Agriculture

A review of social science on digital agriculture, smart farming and agriculture 4.0: New contributions and a future research agenda

Laurens Klerkx, Emma Jakku, Pierre Labarthe

Citations: 1150 • 2019

Core microbiomes for sustainable agroecosystems

Hirokazu Toju, Kabir Peay, Masato Yamamichi, Kazuhiko Narisawa, Kei Hiruma, Ken Naito, Shinji Fukuda, Masayuki Ushio, Shinji Nakaoka, Yusuke Onoda, Kentaro Yoshida, Klaus Schlaeppi, Yang Bai, Ryo Sugiura, Yasunori Ichihashi, Kiwamu Minamisawa, E. Toby Kiers

Citations: 1035 • 2018

From Smart Farming towards Agriculture 5.0: A Review on Crop Data Management

Verónica Sáiz-Rubio, Francisco Rovira-Más

Citations: 932 • 2020

Implementation of artificial intelligence in agriculture for optimisation of irrigation and application of pesticides and herbicides

Tanha Talaviya, Dhara Shah, Nivedita Patel, Hiteshri Yagnik, Manan Shah

Citations: 868 • 2020

Current status of vegetable grafting: Diffusion, grafting techniques, automation

C. Kubota, Shing-Jy Tsao, Zhilong Bie, Pedro Hoyos Echevarría, Luigi Morra, Masayuki Oda

Citations: 802 • 2010

Autonomous robotic weed control systems: A review

David C. Slaughter, D. K. Giles, D. Downey

Citations: 801 • 2007

From Industry 4.0 to Agriculture 4.0: Current Status, Enabling Technologies, and Research Challenges

Ye Liu, Xiaoyuan Ma, Lei Shu, Gerhard P. Hancke, Adnan M. Abu‐Mahfouz

Citations: 780 • 2020

Towards leveraging the role of machine learning and artificial intelligence in precision agriculture and smart farming

Tawseef Ayoub Shaikh, Tabasum Rasool, Faisal Rasheed Lone

Citations: 724 • 2022

Agricultural robots for field operations: Concepts and components

Avital Bechar, Clément Vigneault

Citations: 712 • 2016

Lights, camera, action: high-throughput plant phenotyping is ready for a close-up

Noah Fahlgren, Malia Gehan, Ivan Baxter

Citations: 707 • 2015

Smart Farming: Internet of Things (IoT)-Based Sustainable Agriculture

D Muthumanickam, C. Poongodi, R. Kumaraperumal, S Pazhanivelan, K P Ragunath

Citations: 681 • 2022

Dealing with the game-changing technologies of Agriculture 4.0: How do we manage diversity and responsibility in food system transition pathways?

Laurens Klerkx, David Christian Rose

Citations: 625 • 2019

Agriculture 4.0: Broadening Responsible Innovation in an Era of Smart Farming

David Christian Rose, Jason Chilvers

Citations: 609 • 2018

Enhancing smart farming through the applications of Agriculture 4.0 technologies

Mohd Javaid, Abid Haleem, Ravi Pratap Singh, Rajiv Suman

Citations: 539 • 2022

Research and development in agricultural robotics: A perspective of digital farming

Redmond R. Shamshiri, Cornelia Weltzien, Ibrahim A. Hameed, Ian J. Yule, Tony E. Grift, Siva K. Balasundram, Lenka Pitonakova, Desa Ahmad, Girish Chowdhary

Citations: 520 • 2018

Current status and future challenges in implementing and upscaling vertical farming systems

S.H. van Delden, Malleshaiah SharathKumar, Michele Butturini, Luuk Graamans, E. Heuvelink, Murat Kaçıra, Elias Kaiser, R. S. Klamer, Laurens Klerkx, Gert Kootstra, Anne Loeber, R.E. Schouten, C. Stanghellini, W. van Ieperen, Julian C. Verdonk, Silvère Vialet‐Chabrand, Ernst J. Woltering, H.J. van de Zedde, Ying Zhang, L.F.M. Marcelis

Citations: 505 • 2021

Automated pastures and the digital divide: How agricultural technologies are shaping labour and rural communities

Sarah Rotz, Evan Gravely, Ian Mosby, Emily Duncan, Elizabeth Finnis, Mervyn Horgan, Joseph LeBlanc, Ralph C. Martin, Hannah Tait Neufeld, Andrew Nixon, Laxmi Prasad Pant, Vivian Shalla, Evan Fraser

Citations: 493 • 2019

A critical review on computer vision and artificial intelligence in food industry

Vijay Kakani, Van Huan Nguyen, Hakil Kim, Visweswara Rao Pasupuleti

Citations: 491 • 2020

The digitization of agricultural industry – a systematic literature review on agriculture 4.0

Rabiya Abbasi, Pablo Martı́nez, Rafiq Ahmad

Citations: 477 • 2022

Smart farming for improving agricultural management

Elsayed Said Mohamed, AA. Belal, Sameh Kotb Abd‐Elmabod, Mohammed A. El-Shirbeny, A. Gad, Mohamed Zahran

Citations: 439 • 2021