Short Summary

Challenged assumptions around motor thermal management and developed an in-house vacuum stator potting process for high-power electric motors, including custom tooling and internal prototype manufacturing capability. Achieved approximately 80-90% fill rates supporting 500+ hour endurance testing.

The Problem

Motor performance depended on achieving consistent, high-quality resin fill in a geometry prone to air entrapment. The existing assumption was that to use high thermally conductive resin, it required specialized external processes, creating slow iteration cycles and limiting internal development capability.

Constraints

  • High-viscosity resin and significant air entrapment risk
  • No internal process history for this application
  • Prototype equipment limitations and evolving tooling concepts
  • Need to move quickly enough to support motor endurance testing timelines

My Approach

  • Started from first principles by questioning whether external potting processes were necessary
  • Reduced the problem to core physical constraints (flow behavior, wetting, air entrapment)
  • Designed custom tooling to improve control and repeatability while eliminating unnecessary process complexity
  • Built a vacuum potting setup for internal prototype use
  • Ran iterative trials to study fill behavior, defects, and practical operating limits

What I Built

  • Internal vacuum potting equipment for prototype production
  • Custom tooling concepts to support part handling and process control
  • Defined process parameters and a scale-up path toward automated production

Results

  • Established internal prototype capability for stator potting with high thermal conductivity resin
  • Achieved approximately 80-90% fill rates in development testing
  • Supported 500+ hour endurance testing with stable thermal performance

What Went Wrong / Iterations

Early iterations assumed that vacuum and geometric access alone would ensure acceptable fill quality. In practice, small process variables dominated outcomes, forcing simplification of the process and tighter control of critical variables rather than adding complexity. Specifically, timing and viscosity management were difficult to master and took iterative tests to build the process.

What I'd Do Next

The next step would be a formal design of experiments around fill performance, defect rate, and cycle time, followed by transfer into a production-ready automated process.

Images

In-house vacuum potting setup
Vacuum potting setup used for in-house process development.
Cross-section sample used to compare candidate potting resins
Potting process setup used to develop and iterate the in-house workflow.
Cross-section sample used to evaluate resin impregnation into the coils
Cross-section testing used to evaluate resin impregnation into the coils.
Dual cross-section sample used to evaluate resin impregnation into the coils
Dual cross-section used to evaluate resin impregnation into the coils across adjacent sections.
Early potting test setup
Early potting test setup used to build the first internal process iterations.
Early cross-section test used during potting development
Early cross-section test used to learn how candidate resins were filling and wetting the coil pack.
Final potted stator
Final potted stator from the developed in-house process.

Confidentiality Note

Details and visuals have been simplified to respect confidentiality while preserving the technical approach.