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GeneTech 知识引擎共收录 2952 篇相关科研实体，横跨 29 个垂直领域。数据来自 OpenAlex、arXiv、Crossref、PubMed、Europe PMC 等公开学术源，全部可溯源到原文。

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代表性文献（按质量分排序，前 60 条）

• Intelligent Service Chain Orchestration and Resource Allocation in End-Edge Collaborative IIoT Using Multi-Agent Proximal Policy Optimization.
  2026 · AI Agent 生态 · The massive heterogeneous data streams and stringent low-latency requirements in the Industrial Internet of Things (IIoT) pose new challenges for edge network resource management. This paper addresses the joint optimizat…
• 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…
• Transforming Agriculture with Cyber-Physical Systems: An Insight into Future Smart Farming
  2026 · 智慧农业 · Agriculture is going through transformations by leveraging the advancements in technological practices including the implementation of Cyber-physical systems (CPS), a centralized system encompassing highly integrated com…
• An Innovative Process Chain for Precision Agriculture Services
  2025 · 智慧农业 · In this research, an innovative design is set up for regular provision of precision agriculture services, within the framework of fertilization consultancy. The central node of the chain is a geographic information syste…
• Autonomous Security Orchestration for Cloud-Native Environments Using Multi-Agent Systems
  2026 · AI Agent 生态 · With cloud-native settings becoming more complicated due to microservices and using multiple clouds, organizations now need security solutions that can work smartly, independently and grow as needed. This paper introduce…
• AI NEXUS 910+: A MULTI-AGENT ORCHESTRATED UNIFIED AI TOOL PLATFORM WITH WORKFLOW AUTOMATION
  2026 · AI Agent 生态 · There are now a large number of specialized AI technologies, used in silos to create fragmented workflows with high operational overhead. Content generation, analytics, automation, communication organizations and individ…
• AI Infrastructure: From Gigastructure to Edge Intelligence with Multi-Agent Systems
  2026 · AI Agent 生态 · The rise of generative AI and LLMs is reshaping the global landscape of computational infrastructures. Massive investments in hardware and software are required, raising pressing questions about technological monopolies,…
• Industrial Multi-AI Agent Collaborative System based on Large-Small Model Fusion and Retrieval-Augmented Generation
  2026 · AI Agent 生态 · With the rapid advancement of intelligent manufacturing, industrial systems generate vast amounts of unstructured data, yet face significant challenges in data utilization, knowledge retrieval accuracy, decision-making e…
• A Hierarchical Multi-Agent Deep Reinforcement Learning Framework for Resilient and QoS-Aware Resource Orchestration in SDN-Enabled Fog-Edge Computing with Lyapunov and Primal-Dual Optimization
  2026 · AI Agent 生态 · The emergence of latency-critical and computationally intensive applications-such as autonomous driving, industrial digital twins, remote surgery, and immersive multimedia-has exposed the inadequacy of conventional cloud…
• HARMONIC: Hierarchical Adaptive Resilience via Multi-agent Orchestration in Networked Intelligent Computing for SDN-Enhanced Fog-Edge Systems
  2026 · AI Agent 生态 · The rapid proliferation of ultra-low-latency distributed services-ranging from autonomous driving and industrial metaverse to real-time telemedicine-has exposed critical shortcomings in conventional cloud-centric resourc…
• 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…
• An Integrated Federated Learning and Blockchain Architecture for Model Adoption in Precision Livestock Systems
  2026 · 智慧农业 · Federated learning (FL) deployments in agricultural environments face two critical challenges, such as intermittent connectivity in rural areas and the lack of transparent governance of shared models. This paper proposes…
• 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…
• Solar-Powered NPK Detection System for Precision Agriculture
  2026 · 智慧农业 · This paper presents a low cost solar powered NPK detection system for real time soil nutrient monitoring in precision agriculture. The prototype combines an ion selective electrochemical NPK sensor, an Arduino Nano micro…
• A Hailo-Accelerated System for Precision Agriculture: Real-Time on-Board YOLO Inference on a Drone Platform
  2026 · 智慧农业 · Precision agriculture demands real-time solutions for detecting pests and nutritional deficiencies, a task where cloud-based systems falter due to latency and connectivity issues in rural settings. This paper introduces …
• 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…
• 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…
• A Scalable IoT and Fuzzy Logic based approach for Precision Agriculture in Greenhouses
  2026 · 智慧农业 · To meet the increasing demand for high-quality agricultural products, greenhouses offer a controlled environment that optimizes crop growth. This research aims to design an Internet of Things (IoT) based fuzzy logic cont…
• 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…
• Developments in precision pasture management systems
  2026 · 智慧农业 · Pasture management is an important aspect of dairy farming, making up a significant portion of the dairy cow diet in many countries. Where grazing is the primary feed source, it relies on the quantity and nutritive value…
• 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…
• Precision Agriculture Practices for Crop Yield Management with AI Models
