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In order to provide the agricultural industry with the infrastructure it needs to take advantage of advanced technology, such as big data, the cloud, and the internet of things (IoT); smart farming is a management concept that focuses on…

Artificial Intelligence · Computer Science 2021-12-24 Bikram Pratim Bhuyan , Ravi Tomar , Maanak Gupta , Amar Ramdane-Cherif

The agricultural sector increasingly relies on autonomous systems that operate in complex and variable environments. Unlike on-road applications, agricultural automation integrates driving and working processes, each of which imposes…

Robotics · Computer Science 2025-11-11 Mirco Felske , Jannik Redenius , Georg Happich , Julius Schöning

Detecting opportunities and threats from massive text data is a challenging task for most. Traditionally, companies would rely mainly on structured data to detect and predict risks, losing a huge amount of information that could be…

Computation and Language · Computer Science 2022-11-24 Hasna Najmi , Mounia Mikram , Maryem Rhanoui , Siham Yousfi

In this paper, we propose a framework of knowledge for an agriculture ontology which can be used for the purpose of smart agriculture systems. This ontology not only includes basic concepts in the agricultural domain but also contains…

Information Retrieval · Computer Science 2018-11-19 Quoc Hung Ngo , Nhien-An Le-Khac , Tahar Kechadi

Despite rapid advances in multimodal large language models, agricultural applications remain constrained by the lack of multilingual speech data, unified multimodal architectures, and comprehensive evaluation benchmarks. To address these…

Computation and Language · Computer Science 2025-12-12 Bo Yang , Lanfei Feng , Yunkui Chen , Yu Zhang , Jianyu Zhang , Xiao Xu , Nueraili Aierken , Shijian Li

Sustainable agricultural production aligns with several sustainability goals established by the United Nations (UN). However, there is a lack of studies that comprehensively examine sustainable agricultural practices across various products…

The 'trust deficit' in online fruit and vegetable e-commerce stems from the inability of digital transactions to provide direct sensory perception of product quality. This paper constructs a 'Trust Pyramid' model through 'dual-source…

Computer Vision and Pattern Recognition · Computer Science 2025-10-03 Jianfei Xie , Ziyang Li

Data-driven agriculture, which integrates technology and data into agricultural practices, has the potential to improve crop yield, disease resilience, and long-term soil health. However, privacy concerns, such as adverse pricing,…

Cryptography and Security · Computer Science 2025-06-27 Osama Zafar , Rosemarie Santa González , Mina Namazi , Alfonso Morales , Erman Ayday

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

The growing demand for innovation in agriculture is essential for food security worldwide and more implicit in developing countries. With growing demand comes a reduction in rapid development time. Data collection and analysis are essential…

Robotics · Computer Science 2025-04-15 Saail Narvekar , Soofiyan Atar , Vishal Gupta , Lohit Penubaku , Kavi Arya

Modern agriculture faces grand challenges to meet increased demands for food, fuel, feed, and fiber with population growth under the constraints of climate change and dwindling natural resources. Data innovation is urgently required to…

Databases · Computer Science 2024-01-26 Yu Pan , Jianxin Sun , Hongfeng Yu , Geng Bai , Yufeng Ge , Joe Luck , Tala Awada

Precision agriculture, enhanced by artificial intelligence (AI), offers promising tools such as remote sensing, intelligent irrigation, fertilization management, and crop simulation to improve agricultural efficiency and sustainability.…

Artificial Intelligence · Computer Science 2025-05-19 Zhaoan Wang , Wonseok Jang , Bowen Ruan , Jun Wang , Shaoping Xiao

An ontology is a formal representation of domain knowledge, which can be interpreted by machines. In recent years, ontologies have become a major tool for domain knowledge representation and a core component of many knowledge management…

Artificial Intelligence · Computer Science 2019-06-27 Anat Goldstein , Lior Fink , Gilad Ravid

Over the last several decades, there has been rapid growth in the number and scope of agricultural genetics, genomics and breeding (GGB) databases and resources. The AgBioData Consortium (https://www.agbiodata.org/) currently represents 44…

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

The convergence of artificial intelligence, cyber-physical systems, and cross-enterprise data ecosystems has propelled industrial intelligence to unprecedented scales. Yet, the absence of a unified trust foundation across data, services,…

Computational Engineering, Finance, and Science · Computer Science 2026-01-09 Hailiang Zhao , Ziqi Wang , Daojiang Hu , Zhiwei Ling , Wenzhuo Qian , Jiahui Zhai , Yuhao Yang , Zhipeng Gao , Mingyi Liu , Kai Di , Xinkui Zhao , Zhongjie Wang , Jianwei Yin , MengChu Zhou , Shuiguang Deng

The accelerating adoption of large language models, retrieval-augmented generation pipelines, and multi-agent AI workflows has created a structural governance crisis. Organizations cannot govern what they cannot see, and existing compliance…

Scientific data management is at a critical juncture, driven by exponential data growth, increasing cross-domain dependencies, and a severe reproducibility crisis in modern research. Traditional centralized data management approaches are…

Databases · Computer Science 2025-04-30 Sebastian Beyvers , Jannis Hochmuth , Lukas Brehm , Maria Hansen , Alexander Goesmann , Frank Förster

The Internet of Things (IoT) has revolutionized various applications including agriculture, but it still faces challenges in data collection and understanding. This paper proposes a real-time framework with three additional semantic layers…

Artificial Intelligence · Computer Science 2025-10-08 Mohamed El-Dosuky

Data sharing remains a major hindering factor when it comes to adopting emerging AI technologies in general, but particularly in the agri-food sector. Protectiveness of data is natural in this setting; data is a precious commodity for data…

Machine Learning · Computer Science 2023-05-09 Aiden Durrant , Milan Markovic , David Matthews , David May , Jessica Enright , Georgios Leontidis
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