Search Results - "Goulet, A"
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1
Bayesian dynamic linear models for structural health monitoring
Published in Structural control and health monitoring (01-12-2017)“…Summary In several countries, infrastructure is in poor condition, and this situation is bound to remain prevalent for the years to come. A promising solution…”
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2
Managing Seismic Risk Associated to Development Blasting Using Random Forests Predictive Models Based on Geologic and Structural Rockmass Properties
Published in Rock mechanics and rock engineering (01-11-2024)“…As mining activities are expected to develop at greater depths, seismic responses to the blasting of development drift segments are expected to increase and…”
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3
Empirical Validation of Bayesian Dynamic Linear Models in the Context of Structural Health Monitoring
Published in Journal of bridge engineering (01-02-2018)“…AbstractBayesian dynamic linear models (BDLMs) are traditionally used in the fields of applied statistics and machine learning. This paper performs an…”
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4
Approximate Gaussian variance inference for state‐space models
Published in International journal of adaptive control and signal processing (01-11-2023)“…State‐space models require an accurate knowledge of the process error () and measurement error () covariance matrices for exact state estimation. Even though…”
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Anomaly detection with the Switching Kalman Filter for structural health monitoring
Published in Structural control and health monitoring (01-04-2018)“…Summary The detection of changes in structural behaviour over time, that is, anomalies, is an important aspect in structural safety analysis. This paper…”
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Structural identification with systematic errors and unknown uncertainty dependencies
Published in Computers & structures (01-11-2013)“…•In model-based data-interpretation, uncertainty dependencies are in many cases unknown due to model simplifications and omissions.•Error-domain model…”
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7
Enhancing structural anomaly detection using a bounded autoregressive component
Published in Mechanical systems and signal processing (15-04-2024)“…Structural Health Monitoring has the potential to enhance the safety and serviceability of our aging infrastructures by detecting anomalies at an early stage…”
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Modeling infrastructure degradation from visual inspections using network‐scale state‐space models
Published in Structural control and health monitoring (01-09-2020)“…Summary Visual inspections is a common approach for the network‐scale monitoring of bridges. One of the main challenges when interpreting visual inspections is…”
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9
Non-ergodic site response in seismic hazard analysis
Published in Earthquake spectra (01-11-2017)“…Probabilistic seismic hazard analyses are usually performed with semi-empirical ground motion models (GMMs) following the ergodic assumption whereby average…”
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A stochastic model for estimating the network‐scale deterioration and effect of interventions on bridges
Published in Structural control and health monitoring (01-04-2022)“…Summary Visual inspections provide direct information about the deterioration states of each structural element within a bridge. However, when managing a…”
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Real‐time anomaly detection with Bayesian dynamic linear models
Published in Structural control and health monitoring (01-09-2019)“…Summary A key goal in structural health monitoring is to detect abnormal events in a structure's behavior by interpreting its observed responses over time. The…”
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Quantifying the Relative Change in Maintenance Costs due to Delayed Maintenance Actions in Transportation Infrastructure
Published in Journal of performance of constructed facilities (01-10-2024)“…AbstractIdentifying optimal maintenance policies for transportation infrastructure such as bridges, is a challenging task that requires taking into account…”
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Analytical Inference for Inspectors’ Uncertainty Using Network-Scale Visual Inspections
Published in Journal of computing in civil engineering (01-09-2023)“…AbstractVisual inspection is a common approach for collecting data over time on transportation infrastructure. However, the evaluation method in visual…”
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14
NGA-East ground-motion characterization model; Part I; Summary of products and model development
Published in Earthquake spectra (01-07-2021)“…In this article, we present an overview of the research project NGA-East, Next Generation Attenuation for Central and Eastern North America (CENA), and…”
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15
PEER NGA-East database
Published in Earthquake spectra (01-07-2021)“…This article documents the earthquake ground motion database developed for the NGA-East Project, initiated as part of the Next Generation Attenuation (NGA)…”
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16
The Gaussian multiplicative approximation for state‐space models
Published in Structural control and health monitoring (01-03-2022)“…Summary Applications such as structural health monitoring (SHM) often rely on the analysis of time‐series using methods such as state‐space models (SSM). In…”
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Network-scale deterioration modelling of bridges based on visual inspections and structural attributes
Published in Structural safety (01-01-2021)“…•Modelling deterioration based on visual inspections and structural attributes.•Improving the estimation of the deterioration speed.•Reducing the overall bias…”
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Data-driven post-earthquake rapid structural safety assessment
Published in Earthquake engineering & structural dynamics (10-04-2015)“…SummaryEarthquake‐prone cities are exposed to important societal and financial losses. An important part of these losses stems from the inability to use…”
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Quantifying the effects of interventions based on visual inspections from a network of bridges
Published in Structure and infrastructure engineering (03-08-2022)“…Network-scale maintenance planning mainly depends on the expected improvement in a structure's condition following an intervention. Quantifying the effect of…”
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Probabilistic Modeling of Heteroscedastic Laboratory Experiments Using Gaussian Process Regression
Published in Journal of engineering mechanics (01-06-2018)“…AbstractThis paper proposes an extension to Gaussian process regression (GPR) for data sets composed of only a few replicated specimens and displaying a…”
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