  2026 · 智慧农业 · Advanced computational techniques have revolutionized precision agriculture by enabling information-based strategies and forecasting algorithms for optimizing crop yield. This chapter discusses the integration of artific…
• Influence of Internet of Things and Artificial Intelligence in Precision Agriculture of Coffee Crop
  2026 · 智慧农业 · The new generation of agricultural farms is based on precision agriculture. The precision agriculture promotes the adoption of advanced technologies, enhancing farm productivity, reducing operational costs, and supportin…
• Soil Moisture-Based Intelligent Irrigation System with IoT and Cloud Computing for Precision Agriculture and Water Conservation
  2026 · 智慧农业 · The modern global trend towards sustainable agricultures and efficient water resources management enforces smart irrigation systems. This study presents Soil Moisture-Based Intelligent Irrigation System based on loT sens…
• Smart Farming with IoT and AI: Enhancing Precision Agriculture through Sensor Networks
  2026 · 智慧农业 · Precision agriculture received a major transformation through the Internet of Things which introduced real-time crop health monitoring capabilities. This article provides an extensive study about smart crop monitoring sy…
• An Enhanced IoT-Based Smart Agriculture System: Future Directions in Precision Farming
  2026 · 智慧农业 · Smart agriculture, powered by the Internet of Things (IoT), has revolutionized resource optimization and crop yield enhancement. However, challenges such as latency in cloud-dependent systems, data security vulnerabiliti…
• Precision Agriculture Through IoT: Soil and Water Quality Monitoring and Crop Fertilization Guidance
  2026 · 智慧农业 · Agriculture requires the management of soil and water to increase yield and productivity with minimal environmental impact. Formers lack real time data like pH, moisture, and nutrients leads to improper irrigation and us…
• Functional modeling and parametric evaluation of components of an IoT data collection system for precision agriculture
  2026 · 智慧农业 · The article considers the development of a functional model of an automated IoT monitoring data acquisition and processing system for precision agriculture tasks using the IDEF0 structural analysis methodology. The model…
• An IoT-driven machine learning system for real-time smart crop recommendation and optimization in precision agriculture
  2026 · 智慧农业 · Agriculture is essential to global food security and sustainable development. The use of machine learning (ML) and Internet of Things (IoT) has the potential to enhance crop production and improve resource management thr…
• Predicting and Managing Crop Health Through Artificial Intelligence and IoT
  2026 · 智慧农业 · In this chapter, the author discusses the paradigm shift in modern agriculture that is motivated by the need to have sustainable food production and the use of resources efficiently through smart farming. Smart farming c…
• An Intelligent Cloud-Integrated Electronic Nose System for Non-Destructive Fruit Ripeness Monitoring in Precision Agriculture
  2026 · 智慧农业 · Precision in estimating the ripeness of fruits is critical in quality control and minimizing losses in supply chains of agricultural produce following harvesting. Conventional ripeness assessment techniques tend to be de…
• Revolutionizing Agriculture by Integrating AI, Block Chain, IOT and Cloud for Precision and Sustainable Farming
  2026 · 智慧农业 · Agriculture face several challenges such as resource inefficiency, climate variability, lack of real time monitoring, supply chain and market challenges that impact productivity, sustainability, and profitability. These …
• Solar-Powered IoT-Based Smart Farming Model (SPISFM)
  2026 · 智慧农业 · The Solar-Powered IoT-Based Smart Farming Model (SPISFM) represents an innovative solution to key agricultural inefficiencies, including excessive water consumption, high operational energy costs, and insufficient crop h…
• EDGE INTELLIGENCE FOR SMART AGRICULTURE: AN ARTIFICIAL INTELLIGENCE FRAMEWORK FOR PRECISION FARMING AND SUSTAINABLE CROP MANAGEMENT
  2026 · 智慧农业 · The rapid growth of the global population has intensified the demand for sustainable agricultural practices capable of increasing crop productivity while minimizing environmental impact. Conventional farming techniques o…
• SmartCrop Hub AI-Powered Farming, Crop Planning & Community Platform
  2026 · 智慧农业 · Agriculture continues to face challenges such as crop diseases, inefficient fertilizer usage, unpredictable weather conditions, and limited access to expert guidance. This paper introduces an AI-powered Smart Farming Ass…
• FIWARE-Powered Smart Farming: Integrating Sensor Networks for Sustainable Soil Management
  2026 · 智慧农业 · Digital transformation in agriculture addresses key challenges such as climate change, water shortages, and sustainable production. Precision agriculture technologies rely on the Internet of Things (IoT) sensor networks,…
• Digital Twin for Predictive Modelling in Smart Farming Based on Ensemble Neural Network Algorithm
  2026 · 智慧农业 · The convergence of Digital Twin (DT), Internet of Things (IoT), and Artificial Intelligence (AI) presents a transformative opportunity for precision agriculture. Although promising, the application of virtual replicas of…
• Aerophonic and Hydrophonic Systems using IoT
  2026 · 智慧农业 · This article presents an IoT-based monitoring and control system for an aeroponic garden. The proposed system is integrated with an Android application, named Aeroponics Monitor, which enables users to remotely monitor p…
• Ai-Driven Conversational Agent for Enhancing Government Schemes
