selected publications

• academic article

  • Constrained efficient global multidisciplinary design optimization using adaptive disciplinary surrogate enrichment.  Structural and Multidisciplinary Optimization.  67. 2024
  • Rotor dynamics informed deep learning for detection, identification, and localization of shaft crack and unbalance defects.  Advanced Engineering Informatics.  58:102128-102128. 2023
  • Physics-informed machine learning in prognostics and health management: State of the art and challenges.  Applied Mathematical Modelling.  124:325-352. 2023
  • Self-Supervised Learning for data scarcity in a fatigue damage prognostic problem.  Engineering Applications of Artificial Intelligence.  120:105837-105837. 2023
  • Bearings RUL prediction based on contrastive self-supervised learning.  IFAC-PapersOnLine.  56:11906-11911. 2023
  • Combined importance sampling and separable Monte Carlo: analytical variance estimator and applications to structural reliability.  International Journal of Reliability and Safety.  17:200-227. 2023
  • Physics-informed Lightweight Temporal Convolution Networks for Fault Prognostics Associated to Bearing Stiffness Degradation.  PHM Society European Conference.  7:118-125. 2022
  • Disciplinary proper orthogonal decomposition and interpolation for the resolution of parameterized multidisciplinary analysis.  International Journal for Numerical Methods in Engineering.  123:3594-3626. 2022
  • Disciplinary Proper Orthogonal Decomposition and Interpolation for the resolution of parametrized Multidisciplinary Analysis.  HAL (Le Centre pour la Communication Scientifique Directe).  2022
  • Probabilistic deep learning methodology for uncertainty quantification of remaining useful lifetime of multi-component systems.  Reliability Engineering & System Safety.  222:108383-108383. 2022
  • On some applications of Generalized Geometric Projection to optimal 3D printing.  Computers & Graphics.  102:199-212. 2021
  • Variance based sensitivity analysis for Monte Carlo and importance sampling reliability assessment with Gaussian processes.  Structural Safety.  93:102116-102116. 2021
  • An end-to-end fault diagnostics method based on convolutional neural network for rotating machinery with multiple case studies.  Journal of Intelligent Manufacturing.  33:809-830. 2020
  • Towards an efficient global multidisciplinary design optimization algorithm.  Structural and Multidisciplinary Optimization.  62:1739-1765. 2020
  • A Multistage Deep Transfer Learning Method for Machinery Fault Diagnostics Across Diverse Working Conditions and Devices.  IEEE Access.  8:80879-80898. 2020
  • Robustness and reliability investigations on a nonlinear energy sink device concept.  Mechanics & Industry.  21:603-603. 2020
  • Adaptive coupling of reduced basis modeling and Kriging based active learning methods for reliability analyses.  Reliability Engineering & System Safety.  196:106771-106771. 2019
  • Generalized Geometry Projection: A Unified Approach for Geometric Feature Based Topology Optimization.  Archives of Computational Methods in Engineering.  27:1573-1610. 2019
  • Linear regression-based multifidelity surrogate for disturbance amplification in multiphase explosion.  Structural and Multidisciplinary Optimization.  60:2205-2220. 2019
  • Engine Pylon Topology Optimization Framework Based on Performance and Stress Criteria.  AIAA Journal.  57:5514-5526. 2019
  • A model-based prognostics method for fatigue crack growth in fuselage panels.  Chinese Journal of Aeronautics.  32:396-408. 2019
  • Weighted Average Continuity Approach and Moment Correction: New Strategies for Non-consistent Mesh Projection in Structural Mechanics.  Archives of Computational Methods in Engineering.  26:1415-1443. 2018
  • Optimization of structures under buckling constraints using frame elements.  Engineering Optimization.  51:140-159. 2018
  • Predictive airframe maintenance strategies using model-based prognostics.  Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability.  232:690-709. 2018
  • Extreme value oriented random field discretization based on an hybrid polynomial chaos expansion — Kriging approach.  Computer Methods in Applied Mechanics and Engineering.  332:540-571. 2018
  • Noise-dependent ranking of prognostics algorithms based on discrepancy without true damage information.  Reliability Engineering & System Safety.  184:86-100. 2017
  • New prognostics-based structural maintenance strategies for civil aircraft.  PHM Society Asia-Pacific Conference.  1. 2017
  • Optimal design of computer experiments for surrogate models with dimensionless variables.  Structural and Multidisciplinary Optimization.  56:663-679. 2017
  • A cost driven predictive maintenance policy for structural airframe maintenance.  Chinese Journal of Aeronautics.  30:1242-1257. 2017
  • Structural and multidisciplinary optimization – special issue editorial note.  Structural and Multidisciplinary Optimization.  54:1365-1366. 2016
  • How Adaptively Constructed Reduced Order Models Can Benefit Sampling-Based Methodsfor Reliability Analyses.  International Journal of Reliability Quality and Safety Engineering.  23:1650019-1650019. 2016
  • Propagation of Modeling Uncertainty by Polynomial Chaos Expansion in Multidisciplinary Analysis.  Journal of Mechanical Design.  138. 2016
  • Determination of Paris' law constants and crack length evolution via Extended and Unscented Kalman filter: An application to aircraft fuselage panels.  Mechanical Systems and Signal Processing.  80:262-281. 2016
  • Improving the efficiency of large scale topology optimization through on‐the‐fly reduced order model construction.  International Journal for Numerical Methods in Engineering.  101:281-304. 2014
  • Scaling-law-based metamodels for the sizing of mechatronic systems.  Mechatronics.  24:775-787. 2013
  • Efficient surrogate construction by combining response surface methodology and reduced order modeling.  Structural and Multidisciplinary Optimization.  47:821-837. 2013
  • Optimization Based Algorithms for Uncertainty Propagation Through Functions With Multidimensional Output Within Evidence Theory.  Journal of Mechanical Design.  134. 2012
  • Bayesian Identification of Elastic Constants in Multi-Directional Laminate from Moiré Interferometry Displacement Fields.  Experimental Mechanics.  53:635-648. 2012
  • Design optimization under evidence based uncertainty with application to an engine connecting rod.  HAL (Le Centre pour la Communication Scientifique Directe).  2010

