Machine Learning in Agriculture: from Silos to Marketplaces

Overview

Journal Plant Biotechnol J

Specialties Biology
Biotechnology

Date 2020 Dec 8

PMID 33289294

Citations 7

Authors

Philipp E Bayer

David Edwards

Affiliations

Soon will be listed here.

Citing Articles

Neural Network Methods in the Development of MEMS Sensors.

Liu Y, Ping M, Han J, Cheng X, Qin H, Wang W Micromachines (Basel). 2024; 15(11).

PMID: 39597178 PMC: 11596212. DOI: 10.3390/mi15111368.

Machine learning for identifying risk of death in patients with severe fever with thrombocytopenia syndrome.

He Q, You Z, Dong Q, Guo J, Zhang Z Front Microbiol. 2024; 15:1458670.

PMID: 39345257 PMC: 11428110. DOI: 10.3389/fmicb.2024.1458670.

BreedingAIDB: A database integrating crop genome-to-phenotype paired data with machine learning tools applicable to breeding.

Shen Z, Shen E, Yang K, Fan Z, Zhu Q, Fan L Plant Commun. 2024; 5(7):100894.

PMID: 38571312 PMC: 11287151. DOI: 10.1016/j.xplc.2024.100894.

Genetic and molecular factors in determining grain number per panicle of rice.

Lu Y, Chuan M, Wang H, Chen R, Tao T, Zhou Y Front Plant Sci. 2022; 13:964246.

PMID: 35991390 PMC: 9386260. DOI: 10.3389/fpls.2022.964246.

Plant Genotype to Phenotype Prediction Using Machine Learning.

Danilevicz M, Gill M, Anderson R, Batley J, Bennamoun M, Bayer P Front Genet. 2022; 13:822173.

PMID: 35664329 PMC: 9159391. DOI: 10.3389/fgene.2022.822173.

References

Bauer A, Bostrom A, Ball J, Applegate C, Cheng T, Laycock S . Combining computer vision and deep learning to enable ultra-scale aerial phenotyping and precision agriculture: A case study of lettuce production. Hortic Res. 2019; 6:70. PMC: 6544649. DOI: 10.1038/s41438-019-0151-5. View

Colmer J, ONeill C, Wells R, Bostrom A, Reynolds D, Websdale D . SeedGerm: a cost-effective phenotyping platform for automated seed imaging and machine-learning based phenotypic analysis of crop seed germination. New Phytol. 2020; 228(2):778-793. DOI: 10.1111/nph.16736. View

Bayer P, Edwards D . Machine learning in agriculture: from silos to marketplaces. Plant Biotechnol J. 2020; 19(4):648-650. PMC: 8051597. DOI: 10.1111/pbi.13521. View

Scheben A, Wolter F, Batley J, Puchta H, Edwards D . Towards CRISPR/Cas crops - bringing together genomics and genome editing. New Phytol. 2017; 216(3):682-698. DOI: 10.1111/nph.14702. View

Abberton M, Batley J, Bentley A, Bryant J, Cai H, Cockram J . Global agricultural intensification during climate change: a role for genomics. Plant Biotechnol J. 2015; 14(4):1095-8. PMC: 5049667. DOI: 10.1111/pbi.12467. View