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1,694 Results Found

  • Review
  • Open Access
12 Citations
6,763 Views
15 Pages

1 November 2023

According to the Food and Agriculture Organization, the world’s food production needs to increase by 70 percent by 2050 to feed the growing population. However, the EU agricultural workforce has declined by 35% over the last decade, and 54% of...

  • Proceeding Paper
  • Open Access
5 Citations
2,055 Views
5 Pages

Integrating Ambient Intelligence Technologies for Empowering Agriculture

  • Christos Stratakis,
  • Nikolaos Menelaos Stivaktakis,
  • Manousos Bouloukakis,
  • Asterios Leonidis,
  • Maria Doxastaki,
  • George Kapnas,
  • Theodoros Evdaimon,
  • Maria Korozi,
  • Evangelos Kalligiannakis and
  • Constantine Stephanidis

This work blends the domain of Precision Agriculture with the prevalent paradigm of Ambient Intelligence, so as to enhance the interaction between farmers and Intelligent Environments, and support their various daily agricultural activities, aspiring...

  • Review
  • Open Access
1,774 Views
41 Pages

Research Status and Development Trends of Artificial Intelligence in Smart Agriculture

  • Chuang Ge,
  • Guangjian Zhang,
  • Yijie Wang,
  • Dandan Shao,
  • Xiangjin Song and
  • Zhaowei Wang

28 October 2025

Artificial Intelligence (AI) is a key technological enabler for the transition of agricultural production and management from experience-driven to data-driven, continuously advancing modern agriculture toward smart agriculture. This evolution ultimat...

  • Review
  • Open Access
96 Citations
54,109 Views
17 Pages

Artificial Intelligence in Agriculture: Benefits, Challenges, and Trends

  • Rosana Cavalcante de Oliveira and
  • Rogério Diogne de Souza e Silva

22 June 2023

The world’s population has reached 8 billion and is projected to reach 9.7 billion by 2050, increasing the demand for food production. Artificial intelligence (AI) technologies that optimize resources and increase productivity are vital in an e...

  • Review
  • Open Access
27 Citations
20,526 Views
36 Pages

Artificial Intelligence Tools for the Agriculture Value Chain: Status and Prospects

  • Fotis Assimakopoulos,
  • Costas Vassilakis,
  • Dionisis Margaris,
  • Konstantinos Kotis and
  • Dimitris Spiliotopoulos

7 November 2024

This article explores the transformative potential of artificial intelligence (AI) tools across the agricultural value chain, highlighting their applications, benefits, challenges, and future prospects. With global food demand projected to increase b...

  • Article
  • Open Access
55 Citations
11,863 Views
16 Pages

A Look at the Past, Present and Future Research Trends of Artificial Intelligence in Agriculture

  • José Luis Ruiz-Real,
  • Juan Uribe-Toril,
  • José Antonio Torres Arriaza and
  • Jaime de Pablo Valenciano

22 November 2020

Technification in agriculture has resulted in the inclusion of more efficient companies that have evolved into a more complex sector focused on production and quality. Artificial intelligence, one of the relevant areas of technology, is transforming...

  • Review
  • Open Access
152 Citations
13,656 Views
31 Pages

Boost Precision Agriculture with Unmanned Aerial Vehicle Remote Sensing and Edge Intelligence: A Survey

  • Jia Liu,
  • Jianjian Xiang,
  • Yongjun Jin,
  • Renhua Liu,
  • Jining Yan and
  • Lizhe Wang

30 October 2021

In recent years unmanned aerial vehicles (UAVs) have emerged as a popular and cost-effective technology to capture high spatial and temporal resolution remote sensing (RS) images for a wide range of precision agriculture applications, which can help...

  • Article
  • Open Access
7 Citations
3,980 Views
20 Pages

Integrating Artificial Intelligence in the Sustainable Development of Agriculture: Applications and Challenges in the Resource-Based Theory Approach

  • Monica Aureliana Petcu,
  • Maria-Iulia Sobolevschi-David,
  • Stefania Cristina Curea and
  • Dumitru Florin Moise

21 November 2024

In the electronics sector, artificial intelligence (AI) has grown into a disruptive force that is changing how humans engage with technology and creating new opportunities. AI is expanding the capabilities of electronic devices, granting them higher...

