectors in agriculture, contributing significantly to nutritional security, economic development, environmental sustainability, and livelihood gen…
• Advances in Horticultural Crop Production and Improvement
  2026 · 智慧农业 · Horticulture has emerged as one of the most dynamic and rapidly advancing sectors in agriculture, contributing significantly to nutritional security, economic development, environmental sustainability, and livelihood gen…
• Printing technologies for monitoring crop health
  2026 · 智慧农业 · Agricultural production requires low-cost sensors capable of delivering reliable, high-resolution data across large areas. Rising food demand, limited arable land, and severe soil degradation have accelerated the adsorpt…
• Printing technologies for monitoring crop health
  2026 · 智慧农业 · Agricultural production requires low-cost sensors capable of delivering reliable, high-resolution data across large areas. Rising food demand, limited arable land, and severe soil degradation have accelerated the adsorpt…
• Climate Change, Insect Dynamics and Precision Adaptive Strategies
  2026 · 智慧农业 · Insect pest and beneficial insect dynamics have been altered by shifting environmental factors such as rising temperatures, modified patterns of rainfall and humidity, higher CO levels, and more frequent extreme weather …
• Developments in controlled traffic farming (CTF) in precision agriculture
  2026 · 智慧农业 · The farm practice of controlled traffic farming as a means of reducing compaction damage to soils is described and its benefits in terms of crop and soil responses are outlined. Particular benefits are in lowering greenh…
• A Review on Smart Sensors for Precision Farming in Agriculture Using IoT
  2026 · 智慧农业 · Agriculture, science of growing plants, has greatly evolved over the ages as it has expanded human populations beyond that of hunters and gatherers. The use of Artificial Intelligence and the Internet of Things-based sol…
• Crop Care AI: The Smart Farming Revolution
  2025 · AI Agent 生态 · This research work introduces Crop care AI, an innovative solution designed to enhance precision agriculture. Ground sensors collect critical parameters such as NPK levels, pH, temperature, and rainfall in real-time. Thi…
• A Data-Driven Crop Recommendation System with Explainable AI for Precision Agriculture
  2025 · 智慧农业 · In this paper, we presented a crop recommendation system for precision agriculture that is based on the machine learning models providing crop recommendations based on the environmental and soil context. Introducing Expl…
• Enhancing Precision Agriculture: Deep Learning for Rice Leaf Disease Identification
  2025 · 智慧农业 · Although rice is a major crop in many countries, its stability depends on the ongoing health test to ensure food supply and develop permanent growing practices. Economic security and higher agricultural output are the ou…
• A study on applications of artificial intelligence in precision farming
  2025 · 智慧农业 · Precision farming, a data-driven approach to agriculture, leverages Artificial Intelligence (AI) to enhance efficiency, sustainability, and productivity. AI technologies, including machine learning, computer vision, and …
• A Relative Analysis for Plant Disease Detection with AI-Driven Techniques: Optimizing Precision Agriculture
  2025 · 智慧农业 · Vegetable crops play a vital role in ensuring global food security but are highly susceptible to a wide range of diseases, posing serious challenges to sustainable agriculture. Early and accurate detection of these disea…
• Smart technologies in precision agriculture: an overview
  2025 · 智慧农业 · In response to the increasing impact of climate change and the growing global population, sustainable and efficient agricultural practices are nowadays more critical than ever. This document aims to investigate the state…
• Integration of Multi-Dimensional Geospatial Data for Crop Recommendation and Precision Agriculture
  2025 · 智慧农业 · Precision agriculture represents a paradigm shift in farming methodologies, leveraging geospatial technologies to optimize crop selection and management practices. This paper presents AgroVision, an integrated approach t…
• PrO-MSConvNet: Progression Optimized IoT-Based Precision Agriculture Using Morphable Schema Convolution Network
  2025 · 智慧农业 · Precision agriculture arrived as a new method of farming using IoT to enable data-driven and real-time decision-making. The intersection of sensor networks and analytics has enabled crop and environmental condition monit…
• IoT-Enabled Weather Monitoring System for Precision Agriculture and Smart Farming Decisions
  2025 · 智慧农业 · Agriculture is heavily influenced by weather conditions, and timely, data-driven decisions can significantly enhance crop yield and resource efficiency. This project proposes an IoT-based weather station designed to assi…
• Leveraging Machine Learning for Precision Agriculture: A Crop Yield Prediction and Recommendation System
  2025 · 智慧农业 · Machine learning (ML) is transforming agriculture by enhancing crop production, reducing waste, and optimizing resources through data-driven decision-making. This study explores ML applications, analysing challenges and …
• Sensor-Driven Ensemble Learning for Crop Recommendation and Disease Prediction in Precision Agriculture
  2025 · 智慧农业 · Agriculture plays a vital role in ensuring global food security, yet it faces growing challenges from climate change, resource limitations, and increasing demand. This paper presents an ensemble learning framework that l…
• IoT-Powered smart agriculture: Innovations in precision farming and sustainability
