PhD in Civil Engineering
California Institute of Technology, 1991
On the Integration of Physics-Based Machine Learning with Hierarchical Bayesian Modeling Techniques
Article
Bayesian structural identification using Gaussian Process discrepancy models
Article
Article
Article
Article
Article
A Bayesian framework for calibration of multiaxial fatigue curves
Article
A Streamline Approach to Multiaxial Fatigue Monitoring Using Virtual Sensing
Article
Article
Article
Nonlinear Model Updating through a Hierarchical Bayesian Modeling Framework
Article
Subspace identification of bridge dynamics via traversing vehicle measurements
Article
A Bayesian Framework for Dynamics Identification and Virtualization
Conference paper
Bayesian Model Updating using Gaussian Process Regression
Conference paper
Bayesian Optimal Sensor Placement for Virtual Sensing and Strain Reconstruction
Conference paper
Bayesian system identification and dynamic virtualization using incomplete noisy measurements
Conference paper
Data-Driven Reduced-Order Modeling and Response Reconstruction
Conference paper
Hierarchical Bayesian Model Updating for Nonlinear Structures using Response Time Histories
Conference paper
Conference paper
Optimal Sensor Placement for Virtual Sensing using Augmented Kalman Filter
Conference paper
Conference paper
Conference paper
Article
Article
Fast Bayesian Approach for Stochastic Model Updating using Modal Information from Multiple Setups
Book chapter
Article
Article
Hierarchical Bayesian operational modal analysis: Theory and computations
Article
Conference paper
Conference paper
Conference paper
Real-time Bayesian parameter, state and input estimation using output-only vibration measurements
Conference paper
Robust optimal sensor placement for response reconstruction using output-only vibration measurements
Conference paper
Two-stage Hierarchical Bayesian Framework for Finite Element Model Updating
Conference paper
Article
Probabilistic Hierarchical Bayesian Framework for Time-domain Model Updating and Robust Predictions
Article
Article
Conference paper
Conference paper
A Hierarchical Bayesian Framework for System Identification of Dynamical Systems
Conference paper
A Time-domain Hierarchical Bayesian Approach for Model Updating
Conference paper
Conference paper
Conference paper
Bayesian Time-Domain Model Updating Considering Correlation of Prediction Errors
Conference paper
Article
Article
Conference paper
The Effect of Non-Synchronous Sensing on Structural Identification and Its Correction
Conference paper
Article
Article
Article
Conference paper
Modal decomposition using multi-channel response measurements
Article
Reliability-based optimal design of linear structures subjected to stochastic excitations
Article
A variable separation technique for fast Bayesian operational modal analysis in the frequency domain
Conference paper
Bayesian model updating based on modal flexibility for structural health monitoring
Conference paper
Conference paper
Efficient Model Updating with Incomplete Modal Data for Structural Health Monitoring
Conference paper
Conference paper
Conference paper
Mode Shape Assembly for Ambient Modal Analysis using a Two-stage Bayesian Spectral Density Approach
Conference paper
Transitional Markov Chain Monte Carlo Simulation for Reliability-based Optimization
Conference paper
Article
Article
Conference paper
Conference paper
Modified Metropolis-Hastings algorithm with delayed rejection
Article
The Horseracing Simulation algorithm for evaluation of small failure probabilities
Article
Conference paper
Conference paper
On the optimal scaling of the modified metropolis-hastings algorithm
Conference paper
The Effect of Non-synchronous Sensing in Wireless Sensors on Structural Modal Identification
Conference paper
Article
SPECIAL ISSUE Computational Intelligence in Structural Engineering and Mechanics Introduction
Article
Special issue of the Journal of Structural Safety in honor of Professor James L. Beck Preface
Article
Spherical subset simulation (S3) for solving non-linear dynamical reliability problems
Article
Conference paper
Conference paper
Reliability analysis of wind-excited structures using domain decomposition method and line sampling
Article
Geometric insight into the challenges of solving high-dimensional reliability problems
Article
Book
Identification of crack locations and extents by Bayesian model class selection
Conference paper
Article
