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Nowcasting daily minimum air and grass temperature.

M J Savage1

  • 1Agrometeorology Discipline, Soil-Plant-Atmosphere Continuum Research Unit, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Pietermaritzburg, South Africa. savage@ukzn.ac.za.

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|July 1, 2015
PubMed
Summary
This summary is machine-generated.

Accurate nowcasts of daily minimum air temperature, available hours in advance, can benefit various sectors. This study developed models predicting minimum air temperatures with small errors, showing operational potential.

Keywords:
Diurnal temperature modellingEarly warning of minimum temperatureFrostSub-hourly temperaturesSurface temperature

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Area of Science:

  • Meteorology
  • Atmospheric Science
  • Applied Mathematics

Background:

  • Accurate daily minimum temperature predictions are crucial for economic sectors and human activities.
  • Existing methods for predicting minimum temperatures lack site-specific accuracy and timely availability.

Purpose of the Study:

  • To investigate the accuracy of nowcasting daily minimum air and grass temperatures using sub-hourly temperature data.
  • To evaluate various temperature models for predicting minimum temperatures 2 or 4 hours before sunrise.

Main Methods:

  • Tested exponential and square root models to predict nighttime temperature decrease and determine minimum temperature.
  • Utilized sub-hourly grass, grass-surface, and air temperature data from multiple global sites.
  • Implemented models in a near real-time web-based system and dataloggers.

Main Results:

  • Exponential models achieved root mean square errors (RMSEs) <1 °C for 2-hour ahead air temperature nowcasts.
  • A constant coefficient exponential model also showed RMSEs <1 °C.
  • Square root models and 4-hour ahead predictions generally resulted in higher RMSEs, especially for grass temperatures.

Conclusions:

  • The developed exponential model shows operational potential for site-specific air temperature minimum nowcasting.
  • Increased errors were observed for grass minimum temperature predictions and 4-hour ahead forecasts.
  • Further refinement is needed for grass temperatures and longer-range predictions.