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The application of multi-scale simulation in advanced electronic packaging.

Wei Yu1, Shucan Cheng1, Zeyuan Li2

  • 1School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China.

Fundamental Research
|December 30, 2024
PubMed
Summary
This summary is machine-generated.

This review explores multiphysics coupling in electronic packaging, crucial for device performance and reliability. It highlights advanced multi-scale simulation techniques, including machine learning, for enhanced electronic system design and protection.

Keywords:
Advanced electronic packagingElectronic devicesMachine learning methodsMulti-scale simulationMultiphysics coupling

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Area of Science:

  • Electronic engineering
  • Materials science
  • Computational physics

Background:

  • Electronic packaging protects devices from environmental factors.
  • Packaging design involves complex multi-physics phenomena like thermal transport and mechanical stress.
  • Assessing electronic device performance and reliability necessitates understanding multiphysics coupling.

Purpose of the Study:

  • To provide a comprehensive overview of multiphysics coupling in electronic packaging.
  • To summarize recent advancements in multi-scale simulation techniques for electronic packaging.
  • To illustrate the application of these methods in studying electronic packaging aspects.

Main Methods:

  • Review of multi-scale simulation techniques: finite element methods (FEM), molecular dynamics (MD), density functional theory (DFT).
  • Focus on machine learning (ML) methods for bridging different simulation scales.
  • Application examples in material properties, interfacial failure, thermal management, electromigration, and stress analysis.

Main Results:

  • Multi-scale simulations are essential for analyzing complex electronic packaging phenomena.
  • Machine learning shows promise in integrating macroscopic and microscopic simulation scales.
  • These techniques enable detailed study of critical electronic packaging issues.

Conclusions:

  • Multi-scale simulation techniques offer significant potential for advancing electronic packaging design and reliability.
  • Challenges and future research directions in applying these methods are identified.
  • Further investigation into ML-driven multi-scale simulations is recommended for electronic packaging.