Published Articles

2022

Jakeman, John; Friedman, Sam; Eldred, Michael; Tamellini, Lorenzo; Gorodetsky, Alex; Allaire, Douglas

Adaptive experimental design for multi‐fidelity surrogate modeling of multi‐disciplinary systems Journal Article

In: International Journal for Numerical Methods in Engineering, vol. 123, iss. 12, pp. 2760-2790, 2022.

Abstract | Links | BibTeX

Zhang, Guanglu; Allaire, Douglas; Cagan, Jonathan

Reducing the Search Space for Global Minimum: A Focused Regions Identification Method for Least Squares Parameter Estimation in Nonlinear Models Journal Article

In: ASME Journal of Computing and Information Science in Engineering, vol. 23, iss. 2, pp. 021006, 2022.

Abstract | Links | BibTeX

Molkeri, Abhilash; Khatamsaz, Danial; Couperthwaite, Richard; James, Jaylen; Arróyave, Raymundo; Allaire, Douglas; Srivastava, Ankit

On the importance of microstructure information in materials design: PSP vs PP Journal Article

In: Acta Materialia, vol. 223, pp. 117471, 2022.

Abstract | Links | BibTeX

2021

Couperthwaite, Richard; Khatamsaz, Danial; Molkeri, Abhilash; James, Jaylen; Srivastava, Ankit; Allaire, Douglas; Arróyave, Raymundo

The BAREFOOT Optimization Framework Journal Article

In: Integrating Materials and Manufacturing Innovation, vol. 10, iss. 4, pp. 644-660, 2021.

Abstract | Links | BibTeX

Khatamsaz, Danial; Molkeri, Abhilash; Couperthwaite, Richard; James, Jaylen; Arróyave, Raymundo; Srivastava, Ankit; Allaire, Douglas

Adaptive active subspace-based efficient multifidelity materials design Journal Article

In: Materials & Design, vol. 209, pp. 110001, 2021.

Abstract | Links | BibTeX

Khatamsaz, Danial; Peddareddygari, Lalith; Friedman, Samuel; Allaire, Douglas

Bayesian optimization of multiobjective functions using multiple information sources Journal Article

In: AIAA Journal, vol. 59, iss. 6, pp. 1964-1974, 2021.

Abstract | Links | BibTeX

Zhang, Guanglu; Allaire, Douglas; Cagan, Jonathan

Taking the Guess Work Out of the Initial Guess: A Solution Interval Method for Least-Squares Parameter Estimation in Nonlinear Models Journal Article

In: ASME Journal of Computing and Information Science in Engineering, vol. 21, iss. 2, pp. 021011, 2021.

Abstract | Links | BibTeX

Khatamsaz, Danial; Molkeri, Abhilash; Couperthwaite, Richard; James, Jaylen; Arróyave, Raymundo; Allaire, Douglas; Srivastava, Ankit

Efficiently exploiting process-structure-property relationships in material design by multi-information source fusion Journal Article

In: Acta Materialia, vol. 206, pp. 116619, 2021.

Abstract | Links | BibTeX

Couperthwaite, Richard; Allaire, Douglas; Arróyave, Raymundo

Utilizing gaussian processes to fit high dimension thermodynamic data that includes estimated variability Journal Article

In: Computational Materials Science, vol. 188, pp. 110133, 2021.

Abstract | Links | BibTeX

2020

Couperthwaite, Richard; Molkeri, Abhilash; Khatamsaz, Danial; Srivastava, Ankit; Allaire, Douglas; Arròyave, Raymundo

Materials design through batch bayesian optimization with multisource information fusion Journal Article

In: JOM, vol. 72, iss. 12, pp. 4431-4443, 2020.

Abstract | Links | BibTeX

Zhang, Guanglu; Morris, Elissa; Allaire, Douglas; McAdams, Daniel A

Research opportunities and challenges in engineering system evolution Journal Article

In: ASME Journal of Mechanical Design, vol. 142, iss. 8, pp. 081401, 2020.

Abstract | Links | BibTeX

Ghosh, Supriyo; Seede, Raiyan; James, Jaylen; Karaman, Ibrahim; Elwany, Alaa; Allaire, Douglas; Arroyave, Raymundo

Statistical modelling of microsegregation in laser powder-bed fusion Journal Article

In: Philosophical Magazine Letters, vol. 100, iss. 6, pp. 271-282, 2020.

