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Erschienen in: Structural and Multidisciplinary Optimization 6/2017

31.10.2017 | RESEARCH PAPER

Many-objective control optimization of high-rise building structures using replicator dynamics and neural dynamics model

verfasst von: Mariantonieta Gutierrez Soto, Hojjat Adeli

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 6/2017

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Abstract

Recently the authors presented a single-agent Centralized Replicator Controller (CRC) and a decentralized Multi-Agent Replicator Controller (MARC) for vibration control of high-rise building structures. It was shown that the use of agents and a decentralized approach enhances the vibration control system. Two key parameters in the proposed control methodologies using replicator dynamics are the total population (total available resources or the sum of actuators forces) and the growth rate. In the previous research, a sensitivity analysis was performed to determine the appropriate values for the population size and growth rate. In this paper, the aforementioned control methodologies are integrated with a multi-objective optimization algorithm in order to find Pareto optimal values for growth rates with the goal of achieving maximum structural performance with minimum energy consumption. A modified neural dynamic model of Adeli and Park is used in this research to solve the many-objective optimization problem where the Normal Boundary Intersection method is employed to find Pareto optimality. Sample results are presented using a 20-story steel benchmark structure subjected to historical and artificial accelerograms.

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Metadaten
Titel
Many-objective control optimization of high-rise building structures using replicator dynamics and neural dynamics model
verfasst von
Mariantonieta Gutierrez Soto
Hojjat Adeli
Publikationsdatum
31.10.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 6/2017
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-017-1835-9

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