• blog posting

  • Variance based sensitivity analysis for Monte Carlo and importance sampling reliability assessment with Gaussian processes.  arXiv (Cornell University). 2020

• chapter

  • Pylon and Engine Mounts Performance Driven Structural Topology Optimization.  Springer eBooks. 1349-1363. 2017
  • Structural Optimization Under Buckling Constraints Using Frame Elements with Anisotropic Cross Sections.  Springer eBooks. 1394-1410. 2017
  • Predicting Remaining Useful Life by fusing SHM data based on Extended Kalman Filter.  CRC Press eBooks. 2489-2496. 2015

• conference paper

  • A PRELIMINARY LOW-FIDELITY MDO APPROACH FOR LOAD ALLEVIATION THROUGH MOVABLES ON HAR WING.  . 2023
  • Disciplinary surrogates for gradient-based optimization of multidisciplinary systems.  . 2023
  • Model Order Reduction and Bayesian Optimization for MDO problems.  . 2022
  • A Framework for Generating Large Data Sets for Fatigue Damage Prognostic Problems.  . 25-33. 2022
  • Variance Analysis of AK-MCS Failure Probability Estimator and Algorithmic Application.  Proceedings of the 30th European Safety and Reliability Conference and 15th Probabilistic Safety Assessment and Management Conference. 4929-4929. 2020
  • Couplage adaptatif des méthodes d'analyses de fiabilité par apprentissage actif basées sur les métamodèles de Krigeage et de la modélisation en base réduite.  HAL (Le Centre pour la Communication Scientifique Directe). 2019
  • Towards reliability analysis by adaptive sampling with multiple fidelity levels by the use of reduced basis methods.  HAL (Le Centre pour la Communication Scientifique Directe). 2019
  • Application of geometric feature based topology optimization to engine pylon architecture design including engine performance criteria.  HAL (Le Centre pour la Communication Scientifique Directe). 2019
  • Couplage Optimisation et Réduction de Modèles par Projection Application à la conception avion avant-projet.  HAL (Le Centre pour la Communication Scientifique Directe). 2019
  • Vers l’amélioration de la maintenance des structures aéronautiques par des approches prédictives et une prise en compte explicite des incertitudes..  HAL (Le Centre pour la Communication Scientifique Directe). 2019
  • Improvements for Structural Model Interfacing between Non-conforming Meshes.  HAL (Le Centre pour la Communication Scientifique Directe). 2018
  • Propagation d’incertitude de modèle pour l’optimisation multidisciplinaire.  HAL (Le Centre pour la Communication Scientifique Directe). 2018
  • Prognostics and health management: Current state-of-the-art for optimizing aircraft structural maintenance.  . 1-4. 2018
  • Vers des analyses de fiabilité à fidélité adaptative par l’utilisation de modèles en base réduite.  HAL (Le Centre pour la Communication Scientifique Directe). 2018
  • Multidisciplinary optimization based on Kriging surrogate models.  HAL (Le Centre pour la Communication Scientifique Directe). 2018
  • An adaptive kriging based approach to robust optimization.  HAL (Le Centre pour la Communication Scientifique Directe). 2017
  • Truss-like structures optimization under buckling constraints using frame elements with anisotropic cross sections.  HAL (Le Centre pour la Communication Scientifique Directe). 2017
  • Accelerating sampling based methods for reliability analysis through on the fly reduced order modeling.  HAL (Le Centre pour la Communication Scientifique Directe). 2017
  • Adaptive random field discretization for optimization under uncertainties.  HAL (Le Centre pour la Communication Scientifique Directe). 2017
  • Approches probabilistes pour la maintenance prédictive de panneaux de fuselage aéronautiques.  HAL (Le Centre pour la Communication Scientifique Directe). 2016
  • Multidisciplinary optimization by surrogate models: handling epistemic uncertainties by polynomial chaos expansion.  HAL (Le Centre pour la Communication Scientifique Directe). 2016