Article
Substructure identification and health monitoring using noisy response measurements only
Article
Unified probabilistic approach for model updating and damage detection
Article
Article
Article
Model updating using noisy response measurements without knowledge of the input spectrum
Article
Substructure Identification with Response Measurements Only
Conference paper
Article
Phase I IASC-ASCE structural health monitoring benchmark problem using simulated data
Article
Wedge simulation method for calculating the reliability of linear dynamical systems
Article
Conference paper
Conference paper
Auxiliary Domain Method for Solving Nonlinear Reliability Problems
Conference paper
Bayesian fast Fourier transform approach for modal updating using ambient data
Article
An efficient method for calculation of reliability integrals
Conference paper
MCMC based simulation methodology for reliability calculations
Conference paper
On the calculation of the failure probability corresponding to a union of linear failure domains
Conference paper
Conference paper
Bayesian modal updating using complete input and incomplete response noisy measurements
Article
Article
Spectral density estimation of stochastic vector processes
Article
Article
A New Efficient MCMC Based Simulation Methodology for Reliability Calculations
Conference paper
A Novel Markov Chain Monte Carlo Based Simulation Method for Solving Structural Reliability Problems
Conference paper
A Bayesian Methodology for Structural Integrity and Reliability Assessment
Article
Bayesian modal updating by use of ambient data
Article
Bayesian spectral density approach for modal updating using ambient data
Article
Bayesian time-domain approach for modal updating using ambient data
Article
Optimal sensor placement methodology for identification with unmeasured excitation
Article
Updating robust reliability using structural test data
Article
A Benchmark Problem for Structural Health Monitoring and Damage Detection
Conference paper
A Simulated Data Benchmark Problem in Structural Health Monitoring
Conference paper
Damage Detection for a Benchmark Structure using One-step and Two-step Probabilistic Approaches
Conference paper
Treatment of unidentifiability in structural model updating
Article
Application of a Statistical Approach on a Benchmark Damage Detection Problem
Conference paper
Simulation of homogeneous and partially isotropic random fields
Conference paper
Asymptotic 2p-moment stability of stochastic linear systems
Article
Averaging and stability of quasilinear functional differential equations with Markov parameters
Article
Response cumulants of nonlinear systems subject to external and multiplicative excitations
Article
Simulation of homogeneous and partially isotropic random fields
Article
A methodology for treating non-identifiability in model updating
Conference paper
A probabilistic framework for model updating and structural health monitoring
Conference paper
An optimal sensor location methodology for designing modal experiments
Conference paper
Statistical modal identification using ambient or strong wind response data
Conference paper
A probabilistic approach to structural model updating
Article
Updating models and their uncertainties. I: Bayesian statistical framework
Article
Updating models and their uncertainties. II: Model identifiability
Article
Bayesian modal updating using ambient data
Conference paper
On stability of linear dynamical systems with small Markov perturbations
Conference paper
Optimal control of structures: A reliability-based approach
Conference paper
Probabilistic model updating using dynamic data
Conference paper
Statistical Identification of Structural Modal Parameters Using Ambient Response Data
Conference paper
Asymptotic expansions for reliability and moments of uncertain systems
Article
Mean-square stability of linear stochastic dynamical systems under parametric wide-band excitations
Article
Article
A probabilistic approach to structural health monitoring using dynamic data
Conference paper
Approximation of Homogeneous Gaussian Random Fields with the Help of Cubature Formulas
Article
Dynamic response variability of structures with uncertain properties
Article
Article
Article
Article
Asymptotic approximation of reliability integrals for uncertain systems
Conference paper
On moment stability of Markov dynamical systems
Conference paper
Response cumulants of nonlinear systems subject to external and multiplicative excitations
