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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Artificial Neural Networks for High-Frequency Design

Artificial Neural Networks for High-Frequency Design

Koziel, Slawomir
Pietrenko-Dabrowska, Anna

Hardcover

Technology & Engineering

PREORDER - Expected ship date November 27, 2026

ISBN10: 3032299446
ISBN13: 9783032299444
Publisher: Springer
Published: Nov 27 2026
Pages: 524
Language: English

This book explores artificial neural networks (ANNs) and their applications in high-frequency engineering, with particular attention to areas such as antenna design, microwave engineering, and microwave photonics. Emphasis is placed on recent advancements in leveraging ANNs for enhanced forward and inverse modeling, local and global optimization, multi-objective design, uncertainty quantification, and design automation, including system synthesis and unsupervised design approaches. The authors discuss a wide range of ANN architectures, including MLPs, RNNs, LSTMs, ResNets, CNNs, graph neural networks, physics-informed neural networks, neuro space mapping techniques, and multi-fidelity models. The book features detailed case studies and benchmarking of ANN techniques against state-of-the-art methods, offering both practical insight and theoretical grounding.

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