A*STAR

Scientist (Multi Chiplet Heterogeneous Integration and High speed IO designer (SIP)), IME

A*STAR
ResearchSingaporeOnsitePosted 2 weeks ago

About the role

AI summarised

We are seeking a highly skilled multi-physics modelling and Process Design Kit (PDK) development engineer to join our team. The ideal candidate will have a strong background in Electrical or Computer Engineering (PhD), focusing on converting 2.5D/3D/3.5D chiplet based System in Package design and integration needs into advanced packaging PDK interconnect models, co-simulation frameworks, and reference flows.

ResearchOnsiteInstitute of Microelectronics

Key Responsibilities

  • Evaluate and develop accurate PDK components using classical methods, multi-physics methods (like reduced order models), and probabilistic methods utilizing applicable AI/ML algorithms or PINN.
  • Participate in and perform benchmarks and Design of Experiments using measured tapeout data from test packages (2.5D Interposer, 3D Hybrid Bonding, or 3.5D packages).
  • Investigate and expand the use of AI/ML algorithms within the advanced package design flow, including surveying diffusion models, reinforcement learning, PINN, and language models.
  • Develop and maintain PDK including installation guides, Design Rule Manuals, automation scripts, and reference flows.

Requirements

  • PhD in Electrical or Computer Engineering with 5 years of relevant experience handling various aspects of Process Design Kits (PDK).
  • Understanding of advanced packaging, high speed or RF interconnects/I-O PHY, signal/power integrity, thermal flow, package stress, and yield in advanced packaging.
  • Experience with multi-physics modelling approaches, machine learning regression, use of language models, or reduced order models.
  • Proficiency in programming/scripting using one or more of: SKILL, ADL, Python, Perl, C/C++, TCL, or AEL.