  2025 · AI Agent 生态 · Chatbot is a solution to the problems citizens face in accessing government healthcare services. Combining technology with a user-oriented interface, the project allows even those with technical knowledge to easily acces…
• Agent-Based AI Approach to Security in IoT Systems Leveraging Genai
  2025 · AI Agent 生态 · Internet of Things (IoT) devices are becoming an important part of our environment - from home applications to smart city infrastructures. Therefore, secure deployment and operation of IoT-based applications is one of th…
• Multi-Operating System and Multi-Database Detection Based on Multi-Agent Reinforcement Learning in a Distributed Environment
  2025 · AI Agent 生态 · The rapid development of information technology has made multi-operating system and multi-database detection in distributed environments a focal point for academic and industrial communities. Distributed systems enhance …
• Self-Organizing Multi-Agent Collaborative Decision-Making System
  2025 · AI Agent 生态 · In the context of smart agriculture, the use of self-organizing computing systems becomes essential for optimizing monitoring and control processes. This study proposes a decision-making system based on a multi-agent arc…
• Flood Watch: A Multi-Agent System for Smarter Disaster Response
  2025 · AI Agent 生态 · Timely and coordinated flood response is often hindered by fragmented data and delayed situational awareness. This paper presents a multi-agent system (MAS) that integrates geolocated social media posts and IoT sensor da…
• 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…
• Advanced Computational Models for Precision Agriculture: Deep and Reinforcement Learning for Predictive Soil Nutrient Management
  2025 · 智慧农业 · This research introduces an advanced framework for precision agriculture that integrates deep learning (DL) with reinforcement learning (RL) for predictive soil nutrient management. By leveraging real-time data from IoT …
• An AI-Driven Framework for Precision Pest Detection and Sustainable Management in Agriculture
  2025 · 智慧农业 · This research creates a fresh artificial intelligence framework which transforms pest management practices in agriculture while emphasizing creativity and framework development. The core novelty emerges from the integrat…
• 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…
• Current and Future Perspectives on Drone-Based Computer Vision for Precision Agriculture
  2025 · 智慧农业 · In recent years, drones with computer vision systems integrated with IoT frameworks have transformed precision agriculture by enabling efficient data collection, real-time analysis, and connectivity for autonomous or sup…
• 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…
• 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…
• 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…
• Developments in precision pasture management systems
  2025 · 智慧农业 · Pasture management is an important aspect of dairy farming, making up a significant portion of the dairy cow diet in many countries. Where grazing is the primary feed source, it relies on the quantity and nutritive value…
• 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…
• Technological and Socio-Economic Challenges in the Development of Sensors for Precision Agriculture
  2025 · 智慧农业 · Field-deployable sensors play an important role in precision agriculture and are used to enable key stakeholders (farmers, agronomists, policy makers, etc.) to make informed decisions about resource management and improv…
• An AI-Driven Architecture for Precision Agriculture: IoT, Machine Learning, and Digital Twin Integration for Sustainable Crop Protection
  2025 · 智慧农业 · General efficient crop protection in olive orchards is challenged by the need for precise agrochemical application minimizing environmental impact while ensuring effective spray coverage. Conventional approaches often le…
• IoT-Based Precision Agriculture Using Smart Sensors and Cloud Computing for Crop Monitoring and Yield Optimization
  2025 · 智慧农业 · The Internet of Thingsbased precision agriculture system plans to deliver the finest agricultural productivity by giving real-time monitoring and therefore informed decisions based on data. Data from the different enviro…
• Developments in precision pasture management systems
  2025 · 智慧农业 · Pasture management is an important aspect of dairy farming, making up a significant portion of the dairy cow diet in many countries. Where grazing is the primary feed source, it relies on the quantity and nutritive value…
• IoT-Based Precision Agriculture with Integrated Security for Smart Farming
  2025 · 智慧农业 · The rapid advancement of the Internet of Things (IoT) has transformed nearly every industry, including smart farming, moving it from traditional statistical approaches to more data-driven, quantitative methods. These gro…
• Vertical Farming and Hydroponics Leveraging Smart Technologies for Urban Agriculture
  2025 · 智慧农业 · As urbanization accelerates and arable land becomes increasingly scarce, vertical farming and hydroponics have emerged as innovative solutions for sustainable food production within metropolitan environments. This chapte…
• Artificial Intelligence Technologies in Sustainable Agriculture Systems
  2025 · 智慧农业 · The increasing pressures of population growth, climate variability, and resource constraints have created an urgent need for sustainable and efficient agricultural systems. Artificial Intelligence (AI) has emerged as a t…

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