arXiv Open Access 2021

Combining expert knowledge and neural networks to model environmental stresses in agriculture

Kostadin Cvejoski Jannis Schuecker Anne-Katrin Mahlein Bogdan Georgiev

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Abstrak

In this work we combine representation learning capabilities of neural network with agricultural knowledge from experts to model environmental heat and drought stresses. We first design deterministic expert models which serve as a benchmark and inform the design of flexible neural-network architectures. Finally, a sensitivity analysis of the latter allows a clustering of hybrids into susceptible and resistant ones.

Topik & Kata Kunci

cs.LG cs.AI cs.CY

Penulis (4)

Kostadin Cvejoski

Jannis Schuecker

Anne-Katrin Mahlein

Bogdan Georgiev

Format Sitasi

APA MLA BibTeX

Cvejoski, K., Schuecker, J., Mahlein, A., Georgiev, B. (2021). Combining expert knowledge and neural networks to model environmental stresses in agriculture. https://arxiv.org/abs/2111.00918

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Informasi Jurnal

Tahun Terbit: 2021
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