Thermal Time
Daily thermal time (also known as growing degree days or heat units) is the primary driver for phenological development in the Lentil model. It accounts for the cumulative effect of temperature on plant development rates.
Overview
Thermal time is calculated daily using a three cardinal temperature response function with different parameters for different developmental phases. The function uses minimum, optimal, and maximum temperatures to define the temperature response.
- Pre-emergence thermal time is accumulated from sowing until emergence
- Post-emergence thermal time is accumulated from emergence onward
- Different phases may have different thermal time requirements
- The thermal time accumulation is the primary mechanism driving phenological transitions
Calculation Method
Thermal time (in °Cd per day) is calculated as:
\[TT = \max(0, \min(T_{opt} - T_{min}, T - T_{min}, T_{max} - T))\]
Where: - \(T\) is the daily mean temperature (°C) - \(T_{min}\) is the minimum temperature (base temperature) (°C) - \(T_{opt}\) is the optimal temperature (°C) - \(T_{max}\) is the maximum temperature (°C)
Temperature Thresholds
Different growth phases have different temperature thresholds:
Pre-emergence Phase
- Base temperature (\(T_{min}\)): Varies by cultivar (typically 0-5°C)
- Optimal temperature (\(T_{opt}\)): ~25°C
- Maximum temperature (\(T_{max}\)): ~45°C
Post-emergence Phases
- Base temperature (\(T_{min}\)): Typically 2-5°C
- Optimal temperature (\(T_{opt}\)): ~24°C
- Maximum temperature (\(T_{max}\)): ~40°C
Cultivar-Specific Thermal Time Requirements
Each phenological phase has specific thermal time requirements that are cultivar-specific:
| Phase | Thermal Time Duration (°Cd) | Notes |
|---|---|---|
| Germinating | Variable | Pre-emergence, soil-dependent |
| Emerging | ~200-300 | Variable by cultivar |
| Juvenile | 400 | Base value, may vary |
| Inductive | Variable | Cultivar-specific |
| FirstFlowersDeveloping | 200 | Time from budding to flowering |
| FirstPodsDeveloping | Variable | Pod development phase |
| FirstGrainsDeveloping | Variable | Grain initiation phase |
| FirstGrainsFilling | Variable | Critical grain-filling phase |
| FinalPodsDeveloping | Variable | Late pod development |
| FinalGrainsFilling | Variable | Final grain maturation |
| Ripening | Variable | Ripening to harvest maturity |
Practical Applications
Thermal time is used for:
- Predicting phenological stages: Accumulating thermal time predicts when major growth stages will occur
- Comparing cultivars: Different cultivars have different thermal time requirements for similar developmental stages
- Assessing seasonal effects: Warm seasons accumulate thermal time faster than cool seasons
- Yield forecasting: Early prediction of flowering and grain-filling timing helps forecast grain yield
- Management decisions: Knowing thermal time requirements guides irrigation, nutrient, and pest management timing
Examples
- Warm season: A season with higher average temperatures will accumulate thermal time faster and reach flowering earlier
- Cool season: A cool growing season will accumulate thermal time more slowly, potentially extending the growing season
- Cultivar comparison: A cultivar requiring 400°Cd to reach a stage will reach it earlier in warm regions than a cultivar requiring 600°Cd
The thermal time model in APSIM accurately represents the temperature-dependent development of lentil under field conditions.