Optimization of MOSFET Copper Clip to Enhance Thermal Management Using Kriging Surrogate Model and Genetic Algorithm
Metal–oxide–semiconductor field-effect transistors (MOSFETs) are critical in power electronic modules due to their high-power density and rapid switching capabilities. Therefore, effective thermal management is crucial for ensuring reliability and superior performance. This study used finite element analysis (FEA) to evaluate the electro-thermal behavior of MOSFETs with copper clip bonding, showing a significant improvement over aluminum wire bonding. The aluminum wire model reached a maximum temperature of 102.8 °C, while the copper clip reduced this to 74.6 °C. To further optimize the thermal performance, Latin Hypercube Sampling (LHS) generated diverse design points. The FEA results were used to select the Kriging regression model, chosen for its superior accuracy (MSE = 0.036, R2 = 0.997, adjusted R2 = 0.997). The Kriging model was integrated with a Genetic Algorithm (GA), further reducing the maximum temperature to 71.5 °C, a 4.20% improvement over the original copper clip design and a 43.8% reduction compared to aluminum wire bonding. This integration of Kriging and the GA to the MOSFET copper clip package led to a significant improvement in the heat dissipation and overall thermal performance of the MOSFET package, while also reducing the computational power requirements, providing a reliable and efficient solution for the optimization of MOSFET copper clip packages.
Authors
- Heung Soo Kim (ORCID: https://orcid.org/0000-0001-7057-5174)
- Salman Khalid (ORCID: https://orcid.org/0000-0002-2037-0928)
- Yubin Cheon (ORCID: https://orcid.org/0009-0003-9836-8769)
- Daeyeon Ki
- Jaehyun Jung
Institutions
- Dongguk University (KR)
Publication Details
- Journal
- Mathematics
- Published
- 2024-09-22
- DOI
- https://doi.org/10.3390/math12182949
- Citations
- 3
- Primary Topic
- Advancements in Semiconductor Devices and Circuit Design
- Type
- article
- Field-Weighted Citation Impact
- 0.63
Funders
- National Research Foundation
- National Research Foundation of Korea
- Ministry of Science and ICT, South Korea