Abstract | Links | BibTeX

Sanabria-Borbón, Adriana; Soto-Aguilar, Sergio; Estrada-López, Johan; Allaire, Douglas; Sánchez-Sinencio, Edgar

Gaussian-process-based surrogate for optimization-aided and process-variations-aware analog circuit design Journal Article

In: Electronics, vol. 9, iss. 4, pp. 685, 2020.

Abstract | Links | BibTeX

Burrows, B.; Allaire, D.

Nonlinear Kalman Filtering With Expensive Forward Models via Measure Change Journal Article

In: ASME Journal of Dynamic Systems, Measurement, and Control, vol. 142, no. 2, pp. 021006, 2020.

Abstract | Links | BibTeX

Attari, Vahid; Honarmandi, Pejman; Duong, Thien; Sauceda, Daniel; Allaire, Douglas; Arroyave, Raymundo

Uncertainty propagation in a multiscale CALPHAD-reinforced elastochemical phase-field model Journal Article

In: Acta Materialia, vol. 183, pp. 452-470, 2020.

Abstract | Links | BibTeX

2019

Ghoreishi, S Fatemeh; Thomison, William; Allaire, Douglas

Sequential Information-Theoretic and Reification-Based Approach for Querying Multi-Information Sources Journal Article

In: AIAA Journal of Aerospace Information Systems, vol. 16, iss. 12, pp. 575-587, 2019.

Abstract | Links | BibTeX

Ghoreishi, Seyede Fatemeh; Molkeri, Abhilash; Arróyave, Raymundo; Allaire, Douglas; Srivastava, Ankit

Efficient use of multiple information sources in material design Journal Article

In: Acta Materialia, vol. 180, pp. 260-271, 2019.

Abstract | Links | BibTeX

Ghoreishi, Seyede Fatemeh; Friedman, Samuel; Allaire, Douglas

Adaptive dimensionality reduction for fast sequential optimization with Gaussian processes Journal Article

In: ASME Journal of Mechanical Design, vol. 141, iss. 7, pp. 071404, 2019.

Abstract | Links | BibTeX

Zhang, Guanglu; Allaire, Douglas; Shankar, Venkatesh; McAdams, Daniel A

A case against the trickle-down effect in technology ecosystems Journal Article

In: PLoS One, vol. 14, iss. 6, pp. e0218370, 2019.

Abstract | Links | BibTeX

Swischuk, Renee; Allaire, Douglas

A machine learning approach to aircraft sensor error detection and correction Journal Article

In: ASME Journal of Computing and Information Science in Engineering, vol. 19, iss. 4, pp. 041009, 2019.

Abstract | Links | BibTeX

Talapatra, Anjana; Boluki, Shahin; Honarmandi, Pejman; Solomou, Alexandros; Zhao, Guang; Ghoreishi, Seyede Fatemeh; Molkeri, Abhilash; Allaire, Douglas; Srivastava, Ankit; Qian, Xiaoning; Dougherty, Edward; Lagoudas, Dimitris; Arróyave, Raymundo

Experiment design frameworks for accelerated discovery of targeted materials across scales Journal Article

In: Frontiers in Materials, vol. 6, pp. 82, 2019.

Abstract | Links | BibTeX

Ghoreishi, Seyede Fatemeh; Allaire, Douglas

Multi-information source constrained Bayesian optimization Journal Article

In: Structural and Multidisciplinary Optimization, vol. 59, iss. 3, pp. 977-991, 2019.

Abstract | Links | BibTeX

Ghosh, Supriyo; Mahmoudi, Mohamad; Johnson, Luke; Elwany, Alaa; Arroyave, Raymundo; Allaire, Douglas

Uncertainty analysis of microsegregation during laser powder bed fusion Journal Article

In: Modelling and Simulation in Materials Science and Engineering, vol. 27, iss. 3, pp. 034002, 2019.

Abstract | Links | BibTeX

Zhang, Guanglu; Allaire, Douglas; McAdams, Daniel A; Shankar, Venkatesh

Generating Technology Evolution Prediction Intervals Using a Bootstrap Method Journal Article

In: Journal of Mechanical Design, 2019.

Abstract | Links | BibTeX

Isaac, Benson; Allaire, Douglas

Expensive Black-Box Model Optimization via a Gold Rush Policy Journal Article

In: Journal of Mechanical Design, vol. 141, no. 3, pp. 031401-031401-9, 2019.