Conference paper
Response Statistics and Reliability of Uncertain Nonlinear Systems Subjected to Random Loads
Conference paper
A VERY EFFICIENT MOMENT CALCULATION METHOD FOR UNCERTAIN LINEAR DYNAMIC-SYSTEMS
Article
Approximate analysis of response variability of uncertain linear systems
Article
On Stability of Linear Stochastic Differential Equations
Article
Determination of Stiffness Changes from Modal Parameter Changes for Structural Health Monitoring
Conference paper
Use of Strong Motion Records for Model Evaluation and Seismic Analysis of a Bridge Structure
Conference paper
Approximate Analysis of Response Statistics of Uncertain MDOF Linear Systems
Conference paper
Seismic analysis of Meloland road overcrossing using calibrated structural and foundation models
Conference paper
Probabilistic System Identification and Health Monitoring of Structures
Conference paper
System Identification for Damage Assessment Utilizing Dynamic Test Data
Conference paper
Updating Dynamic Models and their Associated Uncertainties for Structural Systems
Conference paper
An Efficient Treatment of Model Uncertainties for the Dynamic Response of Structures
Conference paper
Probabilistic Approach to Structural Health Monitoring from Dynamic Testing
Conference paper
Updating of a Model and its Uncertainties Utilizing Dynamic Test Data
Conference paper
Uniqueness in Structural System Identification
Conference paper
Treating Model Uncertainties in Structural Dynamics
Conference paper
A Bayesian framework for calibration of multiaxial fatigue curves
A Streamline Approach to Multiaxial Fatigue Monitoring Using Virtual Sensing
Nonlinear Model Updating through a Hierarchical Bayesian Modeling Framework
Subspace identification of bridge dynamics via traversing vehicle measurements
A Bayesian Framework for Dynamics Identification and Virtualization
Bayesian Optimal Sensor Placement for Virtual Sensing and Strain Reconstruction
Bayesian system identification and dynamic virtualization using incomplete noisy measurements
Data-Driven Reduced-Order Modeling and Response Reconstruction
Hierarchical Bayesian Model Updating for Nonlinear Structures using Response Time Histories
Optimal Sensor Placement for Virtual Sensing using Augmented Kalman Filter
Modal decomposition using multi-channel response measurements
Reliability-based optimal design of linear structures subjected to stochastic excitations
A variable separation technique for fast Bayesian operational modal analysis in the frequency domain
Bayesian model updating based on modal flexibility for structural health monitoring
Efficient Model Updating with Incomplete Modal Data for Structural Health Monitoring
Mode Shape Assembly for Ambient Modal Analysis using a Two-stage Bayesian Spectral Density Approach
Modified Metropolis-Hastings algorithm with delayed rejection
The Horseracing Simulation algorithm for evaluation of small failure probabilities
Phase I IASC-ASCE structural health monitoring benchmark problem using simulated data
Wedge simulation method for calculating the reliability of linear dynamical systems
A Bayesian Methodology for Structural Integrity and Reliability Assessment
Bayesian spectral density approach for modal updating using ambient data
Bayesian time-domain approach for modal updating using ambient data
Optimal sensor placement methodology for identification with unmeasured excitation
Averaging and stability of quasilinear functional differential equations with Markov parameters
Response cumulants of nonlinear systems subject to external and multiplicative excitations
Simulation of homogeneous and partially isotropic random fields
A methodology for treating non-identifiability in model updating
A probabilistic framework for model updating and structural health monitoring
An optimal sensor location methodology for designing modal experiments
Statistical modal identification using ambient or strong wind response data
Updating models and their uncertainties. I: Bayesian statistical framework
Updating models and their uncertainties. II: Model identifiability
Asymptotic expansions for reliability and moments of uncertain systems
Mean-square stability of linear stochastic dynamical systems under parametric wide-band excitations
A probabilistic approach to structural health monitoring using dynamic data
Approximation of Homogeneous Gaussian Random Fields with the Help of Cubature Formulas
