Structural optimization through neural networks for the anti-seismic design

Structural optimization through neural networks for the anti-seismic design
Author: Carlo Calledda
Publisher: Youcanprint
Total Pages: 76
Release: 2021-03-17
Genre: Computers
ISBN:

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Neural network-based algorithms find numerous applications in different scientific fields and, in particular, in the various areas of engineering. In Civil Engineering, however, there are still few applications of such methods. The purpose of this thesis is to apply the resolution capabilities of artificial neural networks to structural design.

Optimization of Large Structural Systems

Optimization of Large Structural Systems
Author: G. I. N. Rozvany
Publisher: Springer Science & Business Media
Total Pages: 594
Release: 1993
Genre: Science
ISBN: 9780792321293

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This is the second of two volumes which examine structural optimization of large structural systems. Topics covered in these volumes include optimality criteria and topology optimization, decomposition methods and approximation concepts, neural networks and parallel processing.

Artificial Neural Network-based Optimized Design of Reinforced Concrete Structures

Artificial Neural Network-based Optimized Design of Reinforced Concrete Structures
Author: Won‐Kee Hong
Publisher: CRC Press
Total Pages: 581
Release: 2023-01-11
Genre: Technology & Engineering
ISBN: 1000804747

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Artificial Neural Network-based Optimized Design of Reinforced Concrete Structures introduces AI-based Lagrange optimization techniques that can enable more rational engineering decisions for concrete structures while conforming to codes of practice. It shows how objective functions including cost, CO2 emissions, and structural weight of concrete structures are optimized either separately or simultaneously while satisfying constraining design conditions using an ANN-based Lagrange algorithm. Any design target can be adopted as an objective function. Many optimized design examples are verified by both conventional structural calculations and big datasets. Uniquely applies the new powerful tools of AI to concrete structural design and optimization Multi-objective functions of concrete structures optimized either separately or simultaneously Design requirements imposed by codes are automatically satisfied by constraining conditions Heavily illustrated in color with practical design examples The book suits undergraduate and graduate students who have an understanding of collegelevel calculus and will be especially beneficial to engineers and contractors who seek to optimize concrete structures.

Optimization and Anti-optimization of Structures Under Uncertainty

Optimization and Anti-optimization of Structures Under Uncertainty
Author: Isaac Elishakoff
Publisher: World Scientific
Total Pages: 425
Release: 2010
Genre: Technology & Engineering
ISBN: 1848164777

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The volume presents a collaboration between internationally recognized experts on anti-optimization and structural optimization, and summarizes various novel ideas, methodologies and results studied over 20 years. The book vividly demonstrates how the concept of uncertainty should be incorporated in a rigorous manner during the process of designing real-world structures. The necessity of anti-optimization approach is first demonstrated, then the anti-optimization techniques are applied to static, dynamic and buckling problems, thus covering the broadest possible set of applications. Finally, anti-optimization is fully utilized by a combination of structural optimization to produce the optimal design considering the worst-case scenario. This is currently the only book that covers the combination of optimization and anti-optimization. It shows how various optimization techniques are used in the novel anti-optimization technique, and how the structural optimization can be exponentially enhanced by incorporating the concept of worst-case scenario, thereby increasing the safety of the structures designed in various fields of engineering.

Optimization And Anti-optimization Of Structures Under Uncertainty

Optimization And Anti-optimization Of Structures Under Uncertainty
Author: Isaac E Elishakoff
Publisher: World Scientific
Total Pages: 425
Release: 2010-03-08
Genre: Technology & Engineering
ISBN: 190897818X

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The volume presents a collaboration between internationally recognized experts on anti-optimization and structural optimization, and summarizes various novel ideas, methodologies and results studied over 20 years. The book vividly demonstrates how the concept of uncertainty should be incorporated in a rigorous manner during the process of designing real-world structures. The necessity of anti-optimization approach is first demonstrated, then the anti-optimization techniques are applied to static, dynamic and buckling problems, thus covering the broadest possible set of applications. Finally, anti-optimization is fully utilized by a combination of structural optimization to produce the optimal design considering the worst-case scenario. This is currently the only book that covers the combination of optimization and anti-optimization. It shows how various optimization techniques are used in the novel anti-optimization technique, and how the structural optimization can be exponentially enhanced by incorporating the concept of worst-case scenario, thereby increasing the safety of the structures designed in various fields of engineering./a

Proceedings of International Conference on Data Science and Applications

Proceedings of International Conference on Data Science and Applications
Author: Mukesh Saraswat
Publisher: Springer Nature
Total Pages: 946
Release: 2023-02-16
Genre: Technology & Engineering
ISBN: 9811966311

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This book gathers outstanding papers presented at the International Conference on Data Science and Applications (ICDSA 2022), organized by Soft Computing Research Society (SCRS) and Jadavpur University, Kolkata, India, from 26 to 27 March 2022. It covers theoretical and empirical developments in various areas of big data analytics, big data technologies, decision tree learning, wireless communication, wireless sensor networking, bioinformatics and systems, artificial neural networks, deep learning, genetic algorithms, data mining, fuzzy logic, optimization algorithms, image processing, computational intelligence in civil engineering, and creative computing.

Advances in Structural Engineering—Optimization

Advances in Structural Engineering—Optimization
Author: Sinan Melih Nigdeli
Publisher: Springer Nature
Total Pages: 310
Release: 2020-12-04
Genre: Technology & Engineering
ISBN: 303061848X

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This book is an up-to-date source for computation applications of optimization, prediction via artificial intelligence methods, and evaluation of metaheuristic algorithm with different structural applications. As the current interest of researcher, metaheuristic algorithms are a high interest topic area since advance and non-optimized problems via mathematical methods are challenged by the development of advance and modified algorithms. The artificial intelligence (AI) area is also important in predicting optimum results by skipping long iterative optimization processes. The machine learning used in generation of AI models also needs optimum results of metaheuristic-based approaches. This book is a great source to researcher, graduate students, and bachelor students who gain project about structural optimization. Differently from the academic use, the chapter that emphasizes different scopes and methods can take the interest and help engineer working in design and production of structural engineering projects.

Discrete Structural Optimization

Discrete Structural Optimization
Author: W. Gutkowski
Publisher: Springer
Total Pages: 253
Release: 2014-05-04
Genre: Technology & Engineering
ISBN: 3709127548

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The engineering design of structures and machines consists often in finding the best solution among a finite number of feasible decisions. This volume comprises problems and solution methods for discrete structural optimization. Exact, approximate and heuristic methods are presented applying deterministic and stochastic approaches.