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    Near-Real-Time Identification of Seismic Damage Using Unsupervised Deep Neural Network 

    Source: Journal of Engineering Mechanics:;2022:;Volume ( 148 ):;issue: 003:;page 04022006
    Author(s): Minkyu Kim; Junho Song
    Publisher: ASCE
    Abstract: Prompt identification of structural damage is essential for effective postdisaster responses. To this end, this paper proposes a deep neural network (DNN)–based framework to identify seismic damage based on structural ...
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    Time-Dependent Reliability Assessment and Updating of Post-tensioned Concrete Box Girder Bridges Considering Traffic Environment and Corrosion 

    Source: ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering:;2021:;Volume ( 007 ):;issue: 004:;page 04021062-1
    Author(s): Jihwan Kim; Junho Song
    Publisher: ASCE
    Abstract: In the reliability assessment of a bridge in operation with regards to its ultimate limit state, it should be noted that the strengths of members and effects of traffic load vary continuously over its lifespan due to the ...
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    Reliability-Based Design Optimization Using Quantile Surrogates by Adaptive Gaussian Process 

    Source: Journal of Engineering Mechanics:;2021:;Volume ( 147 ):;issue: 005:;page 04021020-1
    Author(s): Jungho Kim; Junho Song
    Publisher: ASCE
    Abstract: It is of great significance to incorporate various uncertainties into the design optimization of structures and other engineering systems. Many reliability-based design optimization (RBDO) methods have been developed, but ...
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    Neural Network–Augmented Physics Models Using Modal Truncation for Dynamic MDOF Systems under Response-Dependent Forces 

    Source: Journal of Engineering Mechanics:;2025:;Volume ( 151 ):;issue: 001:;page 04024103-1
    Author(s): Jaehwan Jeon; Junho Song
    Publisher: American Society of Civil Engineers
    Abstract: Accurate prediction of the dynamic response of a structure is crucial for its system identification, reliability analysis, and health monitoring. However, uncertainties in physics-based models and parameters may cause a ...
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    A Design Live Load Model for Long-Span Bridges Based on Traffic Data and Simulations 

    Source: ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering:;2022:;Volume ( 008 ):;issue: 004:;page 04022043
    Author(s): Jihwan Kim; Junho Song
    Publisher: ASCE
    Abstract: Current design codes for long-span bridges rely on the conservative live load models developed based on the assumed severe traffic congestion scenarios. To properly consider the site-specific traffic environment in designs ...
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    System Identification of Spatial Distribution of Structural Parameters Using Modified Transitional Markov Chain Monte Carlo Method 

    Source: Journal of Engineering Mechanics:;2017:;Volume ( 143 ):;issue: 009
    Author(s): Se-Hyeok Lee; Junho Song
    Publisher: American Society of Civil Engineers
    Abstract: Uncertain changes in spatial distribution of structural parameters, caused by deterioration or damage, may weaken the structure and result in unexpected losses of properties or casualties. In recent decades, to identify ...
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    System Reliability Updating of Fatigue-Induced Sequential Failures 

    Source: Journal of Structural Engineering:;2014:;Volume ( 140 ):;issue: 003
    Author(s): Young-Joo Lee; Junho Song
    Publisher: American Society of Civil Engineers
    Abstract: Many structural systems are subjected to the risk of fatigue-induced failures caused by repeated loading during their service. For effective management of such risk, it is essential to estimate the reliability of a structure ...
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    Bounds on System Reliability by Linear Programming 

    Source: Journal of Engineering Mechanics:;2003:;Volume ( 129 ):;issue: 006
    Author(s): Junho Song; Armen Der Kiureghian
    Publisher: American Society of Civil Engineers
    Abstract: Bounds on system probability in terms of marginal or joint component probabilities are of interest when exact solutions cannot be obtained. Currently, bounding formulas employing unicomponent probabilities are available ...
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    Closure to “Generalized Bouc-Wen Model for Highly Asymmetric Hysteresis” by Junho Song and Armen Der Kiureghian 

    Source: Journal of Engineering Mechanics:;2008:;Volume ( 134 ):;issue: 005
    Author(s): Junho Song; Armen Der Kiureghian
    Publisher: American Society of Civil Engineers
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    Closure to “Bounds on System Reliability by Linear Programming” by Junho Song and Armen Der Kiureghian 

    Source: Journal of Engineering Mechanics:;2005:;Volume ( 131 ):;issue: 004
    Author(s): Junho Song; Armen Der Kiureghian
    Publisher: American Society of Civil Engineers
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