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In Situ Soil Moisture Sensors in Undisturbed Soils
Published on: November 18, 2022
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Soil Moisture Sensor Information Enhanced by Statistical Methods in a Reclaimed Water Irrigation Framework
Anthony Giorgio1, Nicoletta Del Buono2, Marco Berardi3
1Ernst & Young, 70126 Bari, Italy.
Sensors (Basel, Switzerland)
|October 27, 2022
Summary
This study forecasts soil water content and salinity for 48 hours using time series models. Accurate predictions aid water resource management and irrigation in semi-arid regions using reclaimed water.
Area of Science:
- Agricultural Science
- Environmental Science
- Data Science
Background:
- Understanding soil water content and salinity is crucial for water resource management and irrigation.
- Semi-arid environments face challenges with water scarcity and soil health, especially when using reclaimed water.
Purpose of the Study:
- To develop a 48-hour forecast model for soil water content and salinity.
- To assess the impact of reclaimed water irrigation on soil parameters in semi-arid conditions.
Main Methods:
- Utilized time series data of soil water content and salinity (15-min resolution) at 50 cm depth.
- Incorporated hourly atmospheric data and daily irrigation amounts into statistical models.
- Performed exploratory data analysis and pre-processing before model construction.
Main Results:
- Developed statistical models demonstrating good forecasting accuracy for soil water content and salinity.
- The models provided interpretable results, enhancing understanding of soil dynamics.
- Successfully forecasted soil parameters for a 48-hour period.
Conclusions:
- Time series modeling effectively predicts soil water content and salinity under reclaimed water irrigation.
- Accurate forecasting supports optimized irrigation and fertilization strategies in water-scarce regions.
- The study highlights the importance of integrated data for environmental and agricultural management.
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