Multi-objective CFD-driven development of coupled turbulence closure models

•Introduction of two novel concepts to improve accuracy of CFD-driven turbulence models.•Simultaneous training of multiple closure models captures coupling effects.•Multi-objective optimization enables informed model selection after training.•Trained RANS closures achieve excellent predictions for flow with highly coupled momentum and thermal fields.