Artificial Neural Network-based Designs of Prestressed Concrete and Composite Structures
Autor Won‐Kee Hongen Limba Engleză Hardback – 25 sep 2023
Using ANN-based design charts, the holistic design of a post-tensioned beam is performed to optimize design targets (objective functions), while calculating 21 forward outputs, in arbitrary sequences, from 21 forward inputs.
- Applies the powerful tools of ANN to the optimization of prestressed concrete structures and composite structures including columns and beams
- Multi-objective optimizations (MOO) of prestressed concrete beams are performed using an ANN-based Lagrange algorithm
- Offers a Pareto frontier using an ANN-based MOO for composite beams and composite columns sustaining multi-biaxial loads
- Heavily illustrated in color and with diverse practical design examples in line with EC2, ACI, and ASTM codes
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Specificații
ISBN-13: 9781032408088
ISBN-10: 1032408081
Pagini: 552
Ilustrații: 214 Tables, black and white; 246 Line drawings, color; 25 Line drawings, black and white; 6 Halftones, color; 252 Illustrations, color; 25 Illustrations, black and white
Dimensiuni: 156 x 234 mm
Greutate: 1 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
ISBN-10: 1032408081
Pagini: 552
Ilustrații: 214 Tables, black and white; 246 Line drawings, color; 25 Line drawings, black and white; 6 Halftones, color; 252 Illustrations, color; 25 Illustrations, black and white
Dimensiuni: 156 x 234 mm
Greutate: 1 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Public țintă
Postgraduate and ProfessionalCuprins
1. Basic principles of prestressed structures based on Eurocode 2. 2. Holistic design of pre-tensioned concrete beams based on artificial neural networks. 3. An optimized design of pre-tensioned concrete beams using an ANN-based Lagrange algorithm. 4. Multi-objective optimizations (MOO) of pre-tensioned concrete beams using an ANN-based Lagrange algorithm. 5. Reverse design charts for steel-reinforced concrete beams based on artificial neural networks. 6. An optimization of steel-reinforced concrete beams using an ANN-based Lagrange algorithm. 7. Multi-objective optimization (MOO) for Steel-Reinforced Concrete Beam developed based on ANN-based Lagrange Algorithm. 8. An ANN-based reverse design of reinforced concrete columns encasing H-shaped steel section. 9. Design optimizations of concrete columns encasing H-shaped steel sections under a biaxial bending using an ANN-based Lagrange algorithm. 10. A Pareto frontier using an ANN-based multi-objective optimization (MOO) for concrete columns encasing H-shaped steel sustaining multi-biaxial loads.
Notă biografică
Won‐Kee Hong is a Professor of Architectural Engineering at Kyung Hee University, South Korea. He has more than 35 years of professional experience in structural and construction engineering, having worked for Englekirk and Hart, USA; Nihhon Sekkei, Japan; and Samsung Engineering and Construction, Korea. He is the author of Artificial Neural Network-based Optimized Design of Reinforced Concrete Structures, also published by CRC Press.
Descriere
This introduces artificial neural network-based Lagrange optimization techniques for structural design in prestressed concrete based on Eurocode 2 and composite structures based on American Institute of Steel Construction and American Concrete Institute standards. ANN-based design charts show how to use the Lagrange multiplier method.