Reduced-Order Modeling for Efficient Reliability Assessment of Package–Board Interactions

Abstract In the development cycle of micro-electronic components, comprehensive reliability assessments via physical hardware experiments are costly and time-consuming, particularly when evaluating high-temperature operation and power thermal cycle endurance. To reduce manufacturing costs and accelerate the product development cycle, computer models, provided, for example, by the finite element method (FEM), are applied for virtual reliability tests. For the assessment of complete printed circuit board (PCB) assemblies, current solutions exhibit limitations due to the lack of validated package models from manufacturers. These models should also protect intellectual property by concealing detailed material and geometry information. This paper introduces a new solution based on model-order reduction using the Krylov subspace-based method. A novel application concept is presented, and the technique is demonstrated through two case studies focusing on the thermomechanical reliability of a ceramic capacitor and a fan-out package model. The results indicate that the model reduction method does not affect the reliability modeling outcomes in either case. Given its potential, this method, currently limited to linear elastic problems, will be further developed.

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Publication Details

Journal
Journal of Electronic Packaging
Published
2025-08-04
DOI
https://doi.org/10.1115/1.4069318
Primary Topic
Probabilistic and Robust Engineering Design
Type
article
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article

Reduced-Order Modeling for Efficient Reliability Assessment of Package–Board Interactions

Olaf Wittler, Simon Kuttler, Sönke Maeter, Tamara Bechtold et al.
1 links
Journal of Electronic Packaging
Probabilistic and Robust Engineering Design
article

Reduced-Order Modeling for Efficient Reliability Assessment of Package–Board Interactions

Olaf Wittler, Simon Kuttler, Sönke Maeter, Tamara Bechtold, Youssef Maniar, Chengdong Yuan
article en

Abstract

Abstract In the development cycle of micro-electronic components, comprehensive reliability assessments via physical hardware experiments are costly and time-consuming, particularly when evaluating high-temperature operation and power thermal cycle endurance. To reduce manufacturing costs and accelerate the product development cycle, computer models, provided, for example, by the finite element method (FEM), are applied for virtual reliability tests. For the assessment of complete printed circuit board (PCB) assemblies, current solutions exhibit limitations due to the lack of validated package models from manufacturers. These models should also protect intellectual property by concealing detailed material and geometry information. This paper introduces a new solution based on model-order reduction using the Krylov subspace-based method. A novel application concept is presented, and the technique is demonstrated through two case studies focusing on the thermomechanical reliability of a ceramic capacitor and a fan-out package model. The results indicate that the model reduction method does not affect the reliability modeling outcomes in either case. Given its potential, this method, currently limited to linear elastic problems, will be further developed.

Journal of Electronic PackagingVol. 147(4)
Jade University of Applied Sciences (DE), Research Center for Energy Economics (DE), Fraunhofer Institute for Reliability and Microintegration (DE), Robert Bosch (Netherlands) (NL)
Openalex Percentile: Top 81%
Probabilistic and Robust Engineering Design
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Reduced-Order Modeling for Efficient Reliability Assessment of Package–Board Interactions — Olaf Wittler, Simon Kuttler, et al. · Journal of Electronic Packaging (2025) | TGRS Research Map | TGRS