Dynamic response variability of structures with uncertain properties
A Hierarchical Bayesian Framework for System Identification of Dynamical Systems
Conference paper
A Time-domain Hierarchical Bayesian Approach for Model Updating
Conference paper
Conference paper
Conference paper
Bayesian Time-Domain Model Updating Considering Correlation of Prediction Errors
Conference paper
Article
Article
Conference paper
The Effect of Non-Synchronous Sensing on Structural Identification and Its Correction
Conference paper
Article
Article
Article
Conference paper
Modal decomposition using multi-channel response measurements
Article
Reliability-based optimal design of linear structures subjected to stochastic excitations
Article
A variable separation technique for fast Bayesian operational modal analysis in the frequency domain
Conference paper
Bayesian model updating based on modal flexibility for structural health monitoring
Conference paper
Conference paper
Efficient Model Updating with Incomplete Modal Data for Structural Health Monitoring
Conference paper
Conference paper
Conference paper
Mode Shape Assembly for Ambient Modal Analysis using a Two-stage Bayesian Spectral Density Approach
Conference paper
Transitional Markov Chain Monte Carlo Simulation for Reliability-based Optimization
Conference paper
Article
Article
Conference paper
Conference paper
Modified Metropolis-Hastings algorithm with delayed rejection
Article
The Horseracing Simulation algorithm for evaluation of small failure probabilities
Article
Conference paper
Conference paper
On the optimal scaling of the modified metropolis-hastings algorithm
Conference paper
The Effect of Non-synchronous Sensing in Wireless Sensors on Structural Modal Identification
Conference paper
Article
SPECIAL ISSUE Computational Intelligence in Structural Engineering and Mechanics Introduction
Article
Special issue of the Journal of Structural Safety in honor of Professor James L. Beck Preface
Article
Spherical subset simulation (S3) for solving non-linear dynamical reliability problems
Article
Conference paper
Conference paper
Reliability analysis of wind-excited structures using domain decomposition method and line sampling
Article
Geometric insight into the challenges of solving high-dimensional reliability problems
Article
Book
Identification of crack locations and extents by Bayesian model class selection
Conference paper
Article
Article
Substructure identification and health monitoring using noisy response measurements only
Article
Unified probabilistic approach for model updating and damage detection
Article
Article
Article
Model updating using noisy response measurements without knowledge of the input spectrum
Article
Substructure Identification with Response Measurements Only
Conference paper
Article
Phase I IASC-ASCE structural health monitoring benchmark problem using simulated data
Article
Wedge simulation method for calculating the reliability of linear dynamical systems
Article
Conference paper
Conference paper
Auxiliary Domain Method for Solving Nonlinear Reliability Problems
Conference paper
Bayesian fast Fourier transform approach for modal updating using ambient data
Article
An efficient method for calculation of reliability integrals
Conference paper
MCMC based simulation methodology for reliability calculations
Conference paper
On the calculation of the failure probability corresponding to a union of linear failure domains
Conference paper
Conference paper
Bayesian modal updating using complete input and incomplete response noisy measurements
Article
Article
Spectral density estimation of stochastic vector processes
Article
Article
A New Efficient MCMC Based Simulation Methodology for Reliability Calculations
Conference paper
A Novel Markov Chain Monte Carlo Based Simulation Method for Solving Structural Reliability Problems
Conference paper
A Bayesian Methodology for Structural Integrity and Reliability Assessment
Article
Bayesian modal updating by use of ambient data
Article
Bayesian spectral density approach for modal updating using ambient data
Article
Bayesian time-domain approach for modal updating using ambient data
Article
Optimal sensor placement methodology for identification with unmeasured excitation
Article
Updating robust reliability using structural test data
Article
A Benchmark Problem for Structural Health Monitoring and Damage Detection
Conference paper