Abstract | Links | BibTeX

Zhang, Guanglu; Allaire, Douglas; McAdams, Daniel A; Shankar, Venkatesh

System evolution prediction and manipulation using a Lotka–Volterra ecosystem model Journal Article

In: Design Studies, vol. 60, pp. 103-138, 2019.

Abstract | Links | BibTeX

Honarmandi, Pejman; Duong, Thien Chi; Ghoreishi, S Fatemeh; Allaire, Douglas; Arroyave, Raymundo

Bayesian uncertainty quantification and information fusion in CALPHAD-based thermodynamic modeling Journal Article

In: Acta Materialia, vol. 164, pp. 636–647, 2019.

Abstract | Links | BibTeX

2018

Allen, Richard C; El-Halwagi, M; Allaire, Douglas L

Capacity planning for modular and transportable infrastructure for shale gas production and processing Journal Article

In: Industrial & Engineering Chemistry Research, 2018.

Abstract | Links | BibTeX

Ghoreishi, Seyede Fatemeh; Molkeri, Abhilash; Srivastava, Ankit; Arroyave, Raymundo; Allaire, Douglas

Multi-information source fusion and optimization to realize ICME: Application to dual-phase materials Journal Article

In: Journal of Mechanical Design, vol. 140, no. 11, pp. 111409, 2018.

Abstract | Links | BibTeX

Arroyave, Raymundo; Shields, Samantha; Chang, Chi-Ning; Fowler, Debra; Malak, Richard; Allaire, Douglas

Interdisciplinary Research on Designing Engineering Material Systems: Results From a National Science Foundation Workshop Journal Article

In: Journal of Mechanical Design, vol. 140, no. 11, pp. 110801, 2018.

Abstract | Links | BibTeX

Curran, Qinxian Chelsea; Allaire, Douglas; Willcox, Karen E

Sensitivity analysis methods for mitigating uncertainty in engineering system design Journal Article

In: Systems Engineering, 2018.

Abstract | Links | BibTeX

2017

Ulker, Fatma; Allaire, Douglas; Willcox, Karen

Sensitivity-guided decision-making for wind farm micro-siting Journal Article

In: International Journal for Numerical Methods in Fluids, vol. 83, no. 1, pp. 52–72, 2017.

Abstract | Links | BibTeX

Amaral, Sergio; Allaire, Douglas; Blanco, Elena De La Rosa; Willcox, Karen E

A decomposition-based uncertainty quantification approach for environmental impacts of aviation technology and operation Journal Article

In: AI EDAM, vol. 31, no. 3, pp. 251–264, 2017.

Abstract | Links | BibTeX

Ghoreishi, SF; Allaire, DL

Adaptive uncertainty propagation for coupled multidisciplinary systems Journal Article

In: AIAA Journal, pp. 1–11, 2017.

Abstract | Links | BibTeX

Burrows, Brian J; Isaac, Benson; Allaire, Douglas

Multitask Aircraft Capability Estimation Using Conjunctive Filters Journal Article

In: Journal of Aerospace Information Systems, pp. 1–12, 2017.

Abstract | Links | BibTeX

Amaral, Sergio; Allaire, Douglas; Willcox, Karen

Optimal L_2-norm empirical importance weights for the change of probability measure Journal Article

In: Statistics and Computing, vol. 27, no. 3, pp. 625–643, 2017.

Abstract | Links | BibTeX

2016

Opgenoord, Max MJ; Allaire, Douglas L; Willcox, Karen E

Variance-based sensitivity analysis to support simulation-based design under uncertainty Journal Article

In: Journal of Mechanical Design, vol. 138, no. 11, pp. 111410, 2016.

Abstract | Links | BibTeX

2015

Lecerf, Marc; Allaire, Douglas; Willcox, Karen

Methodology for dynamic data-driven online flight capability estimation Journal Article

In: AIAA Journal, vol. 53, no. 10, pp. 3073–3087, 2015.

Abstract | Links | BibTeX

2014

Amaral, Sergio; Allaire, Douglas; Willcox, Karen

A decomposition-based approach to uncertainty analysis of feed-forward multicomponent systems Journal Article

In: International Journal for Numerical Methods in Engineering, vol. 100, no. 13, pp. 982–1005, 2014.

