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    Identification of Nonlinear Dynamic Systems Using Neural Networks 

    Source: Journal of Applied Mechanics:;1993:;volume( 060 ):;issue: 001:;page 123
    Author(s): S. F. Masri; A. G. Chassiakos; T. K. Caughey
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: A procedure based on the use of artificial neural networks for the identification of nonlinear dynamic systems is developed and applied to the damped Duffing oscillator under deterministic ...
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    Application of Structural Health Monitoring Techniques to Track Structural Changes in a Retrofitted Building Based on Ambient Vibration 

    Source: Journal of Engineering Mechanics:;2007:;Volume ( 133 ):;issue: 012
    Author(s): R. D. Nayeri; S. F. Masri; A. G. Chassiakos
    Publisher: American Society of Civil Engineers
    Abstract: One of the issues complicating the reliability assessment of structural health monitoring (SHM) methodologies slated for implementation under field conditions for damage detection in conjunction with typical infrastructure ...
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    Robust Adaptive Neural Estimation of Restoring Forces in Nonlinear Structures 

    Source: Journal of Applied Mechanics:;2001:;volume( 068 ):;issue: 006:;page 880
    Author(s): E. B. Kosmatopoulos; A. W. Smyth; S. F. Masri; A. G. Chassiakos
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: The availability of methods for on-line estimation and identification of structures is crucial for the monitoring and active control of time-varying nonlinear structural systems. Adaptive estimation ...
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    Training Neural Networks by Adaptive Random Search Techniques 

    Source: Journal of Engineering Mechanics:;1999:;Volume ( 125 ):;issue: 002
    Author(s): S. F. Masri; A. W. Smyth; A. G. Chassiakos; M. Nakamura; T. K. Caughey
    Publisher: American Society of Civil Engineers
    Abstract: A relatively simple stochastic optimization procedure based on the adaptive random search algorithm is presented to train artificial neural networks of the type encountered in applied mechanics applications. After discussing ...
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    On-Line Identification of Hysteretic Systems 

    Source: Journal of Applied Mechanics:;1998:;volume( 065 ):;issue: 001:;page 194
    Author(s): A. G. Chassiakos; S. F. Masri; T. K. Caughey; A. W. Smyth
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Using adaptive estimation approaches, a method is presented for the on-line identification of hysteretic systems under arbitrary dynamic environments. The availability of such an identification ...
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    Neural Network Approach to Detection of Changes in Structural Parameters 

    Source: Journal of Engineering Mechanics:;1996:;Volume ( 122 ):;issue: 004
    Author(s): S. F. Masri; M. Nakamura; A. G. Chassiakos; T. K. Caughey
    Publisher: American Society of Civil Engineers
    Abstract: A neural network-based approach is presented for the detection of changes in the characteristics of structure-unknown systems. The approach relies on the use of vibration measurements from a “healthy” system to train a ...
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    On-Line Parametric Identification of MDOF Nonlinear Hysteretic Systems 

    Source: Journal of Engineering Mechanics:;1999:;Volume ( 125 ):;issue: 002
    Author(s): A. W. Smyth; S. F. Masri; A. G. Chassiakos; T. K. Caughey
    Publisher: American Society of Civil Engineers
    Abstract: A method based on adaptive estimation approaches is presented for the on-line identification of hysteretic systems under arbitrary dynamic environments. The availability of such an identification approach is crucial for ...
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    Application of Neural Networks for Detection of Changes in Nonlinear Systems 

    Source: Journal of Engineering Mechanics:;2000:;Volume ( 126 ):;issue: 007
    Author(s): S. F. Masri; A. W. Smyth; A. G. Chassiakos; T. K. Caughey; N. F. Hunter
    Publisher: American Society of Civil Engineers
    Abstract: A nonparametric structural damage detection methodology based on nonlinear system identification approaches is presented for the health monitoring of structure-unknown systems. In its general form, the method requires no ...
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    Structural Control: Past, Present, and Future 

    Source: Journal of Engineering Mechanics:;1997:;Volume ( 123 ):;issue: 009
    Author(s): G. W. Housner; L. A. Bergman; T. K. Caughey; A. G. Chassiakos; R. O. Claus; S. F. Masri; R. E. Skelton; T. T. Soong; B. F. Spencer; J. T. P. Yao
    Publisher: American Society of Civil Engineers
    Abstract: This tutorial/survey paper: (1) provides a concise point of departure for researchers and practitioners alike wishing to assess the current state of the art in the control and monitoring of civil engineering structures; ...
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