Artificial Intelligence-Aided Materials Design: AI-Algorithms and Case Studies on Alloys and Metallurgical Processes
Rajesh Jha, Bimal Kumar Jha

Informasi Umum

Kode

22.21.1142

Klasifikasi

006.3 - Special Computer Methods- Artificial intelligence

Jenis

Buku - Elektronik (E-Book)

Subjek

Artificial Intelligence

No. Rak

Tel-U Gedung Manterawu Lantai 5 : Rak 4
Tel-U Purwokerto : Rak 3

Dilihat

115 kali

Informasi Lainnya

Abstraksi

This book describes the application of artificial intelligence (AI)/machine learning (ML) concepts to develop predictive models that can be used to design alloy materials, including hard and soft magnetic alloys, nickel-base superalloys, titanium-base alloys, and aluminum-base alloys. Readers new to AI/ML algorithms can use this book as a starting point and use the MATLAB® and Python implementation of AI/ML algorithms through included case studies. Experienced AI/ML researchers who want to try new algorithms can use this book and study the case studies for reference.

Offers advantages and limitations of several AI concepts and their proper implementation in various data types generated through experiments and computer simulations and from industries in different file formats 




Helps readers to develop predictive models through AI/ML algorithms by writing their own computer code or using resources where they do not have to write code 




Covers downloadable resources such as MATLAB GUI/APP and Python implementation that can be used on common mobile devices 




Discusses the CALPHAD approach and ways to use data generated from it




Features a chapter on metallurgical/materials concepts to help readers understand the case studies and thus proper implementation of AI/ML algorithms under the framework of data-driven materials science 




Uses case studies to examine the importance of using unsupervised machine learning algorithms in determining patterns in datasets

This book is written for materials scientists and metallurgists interested in the application of AI, ML, and data science in the development of new materials.

Koleksi & Sirkulasi

Tersedia 1 dari total 1 Koleksi

Pengarang

Nama	Rajesh Jha, Bimal Kumar Jha
Jenis	Perorangan
Penyunting
Penerjemah

Penerbit

Nama	CRC Press
Kota	Boca Raton
Tahun	2022

Sirkulasi

Harga sewa	IDR 0,00
Denda harian	IDR 0,00
Jenis	Non-Sirkulasi

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