Design and Optimization of a Fan-Out Wafer-Level Packaging- Based Integrated Passive Device Structure for FMCW Radar Applications

Jiajie Yang, Lixin Xu*, Ke Yang

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

This paper presents an integrated passive device (IPD) structure based on fan-out wafer-level packaging (FOWLP) for the front end of frequency-modulated continuous wave (FMCW) radar systems, focusing on enhancing the integration efficiency and performance of large passive components like antennas. Additionally, a new metric is introduced to assess this structure’s effect on the average noise figure in FMCW systems. Using this metric as a loss function, we apply the support vector machine (SVM) for electromagnetic simulation and the genetic algorithm (GA) for optimization. The sample fitting variance is 2.42 dB, reducing computation time from 12 min to under 1 millisecond, with the entire optimization completed in less than 100 s. The optimized IPD structure is 0.7 × 0.9 × 0.014 (Formula presented.) in size and achieves over 35 dB isolation between the transmitter and receiver. Compared to the IPD model calculated by empirical formulas, the optimized device lowers the average noise figure by 15.2 dB and increases maximum gain by 4.19 dB.

Original languageEnglish
Article number1311
JournalMicromachines
Volume15
Issue number11
DOIs
Publication statusPublished - Nov 2024

Keywords

  • electromagnetic simulation
  • fan-out wafer level package
  • integrated passive device
  • optimization
  • surrogate model

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