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Efficient Thermal-Stress Coupling Design of Chiplet-Based System with Coaxial TSV Array

In this research, an efficient thermal-stress coupling design method for a Chiplet-based system with a coaxial through silicon via (CTSV) array is developed by combining the support vector machine (SVM) model and particle swarm optimization algorithm with linear decreasing inertia weight (PSO-LDIW)....

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Detalles Bibliográficos
Autores principales: Wang, Xianglong, Su, Jiaming, Chen, Dongdong, Li, Di, Li, Gaoliang, Yang, Yintang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10456537/
https://www.ncbi.nlm.nih.gov/pubmed/37630027
http://dx.doi.org/10.3390/mi14081493
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author Wang, Xianglong
Su, Jiaming
Chen, Dongdong
Li, Di
Li, Gaoliang
Yang, Yintang
author_facet Wang, Xianglong
Su, Jiaming
Chen, Dongdong
Li, Di
Li, Gaoliang
Yang, Yintang
author_sort Wang, Xianglong
collection PubMed
description In this research, an efficient thermal-stress coupling design method for a Chiplet-based system with a coaxial through silicon via (CTSV) array is developed by combining the support vector machine (SVM) model and particle swarm optimization algorithm with linear decreasing inertia weight (PSO-LDIW). The complex and irregular relationship between the structural parameters and critical indexes is analyzed by finite element simulation. According to the simulation data, the SVM model is adopted to characterize the relationship between structural parameters and critical indexes of the CTSV array. Based on the desired critical indexes of the CTSV array, the multi-objective evaluation function is established. Afterwards, the structural parameters of the CTSV array are optimized through the PSO-LDIW algorithm. Finally, the effectiveness of the developed method is verified by the finite element simulation. The simulated peak temperature, peak stress of the Chiplet-based system, and peak stress of the copper column (306.16 K, 28.48 MPa, and 25.76 MPa) well agree with the desired targets (310 K, 30 MPa, and 25 MPa). Therefore, the developed thermal-stress coupling design method can effectively design CTSV arrays for manufacturing high-performance interconnect structures applied in Chiplet-based systems.
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spelling pubmed-104565372023-08-26 Efficient Thermal-Stress Coupling Design of Chiplet-Based System with Coaxial TSV Array Wang, Xianglong Su, Jiaming Chen, Dongdong Li, Di Li, Gaoliang Yang, Yintang Micromachines (Basel) Article In this research, an efficient thermal-stress coupling design method for a Chiplet-based system with a coaxial through silicon via (CTSV) array is developed by combining the support vector machine (SVM) model and particle swarm optimization algorithm with linear decreasing inertia weight (PSO-LDIW). The complex and irregular relationship between the structural parameters and critical indexes is analyzed by finite element simulation. According to the simulation data, the SVM model is adopted to characterize the relationship between structural parameters and critical indexes of the CTSV array. Based on the desired critical indexes of the CTSV array, the multi-objective evaluation function is established. Afterwards, the structural parameters of the CTSV array are optimized through the PSO-LDIW algorithm. Finally, the effectiveness of the developed method is verified by the finite element simulation. The simulated peak temperature, peak stress of the Chiplet-based system, and peak stress of the copper column (306.16 K, 28.48 MPa, and 25.76 MPa) well agree with the desired targets (310 K, 30 MPa, and 25 MPa). Therefore, the developed thermal-stress coupling design method can effectively design CTSV arrays for manufacturing high-performance interconnect structures applied in Chiplet-based systems. MDPI 2023-07-25 /pmc/articles/PMC10456537/ /pubmed/37630027 http://dx.doi.org/10.3390/mi14081493 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Xianglong
Su, Jiaming
Chen, Dongdong
Li, Di
Li, Gaoliang
Yang, Yintang
Efficient Thermal-Stress Coupling Design of Chiplet-Based System with Coaxial TSV Array
title Efficient Thermal-Stress Coupling Design of Chiplet-Based System with Coaxial TSV Array
title_full Efficient Thermal-Stress Coupling Design of Chiplet-Based System with Coaxial TSV Array
title_fullStr Efficient Thermal-Stress Coupling Design of Chiplet-Based System with Coaxial TSV Array
title_full_unstemmed Efficient Thermal-Stress Coupling Design of Chiplet-Based System with Coaxial TSV Array
title_short Efficient Thermal-Stress Coupling Design of Chiplet-Based System with Coaxial TSV Array
title_sort efficient thermal-stress coupling design of chiplet-based system with coaxial tsv array
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10456537/
https://www.ncbi.nlm.nih.gov/pubmed/37630027
http://dx.doi.org/10.3390/mi14081493
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