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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…

Computers and Society · Computer Science 2023-10-30 Thomas Ederer , Martin Ivancsits , Igor Ivkić

With the world population rapidly increasing, transforming our agrifood systems to be more productive, efficient, safe, and sustainable is crucial to mitigate potential food shortages. Recently, artificial intelligence (AI) techniques such…

Artificial Intelligence · Computer Science 2024-09-27 Tao Chen , Liang Lv , Di Wang , Jing Zhang , Yue Yang , Zeyang Zhao , Chen Wang , Xiaowei Guo , Hao Chen , Qingye Wang , Yufei Xu , Qiming Zhang , Bo Du , Liangpei Zhang , Dacheng Tao

Today, crop diversification in agriculture is a critical issue to meet the increasing demand for food and improve food safety and quality. This issue is considered to be the most important challenge for the next generation of agriculture…

Machine Learning · Computer Science 2024-12-24 Ozlem Turgut , Ibrahim Kok , Suat Ozdemir

The potential of agricultural data (AgData) to drive efficiency and sustainability is stifled by the "AgData Paradox": a pervasive lack of trust and interoperability that locks data in silos, despite its recognized value. This paper…

Computers and Society · Computer Science 2025-11-11 Ivan Bergier

Agricultural monitoring is critical for ensuring food security, maintaining sustainable farming practices, informing policies on mitigating food shortage, and managing greenhouse gas emissions. Traditional process-based physical models are…

Machine Learning · Computer Science 2025-05-14 Qi Cheng , Licheng Liu , Yao Zhang , Mu Hong , Shiyuan Luo , Zhenong Jin , Yiqun Xie , Xiaowei Jia

By 2050, it is predicted that there will be 9 billion people on the planet, which will call for more production, lower costs, and the preservation of natural resources. It is anticipated that atypical occurrences and climate change will…

Human-Computer Interaction · Computer Science 2024-01-02 Emmanuel Kojo Gyamfi , Zag ElSayed , Jess Kropczynski , Mustapha Awinsongya Yakubu , Nelly Elsayed

Monitoring the health and vigor of grasslands is vital for informing management decisions to optimize rotational grazing in agriculture applications. To take advantage of forage resources and improve land productivity, we require knowledge…

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…

Networking and Internet Architecture · Computer Science 2024-11-14 Marla Grunewald , Mounir Bensalem , Jasenka Dizdarević , Admela Jukan

Aquaculture is a big marine industry and contributes to securing global food demands. Underwater vehicles such as remotely operated vehicles (ROVs) are commonly used for inspection, maintenance, and intervention (IMR) tasks in fish farms.…

Robotics · Computer Science 2024-04-22 Herman B. Amundsen , Marios Xanthidis , Martin Føre , Sveinung J. Ohrem , Eleni Kelasidi

We introduce WOFOSTGym, a novel crop simulation environment designed to train reinforcement learning (RL) agents to optimize agromanagement decisions for annual and perennial crops in single and multi-farm settings. Effective crop…

Artificial Intelligence · Computer Science 2025-02-28 William Solow , Sandhya Saisubramanian , Alan Fern

Crops, fisheries and livestock form the backbone of global food production, essential to feed the ever-growing global population. However, these sectors face considerable challenges, including climate variability, resource limitations, and…

Computer Vision and Pattern Recognition · Computer Science 2026-05-06 Umair Nawaz , Muhammad Zaigham Zaheer , Ufaq Khan , Fahad Shahbaz Khan , Hisham Cholakkal , Salman Khan , Rao Muhammad Anwer

This paper provides an overview of how recent advances in machine learning and the availability of data from earth observing satellites can dramatically improve our ability to automatically map croplands over long period and over large…

Computer Vision and Pattern Recognition · Computer Science 2019-04-10 Xiaowei Jia , Ankush Khandelwal , Vipin Kumar

Automating tasks in outdoor agricultural fields poses significant challenges due to environmental variability, unstructured terrain, and diverse crop characteristics. We present a robotic system for autonomous pepper harvesting designed to…

Robotics · Computer Science 2024-11-18 Chung Hee Kim , Abhisesh Silwal , George Kantor

In recent years, the drive of the Industry 4.0 initiative has enriched industrial and scientific approaches to build self-driving cars or smart factories. Agricultural applications benefit from both advances, as they are in reality mobile…

Robotics · Computer Science 2018-05-23 Timo Korthals , Mikkel Kragh , Peter Christiansen , Ulrich Rückert

Urban gardening is widely recognized for its numerous health and environmental benefits. However, the lack of suitable garden spaces, demanding daily schedules and limited gardening expertise present major roadblocks for citizens looking to…

Human-Computer Interaction · Computer Science 2025-02-27 Albin Zeqiri , Julian Britten , Clara Schramm , Pascal Jansen , Michael Rietzler , Enrico Rukzio

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

Organizational leaders are being asked to make high-stakes decisions about AI deployment without dependable evidence of what these systems actually do in the environments they oversee. The predominant AI evaluation ecosystem yields scalable…

Computers and Society · Computer Science 2026-03-31 Reva Schwartz , Gabriella Waters

Digital twins can transform agricultural production systems and supply chains, curbing greenhouse gas emissions, food waste and malnutrition. However, the potential of these advanced virtualization technologies is yet to be realized. Here,…

Computers and Society · Computer Science 2022-08-18 Asaf Tzachor , Catherine E. Richards , Scott Jeen

Big streams of Earth images from satellites or other platforms (e.g., drones and mobile phones) are becoming increasingly available at low or no cost and with enhanced spatial and temporal resolution. This thesis recognizes the…

Machine Learning · Computer Science 2022-11-24 Vasileios Sitokonstantinou

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