Abstract | Links | BibTeX

Allaire, Douglas; Willcox, Karen

A mathematical and computational framework for multifidelity design and analysis with computer models Journal Article

In: International Journal for Uncertainty Quantification, vol. 4, no. 1, 2014.

Abstract | Links | BibTeX

Allaire, Douglas; Willcox, Karen

Uncertainty assessment of complex models with application to aviation environmental policy-making Journal Article

In: Transport Policy, vol. 34, pp. 109–113, 2014.

Abstract | Links | BibTeX

Allaire, Douglas; Noel, George; Willcox, Karen; Cointin, Rebecca

Uncertainty quantification of an aviation environmental toolsuite Journal Article

In: Reliability Engineering & System Safety, vol. 126, pp. 14–24, 2014.

Abstract | Links | BibTeX

2012

Allaire, Douglas L; Willcox, Karen E

A variance-based sensitivity index function for factor prioritization Journal Article

In: Reliability Engineering & System Safety, vol. 107, pp. 107–114, 2012.

Abstract | Links | BibTeX

Allaire, Douglas; He, Qinxian; Deyst, John; Willcox, Karen

An information-theoretic metric of system complexity with application to engineering system design Journal Article

In: Journal of Mechanical Design, vol. 134, no. 10, pp. 100906, 2012.

Abstract | Links | BibTeX

2010

Allaire, Douglas; Willcox, Karen

Surrogate modeling for uncertainty assessment with application to aviation environmental system models Journal Article

In: AIAA journal, vol. 48, no. 8, pp. 1791–1803, 2010.

Abstract | Links | BibTeX

Allaire, Douglas L; Willcox, Karen E

Distributional sensitivity analysis Journal Article

In: Procedia-Social and Behavioral Sciences, vol. 2, no. 6, pp. 7595–7596, 2010.

Abstract | Links | BibTeX

Articles Under Review

Khatamsaz, Danial; Vela, Brent; Singh, Prashant; Johnson, Duane; Allaire, Douglas; Arroyave, Raymundo

Multi-Objective Materials Bayesian Optimization with Active Learning of Design Constraints: Application to Refractory Multi-Principal-Element Alloys Unpublished

Submitted to Acta Materialia, under review, 2022.

BibTeX

James, J. R.; Gonzales, M.; Gerlt, A. R. C.; Payton, E. J.; John, R.; Arroyave, R.; Allaire, D.

Parameter Range Estimation and Uncertainty Analysis for High Strain Rate Material Response via Model Fusion Unpublished

Submitted to the Journal of Applied Physics, under review, 2022.

BibTeX

James, Jaylen; Sanghvi, Meet; Gerlt, Austin; Allaire, Douglas; Arroyave, Raymundo; Gonzales, Manny

Optimized Uncertainty Propagation Across High Fidelity Taylor Anvil Simulation Unpublished

Submitted to Frontiers in Materials Science, under review, 2022.

BibTeX

2022

Khatamsaz, Danial; Allaire, Douglas

Materials Design using an Active Subspace Batch Bayesian Optimization Approach Conference

AIAA SciTech Forum, no. 2022-0075, 2022.

Abstract | Links | BibTeX

2021

Singh, Arjun; Allaire, Douglas

Dynamic data-driven sensor placement for enabling capability estimation of self-aware aerospace vehicles Conference

AIAA Aviation Forum, no. 2021-3096, 2021.

Abstract | Links | BibTeX

Khatamsaz, Danial; Allaire, Douglas

A comparison of reification and cokriging for sequential multi-information source fusion Conference

AIAA SciTech Forum, no. 2021-1477, 2021.

Abstract | Links | BibTeX

Peddareddygari, Lalith; Allaire, Douglas

Time to failure prognosis of a gas turbine engine using predictive analytics Conference

AIAA SciTech Forum, no. 2021-1355, 2021.

Abstract | Links | BibTeX

2020

Zhang, Guanglu; Allaire, Douglas; Cagan, Jonathan

An Initial Guess Free Method for Least Squares Parameter Estimation in Nonlinear Models Conference

International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, ASME, 2020.

Abstract | Links | BibTeX

Khatamsaz, Danial; Peddareddygari, Lalith; Friedman, Sam; Allaire, Douglas L

Efficient multi-information source multiobjective Bayesian optimization Conference

AIAA SciTech Forum, no. 2020-2127, 2020.

