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5 Result(s)

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  1. No Access

    Chapter and Conference Paper

    Structural Damage Detection in Civil Engineering with Machine Learning: Current State of the Art

    This paper presents a brief overview of vibration-based structural damage detection studies that are based on machine learning (ML) in civil engineering structures. The review includes both parametric and nonp...

    Onur Avci, Osama Abdeljaber, Serkan Kiranyaz in Sensors and Instrumentation, Aircraft/Aero… (2022)

  2. No Access

    Chapter and Conference Paper

    One-Dimensional Convolutional Neural Networks for Real-Time Damage Detection of Rotating Machinery

    This paper presents a novel real-time rotating machinery damage monitoring system. The system detects, quantifies, and localizes damage in ball bearings in a fast and accurate way using one-dimensional convolu...

    Onur Avci, Osama Abdeljaber, Serkan Kiranyaz… in Rotating Machinery, Optical Methods & Scan… (2022)

  3. No Access

    Chapter and Conference Paper

    Control of Plate Vibrations with Artificial Neural Networks and Piezoelectricity

    This paper presents a method for active vibration control of smart thin cantilever plates. For model formulation needed for controller design and simulations, finite difference technique is used on the cantile...

    Onur Avci, Osama Abdeljaber, Serkan Kiranyaz… in Sensors and Instrumentation, Aircraft/Aero… (2020)

  4. No Access

    Chapter and Conference Paper

    Vibration Suppression in Metastructures Using Zigzag Inserts Optimized by Genetic Algorithms

    Metastructures are known to provide considerable vibration attenuation for mechanical systems. With the optimization of the internal geometry of metastructures, the suppression performance of the host structur...

    Onur Avci, Osama Abdeljaber, Serkan Kiranyaz… in Shock & Vibration, Aircraft/Aerospace, Ene… (2017)

  5. No Access

    Chapter and Conference Paper

    A Comparative Assessment of Nonlinear State Estimation Methods for Structural Health Monitoring

    Researchers have been studying the uncertainties unique to civil infrastructure such as redundancy; nonlinearity; interaction with surrounding; heterogeneity; boundaries and support conditions; structural cont...

    Majdi Mansouri, Onur Avci, Hazem Nounou… in Model Validation and Uncertainty Quantific… (2015)