Electrical Simulation Cae Engineer

Apple Apple · Big Tech · San Jose, CA +1 · Hardware

Seeking a simulation engineer to develop and implement electrical and electromagnetic simulation workflows. This role involves applying AI/ML techniques to enhance design iterations and analysis for signal integrity, power integrity, EMI/EMC, magnetics, and electromagnetic simulations. Responsibilities include workflow creation, vendor partnerships, AI/ML application, data analysis, tool support, and HPC job management.

What you'd actually do

  1. Create electrical simulation workflows (SI/PI, EMI/EMC, Magnetics, electromagnetics) to enable designers and simulation engineers to run simulations with speed, efficiency, and precision.
  2. Partner with EDA and EM simulation tool vendors and internal development teams to deploy and scale workflows on internal platforms.
  3. Apply AI and ML techniques to electrical simulation workflows in order to enable early design exploration and rapid trade-off studies.
  4. Provide methods and tools to easily convert and analyze electrical model data, S-parameters, field solver outputs, and simulation results.
  5. Support internal electrical simulation tools across projects in application areas such as signal integrity, power integrity, RF, electromagnetic's, antenna design, and desense, including developing training and documentation.

Skills

Required

  • Master's degree in Electrical Engineering
  • AI/ML theory
  • LLMs
  • 2+ years of hands on simulation workflow development experience
  • Good understanding of the electrical simulation workflow: schematic/layout/CAD > Simulation > Analysis
  • Experience with electrical and electromagnetic simulation tools such as Ansys HFSS, SIwave, Q3D, Maxwell, CST Studio Suite, Keysight ADS, Cadence Clarity/Sigrity, or COMSOL

Nice to have

  • PhD degree in Electrical Engineering or relevant field of study
  • Deep understanding of electromagnetic's, magnetics, RF, and multi-physics simulations with an electrical emphasis
  • Knowledge of 3D electromagnetic modeling, full-wave solvers, and finite element analysis methods applied to electrical problems
  • Experience in the use of AI/ML techniques and LLMs
  • Familiarity with automation and workflow processes and scripting languages (e.g., Python, MATLAB, TCL)
  • Excellent communication, presentation, and organizational skills

What the JD emphasized

  • strong electrical background
  • innovative end-to-end modeling and simulation solutions
  • AI/ML applications
  • electrical simulation workflows
  • AI and ML techniques
  • electrical simulation workflows
  • AI/ML theory
  • simulation workflow development experience
  • electrical simulation workflow
  • electrical and electromagnetic simulation tools

Other signals

  • AI/ML applications to support rapid design iterations
  • Apply AI and ML techniques to electrical simulation workflows
  • Experience in AI/ML theory and use of LLMs