Predicting natural vibration period of concrete frame structures having masonry infill using machine learning techniques

WB Inqiad, MF Javed, MS Siddique… - Journal of Building …, 2024 - Elsevier
The natural period of vibration is one of the most significant factors used in the seismic
design of buildings. Although the building design codes and previous studies provide some …

[HTML][HTML] A novel explainable AI-based approach to estimate the natural period of vibration of masonry infill reinforced concrete frame structures using different machine …

P Thisovithan, H Aththanayake, DPP Meddage… - Results in …, 2023 - Elsevier
In this study, we used four different machine learning models-artificial neural network (ANN),
support vector regression (SVR), k-nearest neighbor (KNN), and random forest (RF)-to …

Explainable machine learning aided optimization of masonry infilled reinforced concrete frames

I Latif, A Banerjee, M Surana - Structures, 2022 - Elsevier
Abstract Machine learning has become a powerful tool in structural and earthquake
engineering to accurately predict structural design parameters; however, these complex …

Machine learning and nonlinear models for the estimation of fundamental period of vibration of masonry infilled RC frame structures

AE Charalampakis, GC Tsiatas, SB Kotsiantis - Engineering Structures, 2020 - Elsevier
In this work, the estimation of the fundamental period of vibration of masonry infilled RC
frame structures is achieved using both Machine Learning techniques and concise …

Advanced ANN regularization-based algorithm for prediction of the fundamental period of masonry infilled RC frames

F Đorđević, M Marinković - Journal of Big Data, 2024 - Springer
The fundamental period (T FP) of vibration is the time required for a structure to complete
one full cycle of vibration, and it is one of the main features of the structural system. It highly …

Bayesian Optimized LightGBM model for predicting the fundamental vibrational period of masonry infilled RC frames

T Rahman, P Zheng, S Sultana - Frontiers of Structural and Civil …, 2024 - Springer
The precise prediction of the fundamental vibrational period for reinforced concrete (RC)
buildings with infilled walls is essential for structural design, especially earthquake-resistant …

Estimation of fundamental period of concrete frames with infill walls using decision tree

S Dauji - Asian Journal of Civil Engineering, 2024 - Springer
Fundamental period of vibration of a structure is an important parameter which goes in the
seismic analysis and design. There are limitations in applying analytical or semi-empirical …

Machine learning techniques to predict the fundamental period of infilled reinforced concrete frame buildings

A Yahiaoui, S Dorbani, L Yahiaoui - Structures, 2023 - Elsevier
Predicting the structure's fundamental period is a challenging task since its value changes
when the features of buildings change. However, it is more cumbersome for reinforced …

Computational intelligence-based models for estimating the fundamental period of infilled reinforced concrete frames

M Mirrashid, H Naderpour - Journal of Building Engineering, 2022 - Elsevier
One of the most important parameters used in the frame design process is the fundamental
period. Numerous relationships are provided in the regulations and articles to determine the …

Fundamental period estimation of RC buildings by considering structural and non-structural damage distributions through neural network

OF Cinar, A Aldemir, A Zervent, OB Yucel… - Neural Computing and …, 2024 - Springer
The aim of this study is to develop a machine learning network to estimate the fundamental
vibration period values of existing reinforced concrete (RC) buildings with damaged …