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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…

系统与控制 · 电气工程与系统科学 2025-03-21 Cangqing Wang , Jiangchuan Gong

The rising availability of large volume data, along with increasing computing power, has enabled a wide application of statistical Machine Learning (ML) algorithms in the domains of Cyber-Physical Systems (CPS), Internet of Things (IoT) and…

信号处理 · 电气工程与系统科学 2020-11-30 Yongchao Huang , Hugh Miles , Pengfei Zhang

Quantifying organism-level phenotypes, such as growth dynamics and biomass accumulation, is fundamental to understanding agronomic traits and optimizing crop production. However, quality growing data of plants at scale is difficult to…

定量方法 · 定量生物学 2025-07-10 Adam J Riesselman , Evan M Cofer , Therese LaRue , Wim Meeussen

Purpose: Fast detection of plant stress is key to plant phenotyping, precision agriculture, and automated crop management. In particular, efficient irrigation management requires early identification of water stress to optimize resource use…

机器学习 · 计算机科学 2026-05-01 Eduard Buss , Till Aust , Heiko Hamann

In response to the burgeoning global demand for seafood and the challenges of managing fish farms, we introduce an innovative IoT based environmental control system that integrates sensor technology and advanced machine learning decision…

信号处理 · 电气工程与系统科学 2023-11-09 D. Dhinakaran , S. Gopalakrishnan , M. D. Manigandan , T. P. Anish

This study focused on the development of a smart greenhouse system for hydroponic gardens with the adaptation of the Internet of Things and monitored through mobile as one of the solutions towards the negative effects of the worlds booming…

系统与控制 · 电气工程与系统科学 2023-05-03 Arcel Christian H. Austria , John Simon Fabros , Kurt Russel G. Sumilang , Jocelyn Bernardino , Anabella C. Doctor

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…

The increasing global demand for sustainable agriculture necessitates intelligent monitoring systems that optimize resource utilization and plant health management. Traditional farming methods rely on manual observation and periodic…

计算机视觉与模式识别 · 计算机科学 2026-01-23 Abdul Hasib , A. S. M. Ahsanul Sarkar Akib

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…

In this paper we propose a robotic system for Irrigation Water Management (IWM) in a structured robotic greenhouse environment. A commercially available robotic manipulator is equipped with an RGB-D camera and a soil moisture sensor. The…

机器人学 · 计算机科学 2022-01-20 Marsela Polic , Marko Car , Jelena Tabak , Matko Orsag

This study introduces a framework for forecasting soil nitrogen content, leveraging multi-modal data, including multi-sensor remote sensing images and advanced machine learning methods. We integrate the Land Use/Land Cover Area Frame Survey…

信息检索 · 计算机科学 2024-06-17 Weiying Zhao , Ganzorig Chuluunbat , Aleksei Unagaev , Natalia Efremova

Accurate weed management is essential for mitigating significant crop yield losses, necessitating effective weed suppression strategies in agricultural systems. Integrating cover crops (CC) offers multiple benefits, including soil erosion…

机器人学 · 计算机科学 2025-06-30 Joe Johnson , Phanender Chalasani , Arnav Shah , Ram L. Ray , Muthukumar Bagavathiannan

Microfarming and urban computing have evolved as two distinct sustainability pillars of urban living today. In this paper, we combine these two concepts, while majorly extending them jointly towards novel concepts of smart microfarming and…

网络与互联网体系结构 · 计算机科学 2024-11-14 Marla Grunewald , Mounir Bensalem , Jasenka Dizdarević , Admela Jukan

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…

机器学习 · 计算机科学 2019-12-03 Tinghao Zhang , Jingxu Li , Jingfeng Li , Ling Wang , Feng Li , Jie Liu

Efficient greenhouse management is essential for sustainable food production, but the high energy demand for climate regulation poses significant economic and environmental challenges. While traditional process-based greenhouse models…

系统与控制 · 电气工程与系统科学 2026-02-05 Soumo Emmanuel Arnaud , Marcello Calisti , Athanasios Polydoros

Future food security is a major concern of the 21st century with the growing global population and climate changes. In addressing these challenges, protected cropping ensures food production year-round and increases crop production per land…

计算工程、金融与科学 · 计算机科学 2024-01-26 Namal Jayasuriya , Yi Guo , Wen Hu , Oula Ghannoum

The inclusion of Internet of Things (IoT) devices is growing rapidly in all application domains. Smart Farming supports devices connected, and with the support of Internet, cloud or edge computing infrastructure provide remote control of…

密码学与安全 · 计算机科学 2021-11-02 Mary Adkisson , Jeffrey C Kimmel , Maanak Gupta , Mahmoud Abdelsalam

Technologies related to the Internet of Things (IoT) have seen remarkable growth in recent years. This has facilitated, among many other reasons, that monitoring systems have spread in many everyday areas, including both industry and the…

系统与控制 · 电气工程与系统科学 2024-02-08 Javier Bilbao , Eugenio Bravo , Olatz Garcia , Carolina Rebollar

To improve crop forecasting and provide farmers with actionable data-driven insights, we propose a novel approach integrating IoT, machine learning, and blockchain technologies. Using IoT, real-time data from sensor networks continuously…

机器学习 · 计算机科学 2025-05-05 Najmus Sakib Sizan , Md. Abu Layek , Khondokar Fida Hasan

Agricultural production is highly dependent on naturally occurring environmental conditions like change of seasons and the weather. Especially in fruit and wine growing, late frosts occurring shortly after the crops have sprouted have the…

计算机与社会 · 计算机科学 2023-10-30 Thomas Ederer , Martin Ivancsits , Igor Ivkić
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