  • Article
  • Open Access
222 Citations
21,112 Views
14 Pages

Data-Driven Artificial Intelligence Applications for Sustainable Precision Agriculture

  • Maria Teresa Linaza,
  • Jorge Posada,
  • Jürgen Bund,
  • Peter Eisert,
  • Marco Quartulli,
  • Jürgen Döllner,
  • Alain Pagani,
  • Igor G. Olaizola,
  • Andre Barriguinha and
  • Theocharis Moysiadis
  • + 1 author

17 June 2021

One of the main challenges for the implementation of artificial intelligence (AI) in agriculture includes the low replicability and the corresponding difficulty in systematic data gathering, as no two fields are exactly alike. Therefore, the comparis...

  • Article
  • Open Access
1,333 Views
27 Pages

4 October 2025

Artificial Intelligence (AI) holds significant potential to enhance sustainable non-chemical agricultural methods (NCAM) by optimising resource management, automating precision farming practices, and strengthening climate resilience. However, its wid...

  • Article
  • Open Access
72 Citations
7,739 Views
15 Pages

Artificial Intelligence Approach for Tomato Detection and Mass Estimation in Precision Agriculture

  • Jaesu Lee,
  • Haseeb Nazki,
  • Jeonghyun Baek,
  • Youngsin Hong and
  • Meonghun Lee

3 November 2020

Application of computer vision and robotics in agriculture requires sufficient knowledge and understanding of the physical properties of the object of interest. Yield monitoring is an example where these properties affect the quantified estimation of...

  • Review
  • Open Access
2 Citations
3,344 Views
17 Pages

18 June 2025

Biological research and agriculture are increasingly benefiting from the use of artificial intelligence algorithms, which are becoming integral to various areas of human activity. Fundamental knowledge of the mechanisms of plant germination, growth/d...

  • Systematic Review
  • Open Access
17 Citations
14,827 Views
24 Pages

5 March 2025

Smart farming leverages Artificial Intelligence (AI) to address modern agricultural sustainability challenges. This study investigates the application of machine learning (ML), deep learning (DL), and time series analysis in agriculture through a sys...

  • Article
  • Open Access
31 Citations
4,940 Views
12 Pages

13 May 2020

Precisely measuring the work area of agriculture farm machinery is important for performing the authentication of machinery usage, better allocation of resources, measuring the effect of machinery usage on the yield, usage billing and driver’s...

  • Systematic Review
  • Open Access
13 Citations
6,021 Views
19 Pages

28 November 2023

Food production faces significant challenges, mainly due to the increase in the Earth’s population, combined with climate change. This will create extreme pressure on food industries, which will have to respond to the demand while protecting th...

  • Proceeding Paper
  • Open Access
2,594 Views
6 Pages

Agriculture Revolutionized by Artificial Intelligence: Harvesting the Future

  • Muhammad Bilal,
  • Farva Rubab,
  • Mubashir Hussain and
  • Syyed Adnan Raheel Shah

According to the United Nations FAO (Food and Agriculture Organization), the world population will expand by another 2 billion in 2050, but extra land area under cultivation will account for only 4% of the total land area at that time. In such cases,...

  • Review
  • Open Access
4 Citations
2,113 Views
34 Pages

With the growth of the global population and the increasing scarcity of arable land, traditional agricultural production is confronted with multiple challenges, such as efficiency improvement, precision operation, and sustainable development. The pro...

  • Review
  • Open Access
2 Citations
1,353 Views
25 Pages

25 September 2025

Facing global pressures such as population growth, shrinking arable land, and climate change, intelligent agriculture has emerged as a critical pathway toward sustainable and efficient agricultural production. Control algorithms serve as the core ena...

  • Article
  • Open Access
19 Citations
4,883 Views
19 Pages

Research on an Intelligent Agricultural Machinery Unmanned Driving System

  • Haoling Ren,
  • Jiangdong Wu,
  • Tianliang Lin,
  • Yu Yao and
  • Chang Liu

28 September 2023

Intelligent agricultural machinery refers to machinery that can independently complete tasks in the field, which has great significance for the transformation of agricultural modernization. However, most of the existing research on intelligent agricu...

  • Article
  • Open Access
667 Views
20 Pages

1 November 2025

In response to the dual challenge of global agricultural greening and digital transformation, it is imperative for agricultural colleges and universities in China to restructure talent cultivation models to support the development of sustainable and...

  • Review
  • Open Access
2 Citations
5,200 Views
28 Pages

With the advancement of modern agriculture, intelligent laser robots driven by deep learning have emerged as an effective solution to address the limitations of traditional weeding methods. These robots offer precise and efficient weed control, cruci...

