Machine learning techniques for structural health monitoring of heritage buildings: A state-of-the-art review and case studies

M Mishra - Journal of Cultural Heritage, 2021 - Elsevier
This paper performed a systematic review of the various machine learning (ML) techniques
applied to assess the health condition of heritage buildings. More robust predictive models …

Practical implementation of structural health monitoring in multi-story buildings

A Sivasuriyan, DS Vijayan, W Górski, Ł Wodzyński… - Buildings, 2021 - mdpi.com
This study investigated operational and structural health monitoring (SHM) as well as
damage evaluations for building structures. The study involved damage detection and the …

[HTML][HTML] Long-term health monitoring of concrete and steel bridges under large and missing data by unsupervised meta learning

A Entezami, H Sarmadi, B Behkamal - Engineering Structures, 2023 - Elsevier
Long-term monitoring brings an important benefit for health monitoring of civil structures due
to covering all possible unpredictable variations in measured vibration data and providing …

[HTML][HTML] Vibration issues in timber structures: A state-of-the-art review

A Aloisio, DP Pasca, Y De Santis, T Hillberger… - Journal of Building …, 2023 - Elsevier
The increasing use of timber structures worldwide has brought attention to the challenges
posed by their lightweight nature, making them more prone to vibrations than more massive …

Unsupervised data normalization for continuous dynamic monitoring by an innovative hybrid feature weighting-selection algorithm and natural nearest neighbor …

H Sarmadi, A Entezami… - Structural Health …, 2023 - journals.sagepub.com
Continuous dynamic monitoring brings an important opportunity to evaluate the health and
integrity of civil structures in a long-term manner. However, high dimensionality and sparsity …

Deep learning-based applications for safety management in the AEC industry: A review

L Hou, H Chen, G Zhang, X Wang - Applied Sciences, 2021 - mdpi.com
Safety is an essential topic to the architecture, engineering and construction (AEC) industry.
However, traditional methods for structural health monitoring (SHM) and jobsite safety …

[HTML][HTML] Long-term analysis of the environmental effects on the global dynamic properties of a hybrid timber-concrete building

C Larsson, O Abdeljaber, Å Bolmsvik, M Dorn - Engineering Structures, 2022 - Elsevier
With the increased availability of timber materials, such as cross-laminated timber, the
number of buildings using timber as a structural material has been rapidly increasing. As …

Least Angle Regression for early-stage identification of earthquake-induced damage in a monumental masonry palace: Palazzo dei Consoli

E García-Macías, F Ubertini - Engineering Structures, 2022 - Elsevier
This paper presents a novel methodology for earthquake-induced damage identification of
historical constructions through sparse multivariate regression. The proposed methodology …

Evaluation of thermal environments for cliff-side cave dwellings in cold region of China

X Zhao, P Nie, J Zhu, L Tong, Y Liu - Renewable Energy, 2020 - Elsevier
Climate responsive strategies contained in traditional native dwellings can provide
theoretical basis for the development of sustainable buildings. This study focused on a …

Instantaneous modal identification under varying structural characteristics: A decentralized algorithm

S Quqa, L Landi, PP Diotallevi - Mechanical Systems and Signal …, 2020 - Elsevier
One of the latest trends in structural health monitoring involves the use of wireless
decentralized sensing systems, developed to reduce costs and speed up the whole …