  2025 · 智慧农业 · Agriculture is one of the most vital sectors for human existence, as it provides the essential resource for survival food. In India, agriculture is not only a means of sustenance but also a cornerstone of the national ec…
• Comparative Analysis of YOLOv11 and YOLOv12 for Automated Weed Detection in Precision Agriculture
  2025 · 智慧农业 · This paper presents a comparative analysis of YOLOv11 and YOLOv12 for automated weed detection in precision agriculture. The primary objective is to assess both models' detection accuracy, generalization ability, and rel…
• Precision Crop Farming Framework for Small-Scale Rainfed Agriculture Using UAV RGB High-Resolution Imagery
  2025 · 智慧农业 · This paper presents a precision crop farming framework developed for small-scale rainfed agriculture using unmanned aerial vehicle (UAV) red, green, and blue (RGB) high-resolution imagery. The aim is to enhance farm mana…
• Effect of urban relative vegetation cover on peri-urban Medfly population: an Ecoinformatics analysis
  2025 · 智慧农业 · Urban habitats, characterized by diverse land uses and warmer climates, offer insect pests such as the Mediterranean fruit fly (Ceratitis capitata) favourable conditions, often leading to pest migration into nearby agric…
• Vegetation Indices from UAV Imagery: Emerging Tools for Precision Agriculture and Forest Management
  2025 · 智慧农业 · Unmanned Aerial Vehicles (UAVs) have become essential instruments for precision agriculture and forest monitoring, offering rapid, high-resolution data collection over wide areas. This review synthesizes global advances …
• Blockchain and Digital Twin Applications in Precision Agriculture
  2025 · 智慧农业 · Precision farming is altering the agricultural sector by employing modern methods to maximize crop productivity and minimize resource consumption. This chapter presents an extensive plan for improving agricultural practi…
• Precision Agriculture for Sustainable Crop Management
  2025 · 智慧农业 · Agriculture is one of the basic pillars of the global economy, providing food and raw materials needed for survival. However, the food supply is increasingly strained by the need to manage limited resources sustainably. …
• Application of Drones in Precision Agriculture: A Review on Benefits and Challenges
  2025 · 智慧农业 · The integration of drone technology in precision agriculture is transforming conventional farming practices by enabling data-driven, efficient, and sustainable crop management. This review explores the multipurpose appli…
• Mobile Mapping Systems
  2025 · 智慧农业 · Mobile Mapping Systems (MMS) are transforming agriculture by integrating advanced sensors, geospatial technologies, and real-time data processing to enhance decision-making. These systems improve productivity, optimize r…
• Precision Agriculture with Unmanned Aerial Vehicles
  2025 · 智慧农业 · The emergence of precision agriculture addresses the growing demand for more proficient and sustainable farming methods. By harnessing advanced tools like unmanned aerial vehicles (UAVs), GPS, remote sensing, and data an…
• Dynamic approaches to precision irrigation of cotton
  2025 · 智慧农业 · Abstract Purpose Zones for spatial irrigation management are often assumed to be static, dictated by non- or slowly-changing parameters, including elevation and slope, soil depth, texture and hydraulic properties, and ot…
• Developments in controlled traffic farming (CTF) in precision agriculture
  2025 · 智慧农业 · The farm practice of controlled traffic farming as a means of reducing compaction damage to soils is described and its benefits in terms of crop and soil responses are outlined. Particular benefits are in lowering greenh…
• Developments in controlled traffic farming (CTF) in precision agriculture
  2025 · 智慧农业 · The farm practice of controlled traffic farming as a means of reducing compaction damage to soils is described and its benefits in terms of crop and soil responses are outlined. Particular benefits are in lowering greenh…
• Precision Agriculture Advisor
  2024 · 智慧农业 · Abstract An AI-driven system revolutionizing crop selection and yield prediction in modern agriculture. By leveraging AI algorithms and IoT technologies, the system provides actionable insights to farmers for informed de…
• Improving crop production using an agro-deep learning framework in precision agriculture.
  2024 · 智慧农业 · The study focuses on enhancing the effectiveness of precision agriculture through the application of deep learning technologies. Precision agriculture, which aims to optimize farming practices by monitoring and adjusting…
• Application of Precision Agriculture Technologies for Sustainable Crop Production and Environmental Sustainability: A Systematic Review.
  2024 · 智慧农业 · Precision agriculture technologies (PATs) transform crop production by enabling more sustainable and efficient agricultural practices. These technologies utilize data‐driven approaches to optimize the management of crops…
• Transforming Agriculture with IoT for Precision Agriculture and Sustainable Crop Management
  2024 · 智慧农业 · The Internet of Things (IoT) technology is making a radical transition in the agricultural business, resulting in the creation of precision agriculture and sustainable crop management practices. This study inspects how I…
• Advances in monitoring vineyard with multiscale and multiplatform data for precision agriculture systems
  2024 · 智慧农业 · Within a vineyard, the variation in plant water status is intricately tied to the spatial variability of the soil, where the physical attributes of the soil govern the processes shaping the soil water balance. As the soi…

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