A machine learning procedure for seismic qualitative assessment and design of structures considering safety and serviceability

Article Engineering, Civil

Parameterized seismic life-cycle cost evaluation method for building structures

Mohamed Noureldin et al.

Summary: A framework for seismic life-cycle cost evaluation is proposed based on fundamental response quantities of buildings, calculated using simple formulas and compared using prepared graphs, showing reasonable agreement with results from a rigorous method, indicating it as an easy and practical tool for estimating LCC for low to mid-rise buildings.

STRUCTURE AND INFRASTRUCTURE ENGINEERING (2021)

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Article Construction & Building Technology

Uniform Design-Based Gaussian Process Regression for Data-Driven Rapid Fragility Assessment of Bridges

Yutao Pang et al.

Summary: This study proposes a uniform design (UD)-based Gaussian process regression (GPR) method for rapid damage assessment and fragility estimates of bridges. The method enhances the prediction of bridge damage and fragility curves by establishing the relationship between seismic damage and various parameters using the GPR model and implementing the UD method to improve the training data set.

JOURNAL OF STRUCTURAL ENGINEERING (2021)

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Article Chemistry, Multidisciplinary