Abstract | Links | BibTeX

2019

Imani, Mahdi; Ghoreishi, Seyede Fatemeh; Allaire, Douglas; Braga-Neto, Ulisses M

MFBO-SSM: Multi-fidelity Bayesian optimization for fast inference in state-space models Conference

Proceedings of the AAAI Conference on Artificial Intelligence, vol. 33, 2019.

Abstract | Links | BibTeX

Burrows, Brian; Allaire, Douglas

Analysis of Uncertainty Quantification Techniques for Vehicle Capability in Damaged Composite Aircraft Conference

AIAA Aviation Forum, no. 2019-3663, 2019.

Links | BibTeX

Sanghvi, Meet; Honarmandi, Pejman; Attari, Vahid; Duong, Thien; Arroyave, Raymundo; Allaire, Douglas L

Uncertainty Propagation via Probability Measure Optimized Importance Weights with Application to Thermoelectric Materials Proceedings Article

In: AIAA Scitech 2019 Forum, pp. 0967, 2019.

Links | BibTeX

2018

Ghoreishi, Seyede Fatemeh; Allaire, Douglas L

Gaussian process regression for Bayesian fusion of multi-fidelity information sources Proceedings Article

In: 2018 Multidisciplinary Analysis and Optimization Conference, pp. 4176, 2018.

Links | BibTeX

Zhang, Guanglu; Allaire, Douglas; McAdams, Daniel A; Shankar, Venkatesh

Generating Technology Evolution Prediction Intervals With Bootstrap Method Proceedings Article

In: ASME 2018 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, pp. V007T06A057–V007T06A057, American Society of Mechanical Engineers 2018.

Links | BibTeX

Isaac, Benson; Allaire, Douglas

Expensive Black-Box Model Optimization via a Gold Rush Policy Proceedings Article

In: ASME 2018 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, pp. V02BT03A035–V02BT03A035, American Society of Mechanical Engineers 2018.

Links | BibTeX

Ghoreishi, Seyede Fatemeh; Allaire, Douglas L

A Fusion-Based Multi-Information Source Optimization Approach using Knowledge Gradient Policies Conference

2018 AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2018.

Links | BibTeX

Swischuk, Renee C; Allaire, Douglas L

A Machine Learning Approach to Aircraft Sensor Error Detection and Correction Conference

2018 AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2018.

BibTeX

Isaac, Benson; Friedman, Sam; Allaire, Douglas L

Efficient approximation of coupling variable fixed point sets for decoupling multidisciplinary systems Conference

2018 AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2018.

Links | BibTeX

Friedman, Sam; Isaac, Benson; Ghoreishi, Seyede Fatemeh; Allaire, Douglas L

Efficient Decoupling of Multiphysics Systems for Uncertainty Propagation Conference

2018 AIAA Non-Deterministic Approaches Conference, 2018.

Links | BibTeX

2017

Friedman, Sam; Ghoreishi, Seyede Fatemeh; Allaire, Douglas L

Quantifying the impact of different model discrepancy formulations in coupled multidisciplinary systems Conference

19th AIAA Non-Deterministic Approaches Conference, 2017.

BibTeX

Burrows, Brian J; Allaire, Douglas L

A Comparison of Naive Bayes Classifiers with Applications to Self-Aware Aerospace Vehicles Conference

18th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2017.

BibTeX

Thomison, William D; Allaire, Douglas L

A Model Reification Approach to Fusing Information from Multifidelity Information Sources Conference

19th AIAA Non-Deterministic Approaches Conference, 2017.

BibTeX

2016

Li, Kaiyu; Allaire, Douglas

A Compressed Sensing Approach to Uncertainty Propagation for Approximately Additive Functions Conference

ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, American Society of Mechanical Engineers 2016.

BibTeX

Burrows, Brian; Isaac, Benson; Allaire, Douglas L

A Dynamic Data-Driven Approach to Multiple Task Capability Estimation for Self-Aware Aerospace Vehicles Conference

17th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2016.

BibTeX

Isaac, Benson; Allaire, Douglas L

A Dynamic Data-Driven Approach to Optimal Offline Learning for Online Flight Capability Estimation Conference

18th AIAA Non-Deterministic Approaches Conference, 2016.

