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相关论文: Revolutionizing Global Food Security: Empowering R…

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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…

With the global population increasing and arable land resources becoming increasingly limited, smart and precision agriculture have emerged as essential directions for sustainable agricultural development. Artificial intelligence (AI),…

机器学习 · 计算机科学 2025-10-15 Xing Hu , Haodong Chen , Qianqian Duan , Dawei Zhang

This paper provides a review of an emerging field in the food processing sector, referring to efficient and safe food supply chains, from farm to fork, as enabled by Artificial Intelligence (AI). Recent advances in machine and deep learning…

机器学习 · 计算机科学 2021-05-04 Ilianna Kollia , Jack Stevenson , Stefanos Kollias

Global food systems must deliver nutritious, sustainable foods while sharply reducing environmental impact. Yet, food innovation remains slow, empirical, and fragmented. Artificial intelligence (AI) offers a transformative path to link…

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…

计算机视觉与模式识别 · 计算机科学 2026-05-06 Umair Nawaz , Muhammad Zaigham Zaheer , Ufaq Khan , Fahad Shahbaz Khan , Hisham Cholakkal , Salman Khan , Rao Muhammad Anwer

Artificial Intelligence (AI) technologies have profoundly transformed the field of remote sensing, revolutionizing data collection, processing, and analysis. Traditionally reliant on manual interpretation and task-specific models, remote…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Siqi Lu , Junlin Guo , James R Zimmer-Dauphinee , Jordan M Nieusma , Xiao Wang , Parker VanValkenburgh , Steven A Wernke , Yuankai Huo

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…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Vishal Nedungadi , Xingguo Xiong , Aike Potze , Ron Van Bree , Tao Lin , Marc Rußwurm , Ioannis N. Athanasiadis

This review explores recent advancements in data fusion techniques and Transformer-based remote sensing applications in precision agriculture. Using a systematic, data-driven approach, we analyze research trends from 1994 to 2024,…

机器学习 · 计算机科学 2025-09-22 Mahdi Saki , Rasool Keshavarz , Daniel Franklin , Mehran Abolhasan , Justin Lipman , Negin Shariati

Machine learning and deep learning methods have been widely explored in understanding the chaotic behavior of the atmosphere and furthering weather forecasting. There has been increasing interest from technology companies, government…

Global food systems confront the urgent challenge of supplying sustainable, nutritious diets in the face of escalating demands. The advent of Artificial Intelligence (AI) is bringing in a personal choice revolution, wherein AI-driven…

计算机与社会 · 计算机科学 2023-11-07 Weiqing Min , Pengfei Zhou , Leyi Xu , Tao Liu , Tianhao Li , Mingyu Huang , Ying Jin , Yifan Yi , Min Wen , Shuqiang Jiang , Ramesh Jain

Artificial intelligence is accelerating a new era of food innovation, connecting data from farm to consumer to improve formulation, processing, and health outcomes. Recent advances in deep learning, natural language processing, and…

计算机与社会 · 计算机科学 2025-11-21 Xu Zhou , Ivor Prado , AIFPDS participants , Ilias Tagkopoulos

In response to the increasing global demand for food, feed, fiber, and fuel, digital agriculture is rapidly evolving to meet these demands while reducing environmental impact. This evolution involves incorporating data science, machine…

计算机与社会 · 计算机科学 2023-12-07 Ribana Roscher , Lukas Roth , Cyrill Stachniss , Achim Walter

Artificial intelligence (AI) has significantly advanced Earth sciences, yet its full potential in to comprehensively modeling Earth's complex dynamics remains unrealized. Geoscience foundation models (GFMs) emerge as a paradigm-shifting…

人工智能 · 计算机科学 2024-11-13 Hao Zhang , Jin-Jian Xu , Hong-Wei Cui , Lin Li , Yaowen Yang , Chao-Sheng Tang , Niklas Boers

With billions of people facing moderate or severe food insecurity, the resilience of the global food supply will be of increasing concern due to the effects of climate change and geopolitical events. In this paper we describe a framework to…

计算机视觉与模式识别 · 计算机科学 2024-11-12 David Willmes , Nick Krall , James Tanis , Zachary Terner , Fernando Tavares , Chris Miller , Joe Haberlin , Matt Crichton , Alexander Schlichting

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.…

人工智能 · 计算机科学 2025-05-19 Zhaoan Wang , Wonseok Jang , Bowen Ruan , Jun Wang , Shaoping Xiao

Climate change will jeopardize food security. Food security involves the robustness of the global agri-food system. This agri-food system is intricately connected to systems centering around health, economy, social-cultural diversity, and…

物理与社会 · 物理学 2023-11-16 Marcel B. J. Meinders , Jack Yang , Erik van der Linden

As global challenges of population growth, climate change, and resource scarcity intensify, the agricultural landscape is at a critical juncture. Sustainable vertical farming emerges as a transformative solution to address these challenges…

计算机与社会 · 计算机科学 2023-12-04 Hribhu Chowdhury , Debo Brata Paul Argha , Md Ashik Ahmed

As artificial intelligence (AI) continues to rapidly evolve, the realm of Earth and atmospheric sciences is increasingly adopting data-driven models, powered by progressive developments in deep learning (DL). Specifically, DL techniques are…

机器学习 · 计算机科学 2023-12-07 Shengchao Chen , Guodong Long , Jing Jiang , Dikai Liu , Chengqi Zhang

Deep learning constitutes a recent, modern technique for image processing and data analysis, with promising results and large potential. As deep learning has been successfully applied in various domains, it has recently entered also the…

机器学习 · 计算机科学 2018-08-01 Andreas Kamilaris , Francesc X. Prenafeta-Boldu

AI has been proposed as an important tool to support several efforts related to nature-based climate solutions such as the detection of wildfires that affect forests and vegetation-based offsets. While this and other use-cases provide…

机器学习 · 计算机科学 2023-12-20 Olamide Oladeji , Seyed Shahabeddin Mousavi
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