Crop yield prediction integrating genotype and weather variables using deep learning

DeepCropNet: a deep spatial-temporal learning framework for county-level corn yield estimation

(2020) Tao Lin et al.   Environmental Research Letters

The effects of climate extremes on global agricultural yields

(2019) Elisabeth Vogel et al.   Environmental Research Letters

Breeding crops to feed 10 billion

(2019) Lee T. Hickey et al.   NATURE BIOTECHNOLOGY

Review: Improving global food security through accelerated plant breeding

(2019) Bert Lenaerts et al.   PLANT SCIENCE

Machine Learning Approach for Prescriptive Plant Breeding

(2019) Kyle A. Parmley et al.   Scientific Reports

Crop Improvement from Phenotyping Roots: Highlights Reveal Expanding Opportunities

(2019) Saoirse R. Tracy et al.   TRENDS IN PLANT SCIENCE

DSTP-RNN: A dual-stage two-phase attention-based recurrent neural network for long-term and multivariate time series prediction

(2019) Yeqi Liu et al.   EXPERT SYSTEMS WITH APPLICATIONS

An explainable deep machine vision framework for plant stress phenotyping

(2018) Sambuddha Ghosal et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Visual interpretability for deep learning: a survey

(2018) Quan-shi Zhang et al.   Frontiers of Information Technology & Electronic Engineering

Deep Learning for Plant Stress Phenotyping: Trends and Future Perspectives

(2018) Asheesh Kumar Singh et al.   TRENDS IN PLANT SCIENCE

K-Means clustering and neural network for object detecting and identifying abnormality of brain tumor

(2018) N. Arunkumar et al.   SOFT COMPUTING

Comparing and combining process-based crop models and statistical models with some implications for climate change

(2017) Michael J Roberts et al.   Environmental Research Letters

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Machine Learning for High-Throughput Stress Phenotyping in Plants

(2016) Arti Singh et al.   TRENDS IN PLANT SCIENCE

How seasonal temperature or water inputs affect the relative response of C3crops to elevated [CO2]: a global analysis of open top chamber and free air CO2enrichment studies

(2014) Kristen A. Bishop et al.   Food and Energy Security