BibTeX

Rooney, Warren; Allaire, Douglas

An Information-Theoretic Model of Project Schedule Overruns Caused by Task Rework: A Case for Newspeak Conference

ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, American Society of Mechanical Engineers 2016.

BibTeX

Ghoreishi, Seyede Fatemeh; Allaire, Douglas L

Compositional uncertainty analysis via importance weighted gibbs sampling for coupled multidisciplinary systems Conference

18th AIAA Non-Deterministic Approaches Conference, 2016.

BibTeX

Korobenko, Artem; Pigazzini, Marco; Singh, Victor; Kim, Hyonny; Allaire, Douglas L; Willcox, Karen E; Marsden, Alison; Bazilevs, Yuri

Dynamic-Data-Driven Damage Prediction in Aerospace Composite Structures Conference

17th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2016.

BibTeX

Friedman, Samuel; Allaire, Douglas

Quantifying Model Discrepancy in Coupled Multi-Physics Systems Conference

ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, American Society of Mechanical Engineers 2016.

BibTeX

2015

Lam, Rémi; Allaire, Douglas L; Willcox, Karen E

Multifidelity optimization using statistical surrogate modeling for non-hierarchical information sources Conference

56th AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2015.

BibTeX

2014

Allaire, Douglas; Kordonowy, David; Lecerf, Marc; Mainini, Laura; Willcox, Karen

Multifidelity DDDAS methods with application to a self-aware aerospace vehicle Conference

vol. 29, Elsevier, 2014.

BibTeX

Allaire, Douglas L; Lecerf, Marc; Willcox, Karen E; Kordonowy, David N

A Dynamic Data Driven Approach to Online Flight Envelope Updating for Self Aware Aerospace Vehicles Conference

16th AIAA Non-Deterministic Approaches Conference, 2014.

BibTeX

2013

Allaire, D; Chambers, J; Cowlagi, R; Kordonowy, D; Lecerf, M; Mainini, Laura; Ulker, F; Willcox, Karen

An offline/online DDDAS capability for self-aware aerospace vehicles Conference

vol. 18, Elsevier pubstate = published, 2013.

BibTeX

2012

Allaire, Douglas; Willcox, Karen

Fusing information from multifidelity computer models of physical systems Conference

Information Fusion (FUSION), 2012 15th International Conference on, IEEE 2012.

BibTeX

Amaral, Sergio; Allaire, Douglas; Willcox, Karen

A decomposition approach to uncertainty analysis of multidisciplinary systems Conference

12th AIAA Aviation Technology, Integration, and Operations (ATIO) Conference and 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2012.

BibTeX

He, Qinxian; Allaire, Douglas; Deyst, John; Willcox, Karen

A Bayesian Framework for Uncertainty Quantification in the Design of Complex Systems Conference

12th AIAA Aviation Technology, Integration, and Operations (ATIO) Conference and 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, 2012.

BibTeX

2011

Allaire, Douglas; Willcox, Karen; Deyst, John

On the Application of Estimation Theory to Complex System Design Under Uncertainty Conference

SIAM Conference on Computational Science and Engineering. Reno, vol. 1, 2011.

BibTeX

2010

Allaire, Douglas; Willcox, Karen; Toupet, Olivier

A bayesian-based approach to multifidelity multidisciplinary design optimization Conference

13th AIAA/ISSMO Multidisciplinary Analysis Optimization Conference, 2010.

BibTeX

2009

Noel, George; Allaire, Doug; Jacobson, Stuart; Willcox, Karen; Cointin, Rebecca; others,

Assessment of the aviation environmental design tool Conference

Eighth USA/Europe Air Traffic Management Research and Development Seminar (ATM2009), 2009.

BibTeX

Cointin, Rebecca; Noel, George; Allaire, Doug; Willcox, Karen; Jacobson, Stuart

Assessing the uncertainty in FAA's Noise and Emissions Compliance Model Proceedings Article

In: INTER-NOISE and NOISE-CON Congress and Conference Proceedings, pp. 2516–2525, 2009.

BibTeX

2007

Allaire, Douglas L; Waitz, Ian A; Willcox, Karen E

A comparison of two methods for predicting emissions from aircraft gas turbine combustors Conference

ASME Turbo Expo 2007: Power for Land, Sea, and Air, American Society of Mechanical Engineers 2007.

