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Remote sensing has emerged as a critical tool for large-scale Earth monitoring and land management. In this paper, we introduce AgriPotential, a novel benchmark dataset composed of Sentinel-2 satellite imagery captured over multiple months.…

Computer Vision and Pattern Recognition · Computer Science 2025-12-02 Mohammad El Sakka , Caroline De Pourtales , Lotfi Chaari , Josiane Mothe

This paper presents a framework which uses computer vision algorithms to standardise images and analyse them for identifying crop diseases automatically. The tools are created to bridge the information gap between farmers, advisory call…

Computer Vision and Pattern Recognition · Computer Science 2019-12-23 Nantheera Anantrasirichai , Sion Hannuna , Nishan Canagarajah

In this research, a fully neural network based visual perception framework for autonomous apple harvesting is proposed. The proposed framework includes a multi-function neural network for fruit recognition and a Pointnet grasp estimation to…

Computer Vision and Pattern Recognition · Computer Science 2021-12-09 Hanwen Kang , Chao Chen

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…

Computational Engineering, Finance, and Science · Computer Science 2024-01-26 Namal Jayasuriya , Yi Guo , Wen Hu , Oula Ghannoum

Efficient electric heat pumps that replace fossil-fueled heating systems could significantly reduce greenhouse gas emissions. However, electric heat pumps can sharply increase electricity demand, causing high utility bills and stressing the…

Systems and Control · Electrical Eng. & Systems 2024-02-13 Elias N. Pergantis , Priyadarshan , Nadah Al Theeb , Parveen Dhillon , Jonathan P. Ore , Davide Ziviani , Eckhard A. Groll , Kevin J. Kircher

Nowadays, many vegetables are grown insidegreenhouses in which environment is controlled and nutrition can be supplied through water supply using electrical pump, namely fertigation. Dosage of nutrition in water for many vegetable plants…

Other Computer Science · Computer Science 2013-03-11 Usman Ahmad , Dewa Made Subrata , Chusnul Arif

Indoor gardening within sustainable buildings offers a transformative solution to urban food security and environmental sustainability. By 2030, urban farming, including Controlled Environment Agriculture (CEA) and vertical farming, is…

Computer Vision and Pattern Recognition · Computer Science 2025-03-31 Seyed Hamidreza Nabaei , Zeyang Zheng , Dong Chen , Arsalan Heydarian

Use of commercial growth chambers for study of biological processes involved in biomass growth and production pose certain limitations on the nature of studies that can be performed in them. Optimization of biomass rearing and production…

Quantitative Methods · Quantitative Biology 2020-04-16 Murali Padmanabha , Stefan Streif

This paper presents a new active power control algorithm designed to maximize the power reserve of the individual turbines in a farm, in order to improve the tracking accuracy of a power reference signal. The control architecture is based…

Fluid Dynamics · Physics 2023-07-11 Simone Tamaro , Carlo L. Bottasso

Plant factories with artificial light are widely researched for food production in a controlled environment. For such control tasks, models of the energy and resource exchange in the production unit as well as those of the plant's growth…

Systems and Control · Electrical Eng. & Systems 2020-06-15 Murali Padmanabha , Lukas Beckenbach , Stefan Streif

Automatic monitoring of tree plantations plays a crucial role in agriculture. Flawless monitoring of tree health helps farmers make informed decisions regarding their management by taking appropriate action. Use of drone images for…

Computer Vision and Pattern Recognition · Computer Science 2025-02-13 Yashwanth Karumanchi , Gudala Laxmi Prasanna , Snehasis Mukherjee , Nagesh Kolagani

In this work we propose a software platform for the collection, visualization, management and analysis of heterogeneous and multisource data for soil characteristics estimation. The platform is designed in such a way that it can easily…

Computers and Society · Computer Science 2022-11-14 Flavio Piccoli , Simone Locatelli , Paolo Napoletano , Raimondo Schettini

Small robots that can operate under the plant canopy can enable new possibilities in agriculture. However, unlike larger autonomous tractors, autonomous navigation for such under canopy robots remains an open challenge because Global…

As global demand for efficiency in agriculture rises, there is a growing interest in high-precision farming practices. Particularly greenhouses play a critical role in ensuring a year-round supply of fresh produce. In order to maximize…

Optimization and Control · Mathematics 2023-08-14 Michael Fink , Annalena Daniels , Cheng Qian , Víctor Martínez Velásquez , Sahil Salotra , Dirk Wollherr

Controlled Environment Agriculture (CEA) demands precise, adaptive climate management across distributed infrastructure. This paper presents IOGRUCloud, a scalable three-tier IoT platform that integrates AI-driven control with edge…

Systems and Control · Electrical Eng. & Systems 2026-04-10 Andrii Vakhnovskyi

Small-scale farming communities are disproportionately affected by water scarcity, erratic climate patterns, and a lack of access to advanced, affordable agricultural technologies. To address these challenges, this paper presents a novel,…

Machine Learning · Computer Science 2026-01-21 Kamogelo Taueatsoala , Caitlyn Daniels , Angelina J. Ramsunar , Petrus Bronkhorst , Absalom E. Ezugwu

To address the limitations inherent to conventional automated harvesting robots specifically their suboptimal success rates and risk of crop damage, we design a novel bot named AHPPEBot which is capable of autonomous harvesting based on…

Robotics · Computer Science 2024-05-14 Xingxu Li , Nan Ma , Yiheng Han , Shun Yang , Siyi Zheng

Accurate soil mapping is critical for a highly-automated agricultural vehicle to successfully accomplish important tasks including seeding, ploughing, fertilising and controlled traffic, with limited human supervision, ensuring at the same…

Robotics · Computer Science 2021-04-13 Annalisa Milella , Giulio Reina , Michael Nielsen

Aquaculture involves cultivating marine and freshwater organisms, with real-time monitoring of aquatic parameters being crucial in fish farming. This thesis proposes an IoT-based framework using sensors and Arduino for efficient monitoring…

Machine Learning · Computer Science 2025-01-22 Md. Monirul Islam

This work deals with the portability of greenhouse models, as we believe that this is a challenge to their practical usage in control strategies under production conditions. We address this task by means of adaptive neural networks, which…

Other Computer Science · Computer Science 2019-08-13 Luis Miranda , Guido Schillaci
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