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Direct constraint control for EM-based miniaturization of microwave passives
Slawomir Koziel1,2, Anna Pietrenko-Dabrowska3
1Engineering Optimization & Modeling Center, Reykjavik University, 102, Reykjavik, Iceland.
Scientific Reports
|August 3, 2022
Summary
This study introduces a new method for optimizing miniaturized microwave circuits, improving constraint handling for size reduction. The explicit approach outperforms traditional penalty functions, offering simpler and more efficient design.
Area of Science:
- Electrical Engineering
- Electromagnetics
- Circuit Design
Background:
- Miniaturization of microwave circuits is critical for 5G, IoT, and wearable devices.
- Conventional designs face challenges with size reduction due to guided wavelength limitations.
- Complex miniaturized structures require computationally expensive electromagnetic (EM) simulations.
Purpose of the Study:
- To develop a more efficient constraint handling method for optimizing miniaturized microwave circuits.
- To address the computational cost associated with EM-driven parameter tuning and performance constraints.
- To improve the design process for compact microwave components while maintaining electrical performance.
Main Methods:
- Proposes an explicit constraint handling approach integrated with a trust-region gradient-search procedure.
- Determines search radius adjustments based on the reliability of linear constraint approximation models.
- Evaluates the method using three miniaturized coupler structures.
Main Results:
- Demonstrates the superiority of the proposed explicit method over the penalty function approach.
- Achieves efficient size reduction while satisfying electrical performance constraints.
- Confirms the method's effectiveness through comprehensive numerical experiments.
Conclusions:
- The explicit constraint handling method offers superior performance compared to penalty functions for miniaturized microwave circuit optimization.
- The approach is algorithmically simple and does not require circuit-specific tailoring.
- This method provides a more efficient and reliable solution for designing compact microwave components.

