Shervin Khazaeli's Research Page

Position

Ph.D candidate | 2018-2023

Contact

shervin.khazaeli@polymtl.ca

B-431.1 Main Building

Ecole Polytechnique

Montreal, Canada

Education

M.Sc., Civil Engineering | 2010-2012
  Sharif University of Technology, Iran
  Thesis title: “A Tilt of a Surface Rigid Circular Foundation Due to an Inclined Buried Point Load in a Transversely Isotropic Half-Space.”
  Advisor(s): M. Eskandari, H. M. Shodja

B.Sc., Civil Engineering | 2003-2010
   Islamic Azad University, Iran

Research

Project

Title: Probabilistic Decision Making for Structural Health Monitoring − Reinforcement Learning Approach

Summary: My research focus on developing probabilistic frameworks addressing two objectives: (1) detecting anomalies and quantifying their detectability using reinforcement learning paradigm (2) designing economically viable measurement systems in uncertain contexts.

Publications

[2021]  Anomaly detection using state-space models and reinforcement learning

            Khazaeli, S., Nguyen, L.H. and Goulet, J.-A.

            Structural Control and Health Monitoring. Volume 28, Issue 6, e2720.

            [PDF] [EndNote] [BibTeX] [DOI link] [ ]

[2019]  A Kernel-based Method for Modeling Non-Harmonic Periodic Phenomena in

            Bayesian Dynamic Linear Models

            Nguyen, L.H., Gaudot, I., Shervin Khazaeli and Goulet, J.-A.

            Frontiers in Built Environment. Vol.5, i.d.:434090

            [PDF] [EndNote] [BibTeX] [DOI link]