Wheat seed germination prediction in response to temperature, water potential, and salinity using an artificial neural network
= 0.97, MSE = 26.2, RMSE = 5.11, MAE = 5.70). Water potential was identified as the most significant variable affecting total seed germination and T50, followed by salinity and temperature. Seed germination was maximum at 20.5 °C and decreased at higher and lower temperatures. The optimal temperature for T50 was 25.3 °C. Higher salinity and more negative water potential led to lower total seed germination. The results of this study can be used to develop process-based models of crop growth and development and predict total seed germination and germination time under different conditions of temperature, water potential, and salinity.
Authors
- Mahmoud Bahador (ORCID: https://orcid.org/0000-0001-8042-6498)
- Hedayatollah Karimzadeh Soureshjani (ORCID: https://orcid.org/0000-0002-8184-1607)
- Ayoub Ghorbani Dehkordi
- Hamideh Ghaffari
Institutions
- Slovak University of Agriculture in Nitra (SK)
- Sari Agricultural Sciences and Natural Resources University (IR)
- Agricultural Research & Education Organization (IR)
- Gorgan University of Agricultural Sciences and Natural Resources (IR)
- Shandong Agricultural University (CN)
Publication Details
- Journal
- Scientific Reports
- Published
- 2026-04-16
- DOI
- https://doi.org/10.1038/s41598-026-44918-2
- Primary Topic
- Seed Germination and Physiology
- Type
- article
- Field-Weighted Citation Impact
- 0.00