Artificial intelligence assisted structural optimization /

"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. Discussing both machine...

Full description

Bibliographic Details
Main Authors:	Challapalli, Adithya (Author), Li, Guoqiang, 1965- (Author)
Corporate Author:	Taylor & Francis
Format:	eBook
Language:	English
Published:	Boca Raton : CRC Press, 2025.
Edition:	First edition.
Subjects:	Structural optimization > Data processing. Artificial intelligence > Industrial applications. Optimisation des structures > Informatique. Intelligence artificielle > Applications industrielles. COMPUTERS / Machine Theory TECHNOLOGY / Engineering / Mechanical TECHNOLOGY / Industrial Design / General Electronic books.
Online Access:	Connect to the full text of this electronic book

Table of Contents:

Introduction to structures with complex geometrical configurations
Structural optimization
Introduction to machine learning assisted structural optimization
Structural optimization of biomimetic rods using machine learning regression
Structural optimization of lattice structures
Inverse machine learning using generative adversarial networks
Design and optimization of mechanical metamaterials using correlation analysis data generation and fingerprinting of thin-walled cellular unit cells
Summary and future perspectives.