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Machine Learning Approach for Sequence Clustering with Applications to Ground-Motion Selection
Publisher: ASCE
Abstract: Clustering analysis of sequential data is of great interest and importance in many science and engineering areas thanks to the explosive growth of time-series data. Effective methods, especially for sequence clustering, ...
Research on an Adaptive Threshold Setting Method for Aero-Engine Fault Detection Based on KDE-EWMA
Publisher: ASCE
Abstract: It is challenging to set a precise threshold in fault detection and isolation, which helps in reducing false alarms and missed detection rates. In this paper, an adaptive threshold approach is developed for aero-engine ...
Physics-Informed Deep Learning for Computational Elastodynamics without Labeled Data
Publisher: ASCE
Abstract: Numerical methods such as finite element have been flourishing in the past decades for modeling solid mechanics problems via solving governing partial differential equations (PDEs). A salient aspect that distinguishes these ...
Spatiotemporal Deep Learning for Bridge Response Forecasting
Publisher: ASCE
Abstract: Accurate prediction/forecasting of the future response of civil infrastructure plays an essential role in health monitoring and safety assessment. However, the complex latent dynamics within the field sensing measurements ...
Symbolic Deep Learning for Structural System Identification
Publisher: ASCE
Abstract: Closed-form model expression is commonly required for parametric data assimilation (e.g., model updating, damage quantification, and so on). However, epistemic bias due to fixing the model class is a challenging issue ...
A Frequency-Based Ground Motion Clustering Approach for Data-Driven Surrogate Modeling of Bridges
Publisher: ASCE
Abstract: Machine learning–based methods, especially deep learning methods, have achieved great success in seismic response modeling due to their exceptional performance in capturing nonlinear features. However, imbalanced features ...
Optimization of Organic Nitrogen Compounds Removal in Pymetrozine Production Wastewater Using Complex Extraction with Response-Surface Methodology
Publisher: ASCE
Abstract: Production wastewater of pymetrozine leads to producing a lot of highly concentrated saline organic wastewater so that the related environmental aspects must be studied. In this study, a response surface methodology (RSM) ...
Aerodynamic Interference between Two Road Vehicle Models during Overtaking
Publisher: American Society of Civil Engineers
Abstract: Using experimental (particle-image velocimetry and force measurement) and numerical tools [steady Reynolds-averaged Navier-Stokes (RANS) equations with the shear stress transport (SST) k-ω turbulence model], the overtaking ...
Clustering and Selection of Hurricane Wind Records Using Autoencoder and k-Means Algorithm
Publisher: ASCE
Abstract: In wind engineering, to accurately estimate the nonlinear dynamic response of structures while considering uncertainties of hurricanes, a suite of wind records representing the hurricane hazards of a given location is of ...
Experimental Research on Heat Transfer Performance of CO2 Tube Bundle Falling Film Evaporator
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: CO2 is a promising refrigerant substitute, and falling film evaporator is widely used in highcapacity heat pump systems. In this article, a CO2 heat pump experimental device is built. According to experimental parameters, ...