Prediction of Cultivation Areas for the Commercial and an Early Flowering Wild Accession of Salvia hispanica L. in the United States
Abstract
:1. Introduction
2. Materials and Methods
2.1. Temperature
2.2. Precipitation
- Daily precipitation (n = total rainfall days in either December or November for all years) was ranked (m = 1 being largest);
- Percentiles for each day were computed as
- Only grid cells less than the 10th percentile for 10 mm and 25 mm thresholds were retained.
2.3. Land Use/Land Cover
2.4. Analysis of Climate and Land Use
- Areas where temperatures are suitable based on either 28 °F (−2.2 °C) or 32 °F (0 °C);
- Areas where precipitation is suitable based on thresholds of 10 mm and 25 mm;
- Areas where land cover/land use is suitable based on cropland as the classifier (see Figure 1);
- Areas that are suitable based on a combination of temperature and precipitation results from (1) and (2) combined;
- Areas that are suitable based on a combination of temperature, precipitation, and land cover/land use results from (1), (2) and (3) combined.
3. Results
3.1. Temperature
3.2. Precipitation
3.3. Precipitation and Temperature
3.4. Precipitation, Temperature and Land Use/Land Cover
4. Discussion
5. Conclusions and Future Perspectives
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Type of Data | Source | Resolution | Time Scale |
---|---|---|---|
Precipitation | CHIRPS | 0.05° | 2000–2020 |
Temperature | MRCC | 0.05° | 1990–2020 |
Land Use/Land Cover | USDA | 30 m | 1997–2021 |
December (km2) | November (km2) | November/December | |
---|---|---|---|
Temperature Only | |||
28 °F (10th percentile) | 393,048 | 2,074,239 | 5.3 |
32 °F (10th percentile) | 148,407 | 1,161,492 | 7.8 |
Precipitation Only | |||
10 mm (10th percentile) | 2,998,632 | 1,739,201 | 0.6 |
25 mm (10th percentile) | 5,507,917 | 3,719,419 | 0.7 |
Temperature and Precipitation | |||
10 mm and 28 °F (10th percentile) | 60,242 | 127,231 | 2.1 |
25 mm and 28 °F (10th percentile) | 126,948 | 386,552 | 3.0 |
10 mm and 32 °F (10th percentile) | 18,823 | 101,615 | 5.4 |
25 mm and 32 °F (10th percentile) | 35,193 | 289,655 | 8.2 |
Temperature and Precipitation and Land Use | |||
25 mm and 28 °F (10th percentile) | 29,484 | 62,224 | 2.1 |
25 mm and 32 °F (10th percentile) | 10,379 | 54,393 | 5.2 |
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Hassani, M.; Piechota, T.; Atamian, H.S. Prediction of Cultivation Areas for the Commercial and an Early Flowering Wild Accession of Salvia hispanica L. in the United States. Agronomy 2022, 12, 1651. https://doi.org/10.3390/agronomy12071651
Hassani M, Piechota T, Atamian HS. Prediction of Cultivation Areas for the Commercial and an Early Flowering Wild Accession of Salvia hispanica L. in the United States. Agronomy. 2022; 12(7):1651. https://doi.org/10.3390/agronomy12071651
Chicago/Turabian StyleHassani, Mohammad, Thomas Piechota, and Hagop S. Atamian. 2022. "Prediction of Cultivation Areas for the Commercial and an Early Flowering Wild Accession of Salvia hispanica L. in the United States" Agronomy 12, no. 7: 1651. https://doi.org/10.3390/agronomy12071651