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Measurement system design for civil infrastructure using expected utility

Romain Pasquier, James Alexandre Goulet et Ian F.C. Smith

Article de revue (2017)

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Abstract

For system identification, most sensor-placement strategies are based on the minimization of the model-parameter uncertainty. However, reducing the uncertainty in remaining-life prognosis of structures is often more relevant. This paper proposes an optimization strategy using utility theory and probabilistic behavior prognoses based on model falsification to support decisions related to monitoring interventions. This approach, illustrated by the full-scale case study of a bridge, allows quantification of the expected utility of measurement systems while also indicating the profitability of monitoring actions. In addition, this approach is able to determine when the expected performance of monitoring configurations is reduced due to over-instrumentation. The use of model falsification for system identification allows for explicit inclusion of engineering heuristics in this knowledge intensive task while also offering robustness to effects of systematic modeling errors that are associated with idealization of complex civil structures.

Mots clés

Sensor placement, Model falsification, Utility function, Optimization, Fatigue assessment, Actualized repair cost

Renseignements supplémentaires: Titre du manuscrit: Measurement system design for maximizing the expected utility of monitoring actions
Sujet(s): 1000 Génie civil > 1000 Génie civil
1100 Génie des structures > 1100 Génie des structures
1100 Génie des structures > 1104 Analyse des structures
Département: Département des génies civil, géologique et des mines
URL de PolyPublie: https://publications.polymtl.ca/2964/
Titre de la revue: Advanced Engineering Informatics (vol. 32)
Maison d'édition: Elsevier
DOI: 10.1016/j.aei.2016.12.002
URL officielle: https://doi.org/10.1016/j.aei.2016.12.002
Date du dépôt: 02 févr. 2018 12:49
Dernière modification: 11 avr. 2024 06:11
Citer en APA 7: Pasquier, R., Goulet, J. A., & Smith, I. F.C. (2017). Measurement system design for civil infrastructure using expected utility. Advanced Engineering Informatics, 32, 40-51. https://doi.org/10.1016/j.aei.2016.12.002

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