
EV Motor Thermal Performance Analyzer
Analyze EV motor thermal performance and optimize cooling strategies
What You Can Do
You can analyze motor thermal performance across diverse driving scenarios, evaluate cooling system effectiveness, and develop thermal optimization strategies for EV powertrains. This skill helps you identify thermal constraints, compare cooling topologies, predict magnet temperature stability, and integrate thermal models into vehicle thermal management systems—enabling you to maintain optimal motor operating temperatures while maximizing efficiency and component longevity.
Features
evaluate motor behavior under diverse real-world conditions
compare liquid, air, and spray cooling strategies with sizing calculations
quantify power output losses and efficiency impacts at elevated temperatures
predict demagnetization risk and establish safe operating margins
evaluate potting compounds and gap fillers for winding and housing thermal paths
model peak heating during acceleration and continuous thermal loads during cruising
develop vehicle-level thermal management strategies balancing motor, battery, and inverter loads
assess thermal characteristics of axial flux, radial flux, and hairpin winding designs
Example Output
Thermal Derating Analysis Output:
- Motor rated power: 200 kW at 20°C ambient
- Winding temperature: 140°C (peak acceleration), 125°C (sustained highway), 90°C (city cycle)
- Thermal derating: 8% power loss at 140°C vs. baseline
- Recommended cooling flow rate: 15 L/min to maintain <135°C during 10-minute highway merge
Cooling System Comparison:
| Cooling Type | Heat Dissipation | Efficiency Impact | Complexity | Cost |
|---|---|---|---|---|
| Direct liquid (slot flooding) | 45 kW | -2% | High | High |
| Jacket cooling | 32 kW | -1.5% | Medium | Medium |
| Air cooling | 18 kW | -0.5% | Low | Low |
Magnet Temperature Safety Assessment:
- Magnet type: NdFeB Grade N42SH (Tc = 350°C)
- Peak operating temperature: 165°C (safe margin: 185°C)
- Demagnetization risk: <0.1% flux loss over 10-year mission profile
What's Included
- SKILL.md instruction file with thermal analysis framework and methodology:
- Thermal duty cycle analysis template: structure for evaluating motor performance across WLTP, EPA, and custom drive cycles
- Cooling system design checklist: specifications, sizing calculations, and validation criteria for liquid, air, and hybrid cooling
- Thermal derating curve worksheet: efficiency and power loss modeling across temperature ranges
- Magnet stability assessment framework: temperature limits, flux loss prediction, and demagnetization risk evaluation
Who It's For
- EV powertrain engineers designing motor cooling systems and thermal management strategies
- Thermal systems engineers optimizing motor-battery-inverter thermal integration
- Electric motor design engineers evaluating thermal performance of motor topologies and winding configurations
- Powertrain validation engineers testing thermal behavior across duty cycles and fault conditions
- Systems engineers developing vehicle-level thermal management and battery thermal coupling strategies
Best For
- Motor cooling system design and optimization (liquid, air, spray cooling selection)
- Thermal performance evaluation across drive cycles and transient scenarios
- Thermal constraint identification and derating curve development
- Motor topology thermal comparison (axial flux vs. radial flux, winding optimization)
- Magnet temperature stability and demagnetization risk assessment
- Thermal interface material selection and thermal path optimization
- Vehicle thermal management system integration and thermal load balancing