  • Réduction drastique des temps de calculs pour l'optimisation globale à base de métamodèles par réduction de modèles.  HAL (Le Centre pour la Communication Scientifique Directe). 2015
  • Comparing structural airframe maintenance strategies based on probabilistic estimates of the remaining useful service life.  HAL (Le Centre pour la Communication Scientifique Directe). 2015
  • On the fly construction of reduced order models for topology optimization.  HAL (Le Centre pour la Communication Scientifique Directe). 2015
  • Topology optimization with millions of design variables aided by reduced order modeling.  HAL (Le Centre pour la Communication Scientifique Directe). 2015
  • Scheduled and SHM Structural Airframe Maintenance Applications Using a New Probabilistic Model.  HAL (Le Centre pour la Communication Scientifique Directe). 2014
  • More efficient optimization of large scale finite element problems through an interaction between adaptive surrogate based optimization and reduced order modeling.  HAL (Le Centre pour la Communication Scientifique Directe). 2014
  • Structural Design Optimization with Economic Uncertainty: An Application to Interactions between Designers, Airlines, and Regulators.  HAL (Le Centre pour la Communication Scientifique Directe). 2014
  • Uncertainty propagation in multi-agent systems for multidisciplinary optimization problems.  HAL (Le Centre pour la Communication Scientifique Directe). 2013
  • Reduced basis surrogate modelling approach applied to the identification of mechanical properties.  HAL (Le Centre pour la Communication Scientifique Directe). 2013
  • Structural airframe maintenance strategy comparison: a new approach.  HAL (Le Centre pour la Communication Scientifique Directe). 2013
  • The key points approach: combining response surface methodology and reduced order modeling to achieve drastic reduction in surrogates construction cost.  HAL (Le Centre pour la Communication Scientifique Directe). 2013
  • Towards a consideration of the uncertainties in flight loads.  HAL (Le Centre pour la Communication Scientifique Directe). 2013
  • Uncertainty propagation in multi-agent system for multidisciplinary optimization problem.  HAL (Le Centre pour la Communication Scientifique Directe). 2013
  • Uncertainty quantification in aircraft load calibration.  HAL (Le Centre pour la Communication Scientifique Directe). 2013
  • Comparaison de stratégies de maintenance de structures aéronautiques basées sur le suivi de l’état de santé embarqué.  HAL (Le Centre pour la Communication Scientifique Directe). 2012
  • Comparing aircraft maintenance approaches based on structural health monitoring.  HAL (Le Centre pour la Communication Scientifique Directe). 2012
  • Conception préliminaire avion avec prise en compte d’incertitudes de modèles et de paramètres.  HAL (Le Centre pour la Communication Scientifique Directe). 2012
  • Effect of condition-based maintenance strategy aligned with scheduled maintenance.  HAL (Le Centre pour la Communication Scientifique Directe). 2012
  • Quantification of the effect of SHM in structural aircraft maintenance in uncertain environment.  HAL (Le Centre pour la Communication Scientifique Directe). 2012
  • Belief and plausibility approximation methods for multidimensional functions.  52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference. 2011
  • Approche bayesienne pour gérer les incertitudes dans l’identification à partir de mesures de champ.  HAL (Le Centre pour la Communication Scientifique Directe). 2011
  • Optimisation multidisciplinaire sous incertitudes en conception préliminaire avion.  HAL (Le Centre pour la Communication Scientifique Directe). 2011
  • Making the most out of surrogate models: ticks of the trade.  HAL (Le Centre pour la Communication Scientifique Directe). 2010

• document

  • Reduction of Uncertainties in Multidisciplinary Analysis Based on a Polynomial Chaos Sensitivity Study.  . 113-142. 2021
  • Uncertainty Modeling.  . 1-42. 2021