Artificial Intelligence Assisted Structural Optimization - Adithya Challapalli

Artificial Intelligence Assisted Structural Optimization

By: Adithya Challapalli, Guoqiang Li

eBook | 27 February 2025

At a Glance

eBook


$268.99

or 4 interest-free payments of $67.25 with

 or 

Available: 27th February 2025

Preorder. Download available after release.

Read on
Android
eReader
Desktop
IOS
Windows

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 learning and design analysis in detail, this book enables readers to optimize their designs using a data-driven approach. This book discusses the basics of the materials utilized, for example, shape memory polymers, and the manufacturing approach employed, such as 3D or 4D printing. Additionally, the book discusses the use of forward design and inverse design frameworks to discover novel lattice unit cells and thin-walled cellular unit cells with enhanced mechanical and functional properties such as increased mechanical strength, heightened natural frequency, strengthened impact tolerance, and improved recovery stress. Inverse design methodologies using generative adversarial networks are proposed to further investigate and improve these structures. Detailed discussions on fingerprinting approaches, machine learning models, structure screening techniques, and typical Python codes are provided in the book.

The book provides detailed guidance for both students and industry engineers to optimize their structural designs using machine learning.

Read on
Android
eReader
Desktop
IOS
Windows

More in Computer Science

Amazon.com : Get Big Fast - Robert Spector

eBOOK

AI-Powered Search - Trey Grainger

eBOOK

Tissue Proteomics : Methods and Protocols - Taufika Islam Williams

eBOOK

RRP $379.00

$341.99

10%
OFF