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Titlebook: Automated Design of Analog and High-frequency Circuits; A Computational Inte Bo Liu,Georges Gielen,Francisco V. Fernández Book 2014 Springe

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Glasfaserverstärkte KunststoffeChapter 6 introduces ordinal optimization-based efficient robust design optimization methods. The method to cooperate ordinal optimization with hybrid methods, single and multi-objective constrained optimization methods is then discussed with practical examples.
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Basic Concepts and Background,Chapter 1 provides the basic concepts and background in both computational intelligence and EDA fields. Their relationships are discussed and the challenging problems which will be addressed in this book are introduced.
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Electromagnetic Design Automation: Surrogate Model Assisted Evolutionary Algorithm,Chapter 7 reviews surrogate model assisted evolutionary algorithms and the application area: design automation of mm-wave integrated circuits and complex antennas. Two machine learning methods, Gaussian process and artificial neural networks are introduced.
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Passive Components Synthesis at High Frequencies: Handling Prediction Uncertainty,ent synthesis. Three popular methods to handle the prediction uncertainty, which is the fundamental problem when integrating machine learning techniques with evolutionary algorithms, are introduced with practical examples.
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