  • Review
  • Open Access
15 Citations
2,797 Views
25 Pages

Research Status and Development Trends of Deep Reinforcement Learning in the Intelligent Transformation of Agricultural Machinery

  • Jiamuyang Zhao,
  • Shuxiang Fan,
  • Baohua Zhang,
  • Aichen Wang,
  • Liyuan Zhang and
  • Qingzhen Zhu

With the acceleration of agricultural intelligent transformation, deep reinforcement learning (DRL), leveraging its adaptive perception and decision-making capabilities in complex environments, has emerged as a pivotal technology in advancing the int...

  • Article
  • Open Access
57 Citations
7,074 Views
19 Pages

The Intelligent Path Planning System of Agricultural Robot via Reinforcement Learning

  • Jiachen Yang,
  • Jingfei Ni,
  • Yang Li,
  • Jiabao Wen and
  • Desheng Chen

7 June 2022

Agricultural robots are one of the important means to promote agricultural modernization and improve agricultural efficiency. With the development of artificial intelligence technology and the maturity of Internet of Things (IoT) technology, people p...

  • Article
  • Open Access
12 Citations
4,374 Views
23 Pages

A Survey on Intelligent Agricultural Information Handling Methodologies

  • Yorghos Voutos,
  • Phivos Mylonas,
  • John Katheniotis and
  • Anastasia Sofou

13 June 2019

The term intelligent agriculture, or smart farming, typically involves the incorporation of computer science and information technologies into the traditional notion of farming. The latter utilizes plain machinery and equipment used for many decades...

  • Article
  • Open Access
15 Citations
3,654 Views
18 Pages

27 June 2022

The advancement of society and technology has promoted the development of modern agriculture. It has become a trend to replace traditional manpower with intelligent agricultural machinery that operates independently. As the core technology of intelli...

  • Review
  • Open Access
14 Citations
20,160 Views
26 Pages

The Development of Rubber Tapping Machines in Intelligent Agriculture: A Review

  • Hui Yang,
  • Zejin Sun,
  • Junxiao Liu,
  • Zhifu Zhang and
  • Xirui Zhang

16 September 2022

In the past decade, intelligent technologies have advanced rapidly, particularly due to improvements in automatic control, which have had a significant impact on forestry, as well as animal husbandry and the future of farm management. However, the de...

  • Article
  • Open Access
934 Views
20 Pages

29 August 2025

The shift toward sustainable and efficient agricultural production has become a global imperative. Rural digital intelligence, which integrates advanced technologies into agricultural practices, emerges as a pivotal driver for advancing green transfo...

  • Article
  • Open Access
2 Citations
1,298 Views
38 Pages

CloudCropFuture: Intelligent Monitoring Platform for Greenhouse Crops with Enhanced Agricultural Vision Models

  • Ru Chen,
  • Zheren Zhu,
  • Bingbing Shen,
  • Jiusun Zeng,
  • Zeyu Yang,
  • Xiaolian Yang and
  • Le Yao

5 September 2025

Image datasets with imbalanced sampling, masking, missing and noise brought challenges to the development of an intelligent agricultural monitoring system. To tackle these issues, this paper proposes a cloud-based, multi-model integrated intelligent...

  • Systematic Review
  • Open Access
58 Citations
30,492 Views
89 Pages

IoT Solutions with Artificial Intelligence Technologies for Precision Agriculture: Definitions, Applications, Challenges, and Opportunities

  • Elisha Elikem Kofi Senoo,
  • Lia Anggraini,
  • Jacqueline Asor Kumi,
  • Luna Bunga Karolina,
  • Ebenezer Akansah,
  • Hafeez Ayo Sulyman,
  • Israel Mendonça and
  • Masayoshi Aritsugi

The global agricultural sector confronts significant obstacles such as population growth, climate change, and natural disasters, which negatively impact food production and pose a threat to food security. In response to these challenges, the integrat...

  • Feature Paper
  • Review
  • Open Access
28 Citations
8,684 Views
21 Pages

Applications of Artificial Intelligence in Fire Safety of Agricultural Structures

  • Chrysanthos Maraveas,
  • Dimitrios Loukatos,
  • Thomas Bartzanas and
  • Konstantinos G. Arvanitis

22 August 2021

Artificial intelligence applications in fire safety of agricultural structures have practical economic and technological benefits on commercial agriculture. The FAO estimates that wildfires result in at least USD 1 billion in agriculture-related loss...

