ERS ML Design Optimization Engineer
Indexed description
Key Responsibilities
- Build neural network surrogates (e.g., PINNs, graph nets) emulating ERS physics across thermal, electrical, degradation behaviors.
- Implement tool-agnostic GA/BO optimization loops for multi-objective ERS design (mass/power/reliability).
- Fuse/process petabyte-scale datasets from bench/dyno/track + DiL/HiL/SiL sims for training/validation.
- Conduct sensitivity analysis, uncertainty quantification on ERS parameter spaces.
- Develop ML-accelerated workflows integrated with NX/AVL/MATLAB/ANSYS sim chains.
- Validate models against real duty cycles; iterate for FIA-constrained optima.
- Document optimization pipelines, neural architectures, and results for design reviews.
- Bachelor's in CS/EE/Math/Physics; Master's/PhD in ML/scientific computing preferred.
- 3+ years building neural surrogates for engineering sims; GA/BO optimization experience.
- Expert in PyTorch/TensorFlow/JAX; large-scale time-series/physics data pipelines.
- Proficiency handling multi-fidelity datasets (real + DiL/HiL/SiL).
- Familiarity with hybrid powertrains, multi-physics sim tools.
- F1 ERS plant modeling (cell/MGU/ES performance prediction).
- Neural operators/PINNs for PDE surrogates; multi-fidelity BO.
- HPC workflows, data versioning (DVC), containerization.
- Domain expertise in e-motors, batteries, power electronics.
- Delivers under aggressive development timelines.
- Innovates across model/design/compute trade-offs.
- Communicates complex ML insights to design engineers.
- Rigorous validator of sim fidelity against reality.
- Passionate about F1 performance engineering.
That Includes Access To
- Bonus scheme
- Private healthcare
- 401(k) plan including company match
- Employer-paid life insurance and disability coverage
- 32 days annual leave (including holidays)
- Free financial advisor access
- Employee Assistance Programs (EAP)
- Subsidized on-site dining
- On-site gym
- Discounted GM vehicle purchase/lease program
- Free on-site EV charging for personal GM vehicles
Join Us And Help Power What’s Next.
Why Join Us
You’ll play a pivotal role in ensuring the reliability and performance of a next-generation Formula 1 power unit. Our culture rewards precision, innovation, and the relentless pursuit of performance.
Please note: GM Performance Power Units and all affiliated companies are Equal Opportunity employer(s). Minorities, women, veterans, and individuals with disabilities are encouraged to apply. For more information regarding the EEOC, please visit https://www.eeoc.gov/employers/upload/poster_screen_reader_optimized.pdf.
Only direct hires need apply to or inquire about job postings at GM Performance Power Units. We are not accepting calls, resumes or applications from recruiting firms at this time.
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