CropGym: a Reinforcement Learning Environment for Crop Management

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CropGym: a Reinforcement Learning Environment for Crop Management

9 April 2021

Ioannis Athanasiadis

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Papers citing "CropGym: a Reinforcement Learning Environment for Crop Management"

19 / 19 papers shown

Title
Towards Fully Automated Decision-Making Systems for Greenhouse Control: Challenges and Opportunities Yongshuai Liu Taeyeong Choi Xin Liu AI4CE 93 0 0 27 Mar 2025
WOFOSTGym: A Crop Simulator for Learning Annual and Perennial Crop Management Strategies William Solow Sandhya Saisubramanian Alan Fern OffRL 118 0 0 26 Feb 2025
To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning Hilmy Baja Michiel Kallenberg Ioannis Athanasiadis OffRL 74 1 0 22 Jan 2025
CROPS: A Deployable Crop Management System Over All Possible State Availabilities Jing Wu Zhixin Lai Shengjie Liu Suiyao Chen Ran Tao Pan Zhao Chuyuan Tao Yikun Cheng N. Hovakimyan OffRL 101 0 0 09 Nov 2024
A Comparative Study of Deep Reinforcement Learning for Crop Production Management Joseph Balderas Dong Chen Yanbo Huang Li Wang Ren-Cang Li OffRL 54 0 0 06 Nov 2024
Opportunities of Reinforcement Learning in South Africa's Just Transition Claude Formanek C. Tilbury Jonathan P. Shock 137 0 0 06 Nov 2024
AgGym: An agricultural biotic stress simulation environment for ultra-precision management planning Mahsa Khosravi Matthew Carroll Kai Liang Tan Liza Van der Laan Joscif Raigne ... Arti Singh Aditya Balu Baskar Ganapathysubramanian Asheesh Kumar Singh Soumik Sarkar OffRL 31 0 0 01 Sep 2024
Current applications and potential future directions of reinforcement learning-based Digital Twins in agriculture Georg Goldenits K. Mallinger Sebastian Raubitzek Thomas Neubauer AI4CE 88 11 0 13 Jun 2024
The New Agronomists: Language Models are Experts in Crop Management Jing Wu Zhixin Lai Suiyao Chen Ran Tao Pan Zhao N. Hovakimyan 69 23 0 28 Mar 2024
BVR Gym: A Reinforcement Learning Environment for Beyond-Visual-Range Air Combat Edvards Scukins Markus Klein Lars Kroon Petter Ögren OffRL 46 3 0 26 Mar 2024
Learning-based agricultural management in partially observable environments subject to climate variability Zhaoan Wang Shaoping Xiao Junchao Li Jun Wang 25 2 0 02 Jan 2024
An Online Optimization-Based Decision Support Tool for Small Farmers in India: Learning in Non-stationary Environments Tuxun Lu Aviva Prins OffRL 25 0 0 28 Nov 2023
A SWAT-based Reinforcement Learning Framework for Crop Management Malvern Madondo Muneeza Azmat Kelsey L. DiPietro R. Horesh Michael Jacobs Arun Bawa Raghavan Srinivasan Fearghal O'Donncha 14 8 0 10 Feb 2023
A Learned Simulation Environment to Model Plant Growth in Indoor Farming J. Amacker T. Kleiven M. Grigore P. Albrecht C. Horn 107 1 0 06 Dec 2022
Optimizing Crop Management with Reinforcement Learning and Imitation Learning Ran Tao Pan Zhao Jing Wu N. F. Martin M. Harrison C. Ferreira Z. Kalantari N. Hovakimyan OffRL 61 26 0 20 Sep 2022
gym-DSSAT: a crop model turned into a Reinforcement Learning environment Romain Gautron Emilio J. Padrón Philippe Preux Julien Bigot Odalric-Ambrym Maillard David Emukpere OffRL 40 25 0 07 Jul 2022
Power and accountability in reinforcement learning applications to environmental policy Melissa S. Chapman Caleb Scoville Marcus Lapeyrolerie C. Boettiger OffRL 43 2 0 22 May 2022
Optimizing Nitrogen Management with Deep Reinforcement Learning and Crop Simulations Jing Wu Ran Tao Pan Zhao N. F. Martin N. Hovakimyan OffRL 69 46 0 21 Apr 2022
Machine Learning aided Crop Yield Optimization C. Ashcraft Kiran Karra OffRL 65 9 0 01 Nov 2021