  • Review
  • Open Access
27 Citations
10,123 Views
23 Pages

29 October 2020

The objective of this article is to review how Artificial Intelligence (AI) tools have helped the process of formulating agricultural public policies in the world. For this, a search process was carried out in the main scientific repositories finding...

  • Review
  • Open Access
1,693 Views
31 Pages

Fusion of Robotics, AI, and Thermal Imaging Technologies for Intelligent Precision Agriculture Systems

  • Omar Shalash,
  • Ahmed Emad,
  • Fares Fathy,
  • Abdallah Alzogby,
  • Mohamed Sallam,
  • Eslam Naser,
  • Mohamed El-Sayed and
  • Esraa Khatab

8 November 2025

The world population is expected to grow to over 10 billion by 2050 and therefore impose further stress on food production. Precision agriculture has become the main approach used to enhance productivity with sustainability in agricultural production...

  • Article
  • Open Access
5 Citations
2,314 Views
17 Pages

Loop closure detection plays an important role in the construction of reliable maps for intelligent agricultural machinery equipment. With the combination of convolutional neural networks (CNN), its accuracy and real-time performance are better than...

  • Article
  • Open Access
216 Citations
16,803 Views
25 Pages

Advanced UAV–WSN System for Intelligent Monitoring in Precision Agriculture

  • Dan Popescu,
  • Florin Stoican,
  • Grigore Stamatescu,
  • Loretta Ichim and
  • Cristian Dragana

3 February 2020

The growing need for food worldwide requires the development of a high-performance, high-productivity, and sustainable agriculture, which implies the introduction of new technologies into monitoring activities related to control and decision-making....

  • Article
  • Open Access
67 Citations
17,859 Views
22 Pages

Smart Weather Data Management Based on Artificial Intelligence and Big Data Analytics for Precision Agriculture

  • Chouaib El Hachimi,
  • Salwa Belaqziz,
  • Saïd Khabba,
  • Badreddine Sebbar,
  • Driss Dhiba and
  • Abdelghani Chehbouni

Smart management of weather data is an essential step toward implementing sustainability and precision in agriculture. It represents an important input for numerous tasks, such as crop growth, development, yield, and irrigation scheduling, to name a...

  • Article
  • Open Access
14 Citations
3,835 Views
22 Pages

27 October 2023

This research delves into the intricacies of decision-making processes underpinning the willingness to upgrade technology within the burgeoning domain of intelligent pig farming in China, employing the UTAUT model to scrutinize how various determinan...

  • Article
  • Open Access
18 Citations
3,768 Views
20 Pages

On-Device Intelligence for Malfunction Detection of Water Pump Equipment in Agricultural Premises: Feasibility and Experimentation

  • Dimitrios Loukatos,
  • Maria Kondoyanni,
  • Gerasimos Alexopoulos,
  • Chrysanthos Maraveas and
  • Konstantinos G. Arvanitis

11 January 2023

The digital transformation of agriculture is a promising necessity for tackling the increasing nutritional needs on Earth and the degradation of natural resources. Toward this direction, the availability of innovative electronic components and of the...

  • Article
  • Open Access
16 Citations
6,135 Views
21 Pages

31 January 2024

In an agricultural system, finding suitable watering, pesticides, and soil content to provide the right nutrients for the right plant remains challenging. Plants cannot speak and cannot ask for the food they require. These problems can be addressed b...

  • Article
  • Open Access
4 Citations
916 Views
16 Pages

A Hybrid Nanogenerator Based on Rotational-Swinging Mechanism for Energy Harvesting and Environmental Monitoring in Intelligent Agriculture

  • Hao Qian,
  • Yuxuan Zhou,
  • Zhi Cao,
  • Tian Tang,
  • Jizhong Deng,
  • Xiaoqing Huo,
  • Hanlin Zhou,
  • Linlin Wang and
  • Zhiyi Wu

14 August 2025

With the rapid growth of the Internet of Things, intelligent agriculture is becoming increasingly important. Traditional agricultural monitoring methods, which rely on fossil fuels and complex wiring, hinder progress. This work introduces a hybrid na...

