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Автор: Adithya Challapalli, Guoqiang Li
Издательство: CRC Press
Год: 2025
Страниц: 221
Язык: английский
Формат: pdf (true), epub
Размер: 23.0 MB
Artificial Intelligence Assisted Structural Optimization explores the use of Machine Learning and correlation analysis within the forward design and inverse design frameworks to design and optimize lightweight load-bearing structures as well as mechanical metamaterials. Within these pages, you will find a comprehensive exploration of the fundamentals of Machine Learning, as well as its application to the design of lightweight structures. From the basics of data analysis to the complexities of neural networks and Deep Learning, this book provides a step-by-step guide to the tools and techniques that are transforming the field. The remainder of this chapter will introduce different Machine Learning algorithms with basic Python code snippets to understand and compare the performance of each type. Basic coding and Python language knowledge are required.