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Harnessing Bayesian Deep Learning to Tackle Unseen and Uncertain Scenarios in Diagnosis of Machinery Systems
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Direct inverse analysis of faults in machinery systems such as gears using first principle is intrinsically difficult, owing to the multiple time- and length-scales involved in vibration modeling. As such, data-driven ...
Identifiability Analysis of Finite Element Models for Vibration Response-Based Structural Damage Detection in Elastic Beams
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Finite element model (FEM) is a broadly used numerical tool in structural damage detection. In such applications, damage parameters in FEM are estimated by minimizing the differences between experimental modal analysis ...
L1 Adaptive Control for Aircraft Air Management System Pressure-Regulating Bleed Valve
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper presents an L1 adaptive controller for pressure control using an engine bleed valve in an aircraft air management system (AMS). The air management system is composed of two pressure-regulating bleed valves, a ...
Frequency Response-Based Uncertainty Analysis of Vibration System Utilizing Multiple Response Gaussian Process
Publisher: American Society of Mechanical Engineers (ASME)
Abstract: This research concerns the uncertainty analysis and quantification of the vibration system utilizing the frequency response function (FRF) representation with statistical metamodeling. Different from previous statistical ...
Stochastic Defect Localization for Cooperative Additive Manufacturing Using Gaussian Mixture Maps
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Robotic additive manufacturing (RAM) offers significant improvements in maximum build volume compared to conventional bounded designs (e.g., gantry) by leveraging high degrees-of-freedom machines and multi-robot cooperation. ...
Advancing Vacuum Carburizing Simulation: Calibration and Implementation of a Carbon-Level-Dependent Diffusion Model for AISI 9310 Steel
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Understanding the behavior of carbon diffusion in austenite is critical to the design and optimization of heat treatment processes such as vacuum carburization of alloy steels. The carburization process is complex due to ...
Discriminative Feature Extraction Through Dictionary Learning for Piezoelectric Admittance-Based Bolt-Loosening Damage Detection
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Bolt loosening is a major concern in many structural systems, especially in critical applications like pressure vessels. Traditional detection methods, such as acoustic emission, fiber Bragg-grating sensing, and vibration-based ...
Measurements Selection for Bias Reduction in Structural Damage Identification
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Linearization of the eigenvalue problem has been widely used in vibration-based damage detection utilizing the change of natural frequencies. However, the linearization method introduces bias in the estimation of damage ...