  • Article
  • Open Access
21 Citations
7,033 Views
25 Pages

Challenges Facing Artificial Intelligence Adoption during COVID-19 Pandemic: An Investigation into the Agriculture and Agri-Food Supply Chain in India

  • Debesh Mishra,
  • Kamalakanta Muduli,
  • Rakesh Raut,
  • Balkrishna Eknath Narkhede,
  • Himanshu Shee and
  • Sujoy Kumar Jana

7 April 2023

The coronavirus (COVID-19) pandemic has witnessed a significant loss for farming in India due to restrictions on movement, limited social interactions and labor shortage. In this scenario, Artificial Intelligence (AI) could act as a catalyst for help...

  • Review
  • Open Access
68 Citations
19,815 Views
19 Pages

Vertical Farming Perspectives in Support of Precision Agriculture Using Artificial Intelligence: A Review

  • Riki Ruli A. Siregar,
  • Kudang Boro Seminar,
  • Sri Wahjuni and
  • Edi Santosa

8 September 2022

Vertical farming is a new agricultural system which aims to utilize the limited access to land, especially in big cities. Vertical agriculture is the answer to meet the challenges posed by land and water shortages, including urban agriculture with li...

  • Article
  • Open Access
2 Citations
1,762 Views
16 Pages

Precision agriculture, rooted in the principles of intelligent agriculture, plays a pivotal role in fostering a sustainable, healthy, and eco-friendly economy. In order to promote the precision and intelligence of potato seedling management, an innov...

  • Article
  • Open Access
1 Citations
7,074 Views
25 Pages

Business Intelligence for Agricultural Foreign Trade: Design and Application of Power BI Dashboard

  • Karen Guadalupe Sanabia-Lizarraga,
  • Blanca Carballo-Mendívil,
  • Alejandro Arellano-González and
  • Alfredo Bueno-Solano

3 November 2024

In today’s rapidly evolving business landscape, data analytics has become a critical tool for organizations striving to remain competitive and make informed decisions. Although technology facilitates data analysis, many decision-makers need mor...

  • Article
  • Open Access
1,220 Views
27 Pages

This research focuses on developing an intelligent irrigation solution for agricultural systems utilising solar photovoltaic-thermal (PVT) energy applications. This solution integrates PVT applications, prediction, modelling and forecasting as well a...

  • Article
  • Open Access
1 Citations
1,503 Views
38 Pages

11 June 2025

Plant modeling uses mathematical and computational methods to simulate plant structures, physiological processes, and interactions with various environments. In precision agriculture, it enables the digital monitoring and prediction of crop growth, s...

  • Review
  • Open Access
126 Citations
17,684 Views
26 Pages

This paper explores the potential of smart crop management based on the incorporation of tools like digital agriculture, which considers current technological tools applied in agriculture, such as the Internet of Things (IoT), remote sensing, and art...

  • Review
  • Open Access
133 Citations
20,663 Views
24 Pages

Field Robots for Intelligent Farms—Inhering Features from Industry

  • Pablo Gonzalez-de-Santos,
  • Roemi Fernández,
  • Delia Sepúlveda,
  • Eduardo Navas,
  • Luis Emmi and
  • Manuel Armada

24 October 2020

Estimations of world population growth urgently require improving the efficiency of agricultural processes, as well as improving safety for people and environmental sustainability, which can be opposing characteristics. Industry is pursuing these obj...

  • Article
  • Open Access
5 Citations
2,723 Views
20 Pages

An Intelligent and Precise Agriculture Model in Sustainable Cities Based on Visualized Symptoms

  • Bashar Igried,
  • Shadi AlZu’bi,
  • Darah Aqel,
  • Ala Mughaid,
  • Iyad Ghaith and
  • Laith Abualigah

Plant diseases represent one of the critical issues which lead to a major decrease in the quantity and quality of crops. Therefore, the early detection of plant diseases can avoid any losses or damage to these crops. This paper presents an image proc...

  • Review
  • Open Access
98 Citations
11,206 Views
24 Pages

The Impact of 6G-IoT Technologies on the Development of Agriculture 5.0: A Review

  • Sofia Polymeni,
  • Stefanos Plastras,
  • Dimitrios N. Skoutas,
  • Georgios Kormentzas and
  • Charalabos Skianis

Throughout human history, agriculture has undergone a series of progressive transformations based on ever-evolving technologies in an effort to increase productivity and profitability. Over the years, farming methods have evolved significantly, progr...

  • Article
  • Open Access
8 Citations
3,928 Views
21 Pages

27 October 2023

Remote sensing, the Internet, the Internet of Things (IoT), artificial intelligence, and other technologies have become the core elements of modern agriculture and smart farming. Agricultural production and management modes guided by data and service...

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