Jobs · Engineering · Texas

Senior SoC Power Modeling Engineer

AMD · Austin, TX · 6 days ago
HybridEngineeringFull-time

Key Responsibilities

  • Develop and maintain SoC-level power models for Embedded x86 platforms using IP-level inputs (CPU, GPU, fabric, memory, and I/O).
  • Create use-case-driven power models representing automotive, industrial, edge computing, and customer-specific embedded workloads.
  • Translate real-world workloads into model inputs such as activity factors, concurrency, residency, and DVFS states.
  • Build and maintain Voltage-Frequency (VF) curves across operating corners.
  • Derive and validate EDC / TDC / current limits based on modeled workloads and platform constraints.
  • Perform sensitivity studies across frequency, voltage, workload mix, and power states.
  • Integrate IP-level power models into cohesive SoC-level frameworks.
  • Ensure consistency of assumptions across IPs (clocking, power states, gating, DVFS).
  • Identify gaps, inconsistencies, or inaccuracies in IP models and drive closure with IP teams.
  • Partner with SoC and power architects to influence early architectural decisions.
  • Evaluate power/performance/area trade-offs for new features, configurations, and SKUs.
  • Support bounding-box analysis and product positioning decisions.
  • Support pre-silicon to post-silicon correlation of power models.
  • Refined models using silicon data, profiling, and validation feedback.
  • Improve modeling methodologies, accuracy targets, and documentation.

Preferred Experience

  • Professional experience in power modeling, power estimation, or SoC power analysis.
  • Strong understanding of: SoC power architecture and DVFS, Static vs dynamic power components, EDC / TDC / electrical and thermal constraints.
  • Hands-on experience building SoC-level power models from IP-level models.
  • Experience creating and analyzing VF curves.
  • Experience with Embedded or Automotive SoCs.
  • Familiarity with x86 CPU, GPU, memory, and fabric power behaviors.
  • Exposure to power modeling tools, spreadsheets, or internal frameworks used for pre-silicon estimation.
  • Experience with workload-driven modeling and benchmark abstraction.
  • Strong analytical and scripting skills (Python preferred).
  • Ability to work across architecture, IP, performance, and validation teams.
  • Prior involvement in power correlation with silicon.
  • Ability to clearly communicate modeling assumptions and results to senior technical stakeholders.

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