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Accurate crop mapping fundamentally relies on modeling multi-scale spatiotemporal patterns, where spatial scales range from individual field textures to landscape-level context, and temporal scales capture both short-term phenological…

Computer Vision and Pattern Recognition · Computer Science 2026-01-16 Wenyuan Li , Shunlin Liang , Keyan Chen , Yongzhe Chen , Han Ma , Jianglei Xu , Yichuan Ma , Shikang Guan , Husheng Fang , Zhenwei Shi

This study endeavors to conceptualize and execute a sophisticated agricultural greenhouse control system grounded in the amalgamation of the Internet of Things (IoT) and machine learning. Through meticulous monitoring of intrinsic…

Systems and Control · Electrical Eng. & Systems 2025-03-21 Cangqing Wang , Jiangchuan Gong

This article treats the issue of remote monitoring and control of greenhouse environment through a distributed system that interconnects several subsystems. Thus, a wireless data acquisition subsystem, a fully automated subsystem made of…

Computers and Society · Computer Science 2017-03-22 Alexandru Dumitraşcu , Dan Ştefănoiu , Janetta Culiţă , Ionut Tomiţa

Autonomous navigation is a pre-requisite for field robots to carry out precision agriculture tasks. Typically, a robot has to navigate through a whole crop field several times during a season for monitoring the plants, for applying…

Robotics · Computer Science 2019-09-30 Alireza Ahmadi , Lorenzo Nardi , Nived Chebrolu , Cyrill Stachniss

Digital agriculture is transforming the way we grow food by utilizing technology to make farming more efficient, sustainable, and productive. This modern approach to agriculture generates a wealth of valuable data that could help address…

Cryptography and Security · Computer Science 2025-11-21 Osama Zafar , Rosemarie Santa González , Alfonso Morales , Erman Ayday

Greenhouse environment is the key to influence crops production. However, it is difficult for classical control methods to give precise environment setpoints, such as temperature, humidity, light intensity and carbon dioxide concentration…

Machine Learning · Computer Science 2019-12-03 Tinghao Zhang , Jingxu Li , Jingfeng Li , Ling Wang , Feng Li , Jie Liu

For mobile robots to be effectively applied to real world unstructured environments -- such as large scale farming -- they require the ability to generate adaptive plans that account both for limited onboard resources, and the presence of…

Robotics · Computer Science 2021-05-25 Stuart Eiffert , Nathan D. Wallace , He Kong , Navid Pirmarzdashti , Salah Sukkarieh

Modern agriculture is constantly evolving to increase production despite unfavorable environmental conditions. A promising approach is 'greenhouse cultivation' providing a microclimate to the cultivated plants to overcome unfavorable…

Robotics · Computer Science 2022-06-16 Ruchita Bhadre , Prathamesh Yeole

Agriculture is the foundation of human civilization. However, the rapid increase of the global population poses a challenge on this cornerstone by demanding more food. Modern autonomous greenhouses, equipped with sensors and actuators,…

Artificial Intelligence · Computer Science 2022-03-15 Xiaoyan Cao , Yao Yao , Lanqing Li , Wanpeng Zhang , Zhicheng An , Zhong Zhang , Li Xiao , Shihui Guo , Xiaoyu Cao , Meihong Wu , Dijun Luo

Mobile robots operating in agroindustrial environments, such as Mediterranean greenhouses, are subject to challenging conditions, including uneven terrain, variable friction, payload changes, and terrain slopes, all of which significantly…

Due to the high efficiency and less weather dependency, autonomous greenhouses provide an ideal solution to meet the increasing demand for fresh food. However, managers are faced with some challenges in finding appropriate control…

Artificial Intelligence · Computer Science 2021-10-20 Wanpeng Zhang , Xiaoyan Cao , Yao Yao , Zhicheng An , Xi Xiao , Dijun Luo

Advances in AI and Robotics have accelerated significant initiatives in agriculture, particularly in the areas of robot navigation and 3D digital twin creation. A significant bottleneck impeding this progress is the critical lack of…

Controlling environmental conditions and monitoring plant status in greenhouses is critical to promptly making appropriate management decisions aimed at promoting crop production. The primary objective of this research study was to develop…

Artificial Intelligence · Computer Science 2025-09-17 Mohammadreza Narimani , Ali Hajiahmad , Ali Moghimi , Reza Alimardani , Shahin Rafiee , Amir Hossein Mirzabe

The global agricultural sector is undergoing a transformative shift, driven by increasing food demands, climate variability and the need for sustainable practices. SUSTAINABLE is a smart farming platform designed to integrate IoT, AI,…

Food security remains a global concern as population grows and climate change intensifies, demanding innovative solutions for sustainable agricultural productivity. Recent advances in foundation models have demonstrated remarkable…

Computer Vision and Pattern Recognition · Computer Science 2025-07-29 Vishal Nedungadi , Xingguo Xiong , Aike Potze , Ron Van Bree , Tao Lin , Marc Rußwurm , Ioannis N. Athanasiadis

Achieving long term autonomy of robots operating in dynamic environments such as farms remains a significant challenge. Arguably, the most demanding factors to achieve this are the on-board resource constraints such as energy, planning in…

Robotics · Computer Science 2020-06-25 Stuart Eiffert , Nathan D. Wallace , He Kong , Navid Pirmarzdashti , Salah Sukkarieh

Simulating greenhouse environments is critical for developing and evaluating robotic systems for agriculture, yet existing approaches rely on simplistic or synthetic assets that limit simulation-to-real transfer. Recent advances in radiance…

Robotics · Computer Science 2025-10-03 Diram Tabaa , Gianni Di Caro

This work presents AgroTrack, a LoRa-based IoT framework for remote livestock monitoring in smart agriculture. The system is designed for low-power, long-range communication and supports real-time tracking and basic health assessment of…

Human-Computer Interaction · Computer Science 2025-10-10 Hitesh Mohapatra

Unmanned Ground Vehicles (UGVs) are emerging as a crucial tool in the world of precision agriculture. The combination of UGVs with machine learning allows us to find solutions for a range of complex agricultural problems. This research…

Machine Learning · Computer Science 2025-05-05 Simar Ghumman , Fabio Di Troia , William Andreopoulos , Mark Stamp , Sanjit Rai

The agricultural sector is undergoing a transformation with the integration of advanced technologies, particularly in data-driven decision-making. This work proposes a federated learning framework for smart farming, aiming to develop a…

Machine Learning · Computer Science 2025-09-17 Ritesh Janga , Rushit Dave
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