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Lead Research Engineer (Multi Chiplet Heterogeneous Integration and High-Speed IO Designer), (SiP), IME

Lead Research Engineer (Multi Chiplet Heterogeneous Integration and High-Speed IO Designer), (SiP), IME

A •STAR RESEARCH ENTITIESD05 Clementi New Town, Hong Leong Garden, Pasir Panjang, SG
3 hours ago
Job description

Roles & Responsibilities

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), will focus on converting 2.5D / 3D / 3.5D chiplet based System in Package design and integration needs into advanced packaging PDK interconnect models, advanced co-simulation frameworks and reference flows. The successful candidate will play a crucial role in developing accelerating simulation, analysis and modelling towards design enablement of state-of-the-art advanced packaging.

Key Responsibilities :

  • Collaborate with cross-functional (Electrical, Thermal and Mechanical) package design and analysis teams to ensure solid understand of the analysis parameters, input / outputs and modelling requirements.
  • Evaluate and develop accurate PDK components using classical methods, multi-physics methods such as reduced order models, and probabilistic methods using applicable AI / ML algorithms or PINN.
  • Participate and perform benchmark and Design of Experiments using measured tapeout data from test package of 2.5D Interposer, 3D Hybrid Bonding or 3.5D packages.
  • Investigate and expand use of AI / ML algorithms within the advanced package design flow. Perform comprehensive literature survey on diffusion models, reinforcement learning, PINN, language models and identify areas of applicability for advanced packaging electrical physical design, thermal integrity and mechanical reliability analysis.
  • Develop and maintain PDK including installation, Design Rule Manual, automation and reference flows

Required Qualifications :

  • Bachelors or Masters with 5 years, relevant experience in 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 in any multi-physics modelling approaches, machine learning regression, use of language models, reduced order models.
  • Programming and scripting skills in one or more of the following : SKILL, ADL, Python, Perl, C / C++, TCL, or AEL.
  • Preferred Qualifications :

  • Ability to research, develop and implement AI / ML algorithms using industry-standard open-source tools / methodologies.
  • Strong problem-solving aptitude and creative thinking to address technical challenges across multiple domains.
  • Excellent communication and teamwork skills, with the ability to collaborate effectively in a dynamic environment.
  • Tell employers what skills you have

    Perl

    Signal Integrity

    Designer

    Modeling

    TCL

    Scripting

    Electrical

    Circuit Design

    System Design

    Packaging

    Python

    Simulations

    Signal Processing

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    Research Engineer • D05 Clementi New Town, Hong Leong Garden, Pasir Panjang, SG

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