Cellular ASIC Methodology Engineer

AppleSan Diego, CA
101d

About The Position

As a Cellular ASIC Methodology Engineer, you'll develop and optimize design and implementation methodology for integrated circuits across multiple focus areas including area efficiency, power optimization, and design technology co-optimization. You'll design innovative products at the block/IP-level and system-level in advanced process technologies (3nm, 2nm and beyond). Your primary responsibilities will involve developing best-in-methodologies for optimizing Power, Performance, Area, and Cost efficiency metrics through various approaches.

Requirements

  • Minimum BS and 10+ years of relevant industry experience.
  • VLSI background with hands-on experience in RTL to GDSII flows.
  • Prior experience in doing Power, Performance, Area and Cost optimizations for SoCs.
  • Experience with SoC power flows & Vmin optimization.
  • Experience with Design Technology Co-optimization, identifying and solving scaling bottlenecks in new technology nodes.
  • Rapid prototyping and scripting of methodologies and test chip block implementation.

Nice To Haves

  • Solid understanding of Physical Design challenges, proficiency with synthesis, place and route tools, and implementation exploration.
  • Experience with Metal stack optimizations.
  • Experience performing Early Tech node analysis to identify implementation bottlenecks.
  • Design Technology Co-optimization expertise.
  • Strong analytical skills and ability to identify and communicate high return on investment opportunities.
  • Ability to apply data science and ML analytics for Frontend and Backend databases, as well as post-silicon data, to identify trends & patterns and fine-tune implementation methodologies.

Responsibilities

  • Establish design guidelines, methodologies, and standards for synthesis, place-and-route, timing closure, and signoff processes.
  • Develop and optimize EDA tool flows including synthesis tools (DC/DCT/DCG/Genus/Oasis), P&R tools (ICC2/Fusion/Innovus/Aprisa), and signoff tools (PT/PT-SI/Tempus).
  • Drive timing convergence process improvements across design teams to enhance design PPA and yield.
  • Create and maintain comprehensive design flows, scripts, and automation tools to improve design productivity and reduce turnaround time.
  • Identify utilization bottlenecks in physical design and develop architectural, design, and implementation-level solutions to improve utilizations.
  • Work with physical design teams on timing closure, collaborating with CAD teams, IP teams and Design Technology teams for flow scripts/tools development and validation.
  • Understand RTL to GDS digital flow and provide hands-on contribution for timing signoff of complex SOCs.
  • Perform design technology co-optimization analysis, including optimal operating point analysis for performance/power curves and identification of scaling trends and bottlenecks in advanced technology nodes.
  • Conduct Spice simulations (Hspice/Finesim/AFS/Spectre/Infinisim) for PVT corners validation and STA vs spice correlation.
  • Perform timing package validation across advanced process technologies and timing signoff specification development.
  • Conduct in-depth analysis of design databases and silicon validation data to identify critical issues and improve overall design metrics.
  • Understand intricate timing paths (digital, analog, mixed signal) and timing constraints, providing solutions as required.
  • Develop and implement voltage scaling and power optimization methodologies including clock gating, power gating, and dynamic voltage/frequency scaling techniques.
  • Use power analysis tools (RedHawk/SeaHawk/Voltus) for comprehensive power signoff and optimization.
  • Facilitate and drive STA methodology improvements using industry-leading timing tools and ECO methodologies.
  • Collaborate closely with technology and IP teams to enhance efficiency through custom and semi-custom IP development.
  • Work closely with process technology, front-end design, physical implementation, CAD, and multi-functional teams to develop innovative solutions.
  • Support advanced process technology bring-up from PDK to VLSI design production.
  • Drive DFT (Design for Test) methodology improvements including scan insertion, ATPG, and built-in self-test strategies.
  • Stay ahead of industry trends and emerging technologies to continuously improve design methodologies.
  • Apply strong programming skills (Python, Perl, TCL, Unix shell, C/C++) for methodology automation and enhancement.
  • Apply ML modeling experience for advanced design optimization and predictive analysis.
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