Design and execute CFD simulations focused on heat transfer, thermal gradients, and environmental exposure using tools like Ansys Fluent, COMSOL, or similar.Model conjugate heat transfer across metals, polymers, and fiber composites, integrating material-specific thermal properties and degradation behaviors.Develop parametric simulation templates and playbooks for thermal domains, including chamber testing, accelerated aging, and humidity exposure.Calibrate thermal models using coupon test data and validate them against physical results.Automate simulation workflows using Python and APDL, enabling scalable meshing, parametric sweeps, and post-processing.Integrate AI/ML techniques to:Build surrogate models for rapid design screening.Apply active learning to minimize physical test requirementsSupport uncertainty quantification and sensitivity analysis.Collaborate with lab technicians to ensure high-quality instrumentation and traceable thermal data for model validation.Contribute to simulation governance, including credibility reports, correlation matrices, and KPI dashboards.Mentor engineers and promote best practices in thermal simulation and digital validation.Bring a playful, innovative mindset to a fast-paced, cross-functional environment where experimentation and creativity are valued.
