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20192026
most citedCrop Yield Prediction Using Deep Neural Networks

852 citations · 2.1k across the 14 of their papers we have counts for

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6 papers · 1 filter

cs.LG2023★ 1 cited

A Hybrid Deep Learning-based Approach for Optimal Genotype by Environment Selection

Zahra Khalilzadeh, Motahareh Kashanian, Saeed Khaki +1

Precise crop yield prediction is essential for improving agricultural practices and ensuring crop resilience in varying climates. Integrating weather data across the growing season…

cs.LG2021★ 176 cited

Winter wheat yield prediction using convolutional neural networks from environmental and phenological data

Amit Kumar Srivastava, Nima Safaei, Saeed Khaki +5

Crop yield forecasting depends on many interactive factors, including crop genotype, weather, soil, and management practices. This study analyzes the performance of machine learnin…

cs.LG2020★ 54 cited

Predicting Yield Performance of Parents in Plant Breeding: A Neural Collaborative Filtering Approach

Saeed Khaki, Zahra Khalilzadeh, Lizhi Wang

Experimental corn hybrids are created in plant breeding programs by crossing two parents, so-called inbred and tester, together. Identification of best parent combinations for cros…

cs.LG2019★ 612 cited

A CNN-RNN Framework for Crop Yield Prediction

Saeed Khaki, Lizhi Wang, Sotirios V. Archontoulis

Crop yield prediction is extremely challenging due to its dependence on multiple factors such as crop genotype, environmental factors, management practices, and their interactions.…

cs.LG2019★ 32 cited

Classification of Crop Tolerance to Heat and Drought: A Deep Convolutional Neural Networks Approach

Saeed Khaki, Zahra Khalilzadeh, Lizhi Wang

Environmental stresses such as drought and heat can cause substantial yield loss in agriculture. As such, hybrid crops that are tolerant to drought and heat stress would produce mo…

cs.LG2019★ 852 cited

Crop Yield Prediction Using Deep Neural Networks

Saeed Khaki, Lizhi Wang

Crop yield is a highly complex trait determined by multiple factors such as genotype, environment, and their interactions. Accurate yield prediction requires fundamental understand…