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The Whale Optimization Algorithm Based ANN for Predicting the Fundamental Period of Light-Frame Wood Buildings

Nikoo, M. / Hafeez, G.

The paper introduces the convenient and reliable method for the period estimate of wood buildings employing Artificial Neural Network (ANN) combined with Whale Optimization Algorithm (WOA). The algorithmic model developed using Feed Forward (FF) networks is based on the physical parameters of 47 light-frame wood buildings whose dynamic properties were measured using the ambient vibration testing method. The proposed model produces a better period estimate than the model available in the National Building Code of Canada (NBCC, 2015).

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The Whale Optimization Algorithm Based ANN for Predicting the Fundamental Period of Light-Frame Wood Buildings

Nikoo, M. / Hafeez, G.

The paper introduces the convenient and reliable method for the period estimate of wood buildings employing Artificial Neural Network (ANN) combined with Whale Optimization Algorithm (WOA). The algorithmic model developed using Feed Forward (FF) networks is based on the physical parameters of 47 light-frame wood buildings whose dynamic properties were measured using the ambient vibration testing method. The proposed model produces a better period estimate than the model available in the National Building Code of Canada (NBCC, 2015).

The Whale Optimization Algorithm Based ANN for Predicting the Fundamental Period of Light-Frame Wood Buildings

Nikoo, M. / Hafeez, G.

The paper introduces the convenient and reliable method for the period estimate of wood buildings employing Artificial Neural Network (ANN) combined with Whale Optimization Algorithm (WOA). The algorithmic model developed using Feed Forward (FF) networks is based on the physical parameters of 47 light-frame wood buildings whose dynamic properties were measured using the ambient vibration testing method. The proposed model produces a better period estimate than the model available in the National Building Code of Canada (NBCC, 2015).

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Title:

The Whale Optimization Algorithm Based ANN for Predicting the Fundamental Period of Light-Frame Wood Buildings

Additional title:

Lecture Notes in Civil Engineering

Contributors:

Mendonça, Paulo (editor) / Cortiços, Nuno Dinis (editor) / Nikoo, M. (author) / Hafeez, G. (author)

Conference:

International Conference on Architecture, Materials and Construction ; 2021 ; Lisbon, Portugal

Published in:

Proceedings of the 7th International Conference on Architecture, Materials and Construction ; Chapter: 24 ; 230-236

Lecture Notes in Civil Engineering ; 226

Publication date:

2022-02-01

Size:

7 pages

ISBN:

978-3-030-94514-5 , 978-3-030-94513-8

ISSN:

2366-2565 , 2366-2557

DOI:

https://doi.org/10.1007/978-3-030-94514-5_24

Type of media:

Article/Chapter (Book)

Type of material:

Electronic Resource

Language:

English

Keywords:

Period formula , Wood buildings , Whale optimization , Feed forward , Neural network Engineering , Building Construction and Design , Structural Materials , Building Materials , Sustainable Development , Cultural Heritage

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