MARC details
| 000 -LEADER |
|---|
| fixed length control field |
03471nam a2200493 a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
WSP |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20260416153408.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
241109s2025 enk ob 001 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781800616851 |
| -- |
(ebook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
1800616856 |
| -- |
(ebook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Cancelled/invalid ISBN |
9781800616844 |
| -- |
(hbk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Cancelled/invalid ISBN |
1800616848 |
| -- |
(hbk.) |
| 072 #7 - SUBJECT CATEGORY CODE |
|---|
| Subject category code |
TEC |
| Subject category code subdivision |
063000 |
| Source |
bisacsh |
| 072 #7 - SUBJECT CATEGORY CODE |
|---|
| Subject category code |
COM |
| Subject category code subdivision |
004000 |
| Source |
bisacsh |
| 072 #7 - SUBJECT CATEGORY CODE |
|---|
| Subject category code |
TEC |
| Subject category code subdivision |
002000 |
| Source |
bisacsh |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
624.177130285 |
| Edition number |
23 |
| 049 ## - LOCAL HOLDINGS (OCLC) |
|---|
| Holding library |
MAIN |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Yoo, Kwangkyu Alex. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Probabilistic optimisation of composite structures : |
| Remainder of title |
machine learning for design optimisation / |
| Statement of responsibility, etc |
Kwangkyu Alex Yoo, Omar Bacarreza, M H Ferri Aliabadi. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
London : |
| Name of publisher, distributor, etc |
World Scientific Publishing Europe, |
| Date of publication, distribution, etc |
©2025. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 online resource (208 p.). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Contents |
Introduction -- Fundamentals of structural optimisation -- Multi-fidelity models -- Multi-fidelity reliability-based design optimisation -- Multi-fidelity robust design optimisation using successive high-fidelity correction -- Multi-fidelity probabilistic optimisation using sparse high-fidelity information - Conclusion. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
"This book introduces an innovative approach to multi-fidelity probabilistic optimisation for aircraft composite structures, addressing the challenge of balancing reliability with computational cost. Probabilistic optimisation pursues statistically reliable and robust solutions by accounting for uncertainties in data, such as material properties and geometry tolerances. Traditional approaches using high-fidelity models, though accurate, are computationally expensive and time-consuming, especially when using complex methods such as Monte Carlo simulations and gradient calculations. For the first time, the proposed multi-fidelity method combines high- and low-fidelity models, enabling high-fidelity models to focus on specific areas of the design space, while low-fidelity models explore the entire space. Machine learning technologies, such as artificial neural networks and nonlinear autoregressive Gaussian processes, fill information gaps between different fidelity models, enhancing model accuracy. The multi-fidelity probabilistic optimisation framework is demonstrated through the reliability-based and robust design problems of aircraft composite structures under a thermo-mechanical environment, showing acceptable accuracy and reductions in computational time"-- |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Structural optimization |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Structural optimization |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Composite construction |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Composite construction |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Bacarreza, Omar. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Aliabadi, M. H. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="https://www.worldscientific.com/worldscibooks/10.1142/q0496#t=toc">https://www.worldscientific.com/worldscibooks/10.1142/q0496#t=toc</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Koha item type |
Electronic Books |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Computational and experimental methods in structures, |
| International Standard Serial Number |
2044-9283 ; |
| Volume number/sequential designation |
vol. 15 |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references and index. |
| 520 ## - SUMMARY, ETC. |
|---|
| -- |
Publisher's website. |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
Mode of access: World Wide Web. |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
System requirements: Adobe Acrobat reader. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| General subdivision |
Mathematical models. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| General subdivision |
Mathematical models. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| General subdivision |
Industrial applications. |
| 655 #0 - INDEX TERM--GENRE/FORM |
|---|
| Genre/form data or focus term |
Electronic books. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| -- |
https://id.oclc.org/worldcat/entity/E39PBJqqCGxrcG6hhQYdkrFMyd |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Computational and experimental methods in structures. |
