Coupling Machine Learning and Crop Modeling Improves Crop Yield
Prediction in the US Corn Belt

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Coupling Machine Learning and Crop Modeling Improves Crop Yield Prediction in the US Corn Belt

28 July 2020

Mohsen Shahhosseini

S. Archontoulis

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Papers citing "Coupling Machine Learning and Crop Modeling Improves Crop Yield Prediction in the US Corn Belt"

12 / 12 papers shown

Title
Deep Learning Meets Process-Based Models: A Hybrid Approach to Agricultural Challenges Yue Shi Liangxiu Han Xin Zhang Tam Sobeih T. Gaiser Nguyen Huu Thuy Dominik Behrend A. Srivastava Krishnagopal Halder F. Ewert AI4CE 64 0 0 22 Apr 2025
Learning county from pixels: Corn yield prediction with attention-weighted multiple instance learning Xiaoyu Wang Yuchi Ma Qunying Huang Zhengwei Yang Zhou Zhang 221 1 0 17 Feb 2025
Revolutionizing Global Food Security: Empowering Resilience through Integrated AI Foundation Models and Data-Driven Solutions Mohamed R. Shoaib Heba M. Emara Jun Zhao 22 3 0 31 Oct 2023
MMST-ViT: Climate Change-aware Crop Yield Prediction via Multi-Modal Spatial-Temporal Vision Transformer Fudong Lin Summer Crawford Kaleb Guillot Yihe Zhang Yan Chen ... Tri Setiyono B. Tubana Lu Peng Magdy A. Bayoumi N. Tzeng 96 26 0 16 Sep 2023
Factors other than climate change are currently more important in predicting how well fruit farms are doing financially Fabian Obster Heidi Bohle P. Pechan 51 1 0 11 Jan 2023
Differentiable modeling to unify machine learning and physical models and advance Geosciences Chaopeng Shen A. Appling Pierre Gentine Toshiyuki Bandai H. Gupta ... Chris Rackauckas Tirthankar Roy Chonggang Xu Binayak Mohanty K. Lawson AI4CE 112 15 0 10 Jan 2023
Corn Yield Prediction based on Remotely Sensed Variables Using Variational Autoencoder and Multiple Instance Regression Zeyu Cao Yuchi Ma Zuxun Zhang 16 1 0 23 Nov 2022
A weakly supervised framework for high-resolution crop yield forecasts Dilli Paudel Diego Marcos A. de Wit H. Boogaard Ioannis Athanasiadis 29 5 0 18 May 2022
A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction Joshua Fan Junwen Bai Zhiyun Li Ariel Ortiz-Bobea Carla P. Gomes 183 73 0 17 Nov 2021
An Applied Deep Learning Approach for Estimating Soybean Relative Maturity from UAV Imagery to Aid Plant Breeding Decisions Saba Moeinizade Hieu H. Pham Ye Han Austin A. Dobbels Guiping Hu 60 30 0 02 Aug 2021
Domain-guided Machine Learning for Remotely Sensed In-Season Crop Growth Estimation G. Worrall Anand Rangarajan J. Judge 84 7 0 24 Jun 2021
Corn Yield Prediction with Ensemble CNN-DNN Mohsen Shahhosseini Guiping Hu S. Khaki S. Archontoulis 41 60 0 29 May 2021