Error metrics and performance fitness indicators for artificial intelligence and machine learning in engineering and sciences

MZ Naser, AH Alavi - Architecture, Structures and Construction, 2023 - Springer
Artificial intelligence (AI) and Machine learning (ML) train machines to achieve a high level
of cognition and perform human-like analysis. Both AI and ML seemingly fit into our daily …

State-of-the-art review on advancements of data mining in structural health monitoring

M Gordan, SR Sabbagh-Yazdi, Z Ismail, K Ghaedi… - Measurement, 2022 - Elsevier
To date, data mining (DM) techniques, ie artificial intelligence, machine learning, and
statistical methods have been utilized in a remarkable number of structural health monitoring …

[HTML][HTML] Piezoelectric sensing techniques in structural health monitoring: A state-of-the-art review

P Jiao, KJI Egbe, Y ** a new class of smart medical implants with novel
properties and advanced functionalities. Here, the concept of “self‐aware implants” is …

Insights into performance fitness and error metrics for machine learning

MZ Naser, A Alavi - arxiv preprint arxiv:2006.00887, 2020 - arxiv.org
Machine learning (ML) is the field of training machines to achieve high level of cognition and
perform human-like analysis. Since ML is a data-driven approach, it seemingly fits into our …

Reconstruction of structural acceleration response based on CNN-BiGRU with squeeze-and-excitation under environmental temperature effects

M Huang, N Wan, H Zhu - Journal of Civil Structural Health Monitoring, 2024 - Springer
Structural health monitoring (SHM) system is used to evaluate the service performance of
structures. Accurate monitoring data is crucial to obtain the real health status of a structure …

A comprehensive review of self-powered sensors in civil infrastructure: State-of-the-art and future research trends

H Salehi, R Burgueño, S Chakrabartty, N Lajnef… - Engineering …, 2021 - Elsevier
Rapid development in structural health monitoring systems has led to the invention of
various sensing technologies. Nonetheless, difficulties in deploying and maintaining …

Continuous health monitoring of pavement systems using smart sensing technology

AH Alavi, H Hasni, N Lajnef, K Chatti - Construction and Building Materials, 2016 - Elsevier
Recently, significant attention has been devoted to the utilization of new sensing
technologies for pavement maintenance and preservation systems. This study presents a …