Applications of Broyden-based input space mapping to modeling and design optimization in high-tech companies in Mexico
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Fecha
2019-10-02
Autores
Rayas-Sánchez, José E.
Brito-Brito, Zabdiel
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Editor
EuMA
Resumen
Descripción
One of the most powerful and computationally efficient optimization approaches in RF and microwave engineering is the space mapping (SM) approach to design. SM optimization methods belong to the general class of surrogate-based optimization algorithms. They are specialized on the efficient optimization of computationally expensive models. This paper reviews the Broyden-based input SM algorithm, better known as aggressive space mapping (ASM), which is perhaps the SM variation with more industrial applications. The two main characteristics that explain its popularity in industry and academia are emphasized in this paper: simplicity and efficiency. The fundamentals behind the Broyden-based input SM algorithm are described, highlighting key steps for its successful implementation, as well as situations where it may fail. Recent applications of the Broyden-based input space mapping algorithm in high-tech industries located in Mexico are briefly described, including application areas such as signal integrity and high-speed interconnect design, as well as post-silicon validation of high-performance computer platforms, among others. Emerging new applications in multi-physics interconnect design and power-integrity design optimization are also mentioned.
Palabras clave
Broyden, DoE, Equalization, Eye Diagram, High-speed Interconnects, Optimization, Post-silicon Validation, Power Integrity, Signal Integrity, Space Mapping, Surrogate Models, High-tech companies-Mexico
Citación
J. E. Rayas-Sánchez and Z. Brito-Brito, Applications of Broyden-based input space mapping to modeling and design optimization in high-tech companies in Mexico. In European Microwave Conf. (EuMC-2019), Paris, France, Oct. 2019, pp. 272-275. DOI: 10.23919/EuMC.2019.8910799.