On the Spatio-Temporal Dynamics of Soil Moisture at the Field Scale
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TLMs are deployed in smart agriculture systems to interpret sensor data on soil moisture, temperature, and humidity, allowing automated irrigation systems to respond to natural language commands.
“TLMs are deployed in smart agriculture systems to interpret sensor data on soil moisture [146], temperature, and humidity, allowing automated irrigation systems to respond to natural language commands.”
From Tiny Language Models for Automation and Control: Overview, Potential Applications, and Future Research Directions (2025) · cites this paper as [146]
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Lamaakal, I., Maleh, Y., El Makkaoui, K., Ouahbi, I., Pławiak, P., Alfarraj, O., Almousa, M., & Abd El-Latif, A. A. (2025) · Sensors · doi:10.3390/s25051318 · Cited by 60 · see citing works
Hosseini, R., Newlands, N., Dean, C., & Takemura, A. (2015) · Remote Sensing · doi:10.3390/rs70302752 · Cited by 31 · see citing works
- Authors
- Vereecken, H., Huisman, J. A., Pachepsky, Y., Montzka, C., van der Kruk, J., Bogena, H., Weihermüller, L., Herbst, M., Martinez, G., & Vanderborght, J.
- Affiliations
- Forschungszentrum Jülich (DE)
- Agricultural Research Service (US)
- Corresponding author
- Vereecken, H.
- ORCID
- Venue
- Journal of Hydrology
- Publisher
- Elsevier BV
- Published
- 2014-08
- Volume
- 516
- Pages
- 76-96
- ISSN
- 0022-1694 (ISSN-L)
- OpenAlex
- W2070817134
- Cited by
- 584
- References
- 302
- Citations by year
- 2026: 43 · 2025: 57 · 2024: 51 · 2023: 58 · 2022: 71 · 2021: 58 · 2020: 51 · 2019: 44 · 2018: 40 · 2017: 40 · 2016: 32 · 2015: 28 · 2014: 11
- FWCI
- 19.94
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Hydrology (publishedVersion)
- Topics
- Physical Sciences › Environmental Science › Environmental Engineering › Soil Moisture and Remote Sensing
- Physical Sciences › Engineering › Civil and Structural Engineering › Soil and Unsaturated Flow
- Physical Sciences › Environmental Science › Environmental Engineering › Soil Geostatistics and Mapping
- Keywords
- soil moisture, spatiotemporal dynamics, field scale, soil moisture variability, remote sensing of soil moisture, temporal stability analysis, wavelet analysis, empirical orthogonal functions
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