BibTeX

Invited Talks


International Invited Talks

  1. “What Next? Sequentially value-optimal engineering tasking for analysis and design,” Computational Methods for Design and Control of Next-Generation Engineered Systems Workshop, Singapore University of Technology and Design (SUTD), Singapore (May, 2018).
  2. “Offline/online data-driven approaches to engineering analysis,” National University of Singapore, Department of Mechanical Engineering Seminar Series, Singapore (May, 2016).
  3. “Compositional uncertainty quantification for coupled multiphysics systems,” Society for Industrial and Applied Mathematics (SIAM) Uncertainty Quantification (UQ) Conference, Lausanne, Switzerland (April, 2016).
  4. “Robustness, prevention, and resilience: design under uncertainty for complex engineering systems,” Complex Systems Digital Campus (CS-DC) World e-conference (October, 2015).
  5. “A Bayesian-based approach to multifidelity multidisciplinary design optimization,” Uncertainty Quantification Workshop, International Centre for Mathematical Sciences (ICMS), Edinburgh,Scotland (May, 2010).
  6. “Application of the Sobol’ method to large-scale aviation environmental policy-making,” The 5th Summer School on Sensitivity Analysis of Model Output, Venice, Italy (September, 2008).

National Invited Talks

  1. “Efficient uncertainty propagation for coupled systems,” Army Research Laboratory Seminar, Aberdeen Proving Grounds, MD (September, 2018).
  2. “Global sensitivity analysis via transductive measure transformation,” Society for Industrial and Applied Mathematics (SIAM) Annual Meeting, Portland, OR (July, 2018).
  3. “Towards efficient value-gradient querying via subspace optimization,” Air Force Research Laboratory, Dayton, OH (June, 2018).
  4. “Design for dynamic data-driven self-aware systems,” American Society of Mechanical Engineers International Design Engineering Technical Conferences and Computers and Information in Engineering Conference (IDETC/CIE), 43rd Design Automation Conference KEYNOTE on Data-Driven Engineering Design, Cleveland, OH (August, 2017).
  5. “A model reification approach to fusing information from multifidelity information sources,” Society for Industrial and Applied Mathematics (SIAM) Computational Science and Engineering (CSE), Atlanta, GA (February, 2017).
  6. “Dynamic data-driven methods for self-aware aerospace vehicles,” Air Force Office of Scientific Research (AFOSR) Dynamic Data Driven Application Systems (DDDAS) Program Review, Arlington, VA (January, 2016).
  7. “Offline learning for dynamic data-driven capability estimation for self-aware aerospace vehicles,” INFORMS Annual Meeting, Philadelphia, PA (November, 2015).
  8. “An offline/online compositional approach to uncertainty quantification for coupled multidisciplinary systems,” Texas A&M University, Department of Mathematics, Numerical Analysis Seminar (October, 2015).
  9. “A scalable compositional approach to uncertainty quantification for the optimization under uncertainty of multi-physics systems,” SIAM CSE, Salt Lake City, UT (March, 2015).
  10. “Offline libraries and online classification for enabling a dynamic data-driven self-aware aerospace vehicle,” ASME IDETC Dynamic Data-Driven Application Systems Panel Session, Buffalo, NY (August, 2014).
  11. “An offline/online approach to enabling a dynamic data-driven self-aware aerospace vehicle”, MIT DDDAS Workshop, Cambridge, MA (May, 2014).
  12. “A composition-based approach to uncertainty analysis with application to multi-information source optimization,” Information Science and Technology Institute, Los Alamos National Laboratory, Los Alamos, NM (April, 2014).
  13. “Multi-information source optimization: resource allocation,” Materials by Design Workshop, Los Alamos National Laboratory, Los Alamos, NM (July, 2013).
  14. “Multifidelity model management for conceptual design,” Air Force Research Laboratory, Multidisciplinary Science and Technology Center Technical Interchange Meeting on Multifidelity Methods, Dayton, OH (February, 2013).
  15. “Sensitivity analysis for model management and model fusion for design and analysis,” MultiSampler Optimization Workshop, Santa Fe, NM (July, 2012).
  16. “An information-theoretic metric of system complexity with application to engineering design,” 7th Consortium for Multidisciplinary Design Optimization, West Lafayette, IN (July, 2012); 2012 Spring Research Conference: Enabling the Interface Between Statistics and Engineering, Cambridge, MA (June, 2012