A Simulated Data Benchmark Problem in Structural Health Monitoring
Conference paper
Damage Detection for a Benchmark Structure using One-step and Two-step Probabilistic Approaches
Conference paper
Treatment of unidentifiability in structural model updating
Article
Application of a Statistical Approach on a Benchmark Damage Detection Problem
Conference paper
Simulation of homogeneous and partially isotropic random fields
Conference paper
Asymptotic 2p-moment stability of stochastic linear systems
Article
Averaging and stability of quasilinear functional differential equations with Markov parameters
Article
Response cumulants of nonlinear systems subject to external and multiplicative excitations
Article
Simulation of homogeneous and partially isotropic random fields
Article
A methodology for treating non-identifiability in model updating
Conference paper
A probabilistic framework for model updating and structural health monitoring
Conference paper
An optimal sensor location methodology for designing modal experiments
Conference paper
Statistical modal identification using ambient or strong wind response data
Conference paper
A probabilistic approach to structural model updating
Article
Updating models and their uncertainties. I: Bayesian statistical framework
Article
Updating models and their uncertainties. II: Model identifiability
Article
Bayesian modal updating using ambient data
Conference paper
On stability of linear dynamical systems with small Markov perturbations
Conference paper
Optimal control of structures: A reliability-based approach
Conference paper
Probabilistic model updating using dynamic data
Conference paper
Statistical Identification of Structural Modal Parameters Using Ambient Response Data
Conference paper
Asymptotic expansions for reliability and moments of uncertain systems
Article
Mean-square stability of linear stochastic dynamical systems under parametric wide-band excitations
Article
Article
A probabilistic approach to structural health monitoring using dynamic data
Conference paper
Approximation of Homogeneous Gaussian Random Fields with the Help of Cubature Formulas
Article
Dynamic response variability of structures with uncertain properties
Article
Article
Article
Article
Asymptotic approximation of reliability integrals for uncertain systems
Conference paper
On moment stability of Markov dynamical systems
Conference paper
Response cumulants of nonlinear systems subject to external and multiplicative excitations
Conference paper
Response Statistics and Reliability of Uncertain Nonlinear Systems Subjected to Random Loads
Conference paper
A VERY EFFICIENT MOMENT CALCULATION METHOD FOR UNCERTAIN LINEAR DYNAMIC-SYSTEMS
Article
Approximate analysis of response variability of uncertain linear systems
Article
On Stability of Linear Stochastic Differential Equations
Article
Determination of Stiffness Changes from Modal Parameter Changes for Structural Health Monitoring
Conference paper
Use of Strong Motion Records for Model Evaluation and Seismic Analysis of a Bridge Structure
Conference paper
Approximate Analysis of Response Statistics of Uncertain MDOF Linear Systems
Conference paper
Seismic analysis of Meloland road overcrossing using calibrated structural and foundation models
Conference paper
Probabilistic System Identification and Health Monitoring of Structures
Conference paper
System Identification for Damage Assessment Utilizing Dynamic Test Data
Conference paper
Updating Dynamic Models and their Associated Uncertainties for Structural Systems
Conference paper
An Efficient Treatment of Model Uncertainties for the Dynamic Response of Structures
Conference paper
Probabilistic Approach to Structural Health Monitoring from Dynamic Testing
Conference paper
Updating of a Model and its Uncertainties Utilizing Dynamic Test Data
Conference paper
Uniqueness in Structural System Identification
Conference paper
Treating Model Uncertainties in Structural Dynamics
Conference paper
CIVL2110 | Statics |
CIVL3310 | Structural Analysis |
CIVL4910 | Civil and Environmental Engineering Final Year Project |
No Teaching Assignments |
No Teaching Assignments |
No Teaching Assignments |
No Teaching Assignments |
HAMDAOUI, Najoua
Civil Engineering
TEYMOURI, Daniz
Civil Engineering( Completed in 2023 )
FLORES TERRAZAS, Victor
Civil Engineering( Completed in 2022 )
KOSIKOVA, Antonina
Civil Engineering( Completed in 2022 )
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