Dimensionally-consistent self supervision for spacecraft thermal field prediction with some limited simulation labels

Key Points

• Effective self supervision enhances thermal field prediction accuracy, improving spacecraft design.
• Key evidence shows a significant decrease in prediction error across multiple test scenarios.
• Analysis of thermal field data utilized dimensionally-consistent prediction methods with limited simulation labels.
• This approach may enable more reliable spacecraft thermal management, though further validation is required.