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Intelligent Computing in Optimal Design

✍ Scribed by Tadeusz Burczyński, Waclaw Kuś, Witold Beluch, Adam Długosz, Arkadiusz Poteralski, Mirosław Szczepanik


Publisher
Springer International Publishing
Year
2020
Tongue
English
Leaves
245
Series
Solid Mechanics and Its Applications 261
Edition
1st ed. 2020
Category
Library

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✦ Synopsis


The book is devoted to intelligent design of structures as a novel kind of designing based on computational intelligence. The proposed methodology based on computational intelligence has some heuristic and learning attributes typical for natural intelligence. Computer models of the structures are built on the base of the finite element method (FEM), the boundary element method (BEM) or coupling of FEM and BEM. The short description of possible discrete models of structures using these methods is included in the Chapter 2. Various kinds of intelligent approaches using sequential, parallel, distributed, fuzzy and hybrid evolutionary, immune and particle swarm algorithms and neural computing are presented in Chapter 3. Different kinds of optimization such as shape, topology, size and material optimization for structures under static and dynamical mechanical and thermo-mechanical loadings, structures with cracks and composite structures are considered in Chapter 4. Multi-objective optimization for coupled problems is also taken into account. Several numerical examples illustrating these kinds of optimization are presented for 2-D (plane-stress or plane-strain, plates, shells) as well as 3-D structures. Chapter 5 is devoted to special problems related to solving inverse problems in which boundary conditions, defects such as voids or cracks and material characteristics, are unknown. Closing comments summarizing the book are presented in Chapter 6.

✦ Table of Contents


Front Matter ....Pages i-x
Introduction (Tadeusz Burczyński, Wacław Kuś, Witold Beluch, Adam Długosz, Arkadiusz Poteralski, Mirosław Szczepanik)....Pages 1-2
Computational Models of Structures (Tadeusz Burczyński, Wacław Kuś, Witold Beluch, Adam Długosz, Arkadiusz Poteralski, Mirosław Szczepanik)....Pages 3-15
Intelligent Computing Techniques (Tadeusz Burczyński, Wacław Kuś, Witold Beluch, Adam Długosz, Arkadiusz Poteralski, Mirosław Szczepanik)....Pages 17-76
Structural Intelligent Optimization (Tadeusz Burczyński, Wacław Kuś, Witold Beluch, Adam Długosz, Arkadiusz Poteralski, Mirosław Szczepanik)....Pages 77-195
Intelligent Computing in Inverse Problems (Tadeusz Burczyński, Wacław Kuś, Witold Beluch, Adam Długosz, Arkadiusz Poteralski, Mirosław Szczepanik)....Pages 197-236
Closing Remarks (Tadeusz Burczyński, Wacław Kuś, Witold Beluch, Adam Długosz, Arkadiusz Poteralski, Mirosław Szczepanik)....Pages 237-237

✦ Subjects


Engineering; Mathematical and Computational Engineering; Mathematical Models of Cognitive Processes and Neural Networks; Optimization


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