Upgraded Whale Optimization Algorithm for fuzzy logic based vibration control of nonlinear steel structure. (1st August 2019)
- Record Type:
- Journal Article
- Title:
- Upgraded Whale Optimization Algorithm for fuzzy logic based vibration control of nonlinear steel structure. (1st August 2019)
- Main Title:
- Upgraded Whale Optimization Algorithm for fuzzy logic based vibration control of nonlinear steel structure
- Authors:
- Azizi, Mahdi
Ejlali, Reza Goli
Mousavi Ghasemi, Seyyed Arash
Talatahari, Siamak - Abstract:
- Highlights: Upgraded Whale Optimization Algorithm (UWOA) is proposed. Optimal design of fuzzy logic controller is obtained using the proposed method. The performance of the upgraded method is compared with various algorithms. Nonlinear behavior of the structure is considered in optimization process. Abstract: In the case of controlling the seismic vibration of a structure, reliance on human knowledge and expert in the formulation of a fuzzy logic controller leads to non-optimal solutions, which makes the use of control devices and algorithm unreasonable. In most cases, the calculated control force for high-rise buildings is very large and the controlled response of the structure is not significantly decreased. To overcome these drawbacks, the parameter tuning of fuzzy systems with optimization algorithms are necessary. This paper focuses on the optimization of a fuzzy controller applied to a seismically excited nonlinear steel building. In the majority of cases, this problem is formulated based on the structural responses in linear range, however in this paper, objective functions and the performance criteria are considered with respect to the nonlinear responses of the structure. An Upgraded Whale Optimization Algorithm is proposed and utilized as the optimization technique for parameter tuning of the fuzzy controller. The performance of the presented upgraded algorithm is compared with the standard Whale Optimization Algorithm and eight different metaheuristic algorithms.Highlights: Upgraded Whale Optimization Algorithm (UWOA) is proposed. Optimal design of fuzzy logic controller is obtained using the proposed method. The performance of the upgraded method is compared with various algorithms. Nonlinear behavior of the structure is considered in optimization process. Abstract: In the case of controlling the seismic vibration of a structure, reliance on human knowledge and expert in the formulation of a fuzzy logic controller leads to non-optimal solutions, which makes the use of control devices and algorithm unreasonable. In most cases, the calculated control force for high-rise buildings is very large and the controlled response of the structure is not significantly decreased. To overcome these drawbacks, the parameter tuning of fuzzy systems with optimization algorithms are necessary. This paper focuses on the optimization of a fuzzy controller applied to a seismically excited nonlinear steel building. In the majority of cases, this problem is formulated based on the structural responses in linear range, however in this paper, objective functions and the performance criteria are considered with respect to the nonlinear responses of the structure. An Upgraded Whale Optimization Algorithm is proposed and utilized as the optimization technique for parameter tuning of the fuzzy controller. The performance of the presented upgraded algorithm is compared with the standard Whale Optimization Algorithm and eight different metaheuristic algorithms. The obtained results prove that the upgraded method is capable of providing competitive results. … (more)
- Is Part Of:
- Engineering structures. Volume 192(2019)
- Journal:
- Engineering structures
- Issue:
- Volume 192(2019)
- Issue Display:
- Volume 192, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 192
- Issue:
- 2019
- Issue Sort Value:
- 2019-0192-2019-0000
- Page Start:
- 53
- Page End:
- 70
- Publication Date:
- 2019-08-01
- Subjects:
- Fuzzy logic controller -- Vibration control -- Steel structure -- Metaheuristic -- Optimization -- Upgraded Whale Optimization Algorithm
Structural engineering -- Periodicals
Structural analysis (Engineering) -- Periodicals
Construction, Technique de la -- Périodiques
Génie parasismique -- Périodiques
Pression du vent -- Périodiques
Earthquake engineering
Structural engineering
Wind-pressure
Periodicals
624.105 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01410296 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.engstruct.2019.05.007 ↗
- Languages:
- English
- ISSNs:
- 0141-0296
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3770.032000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 10929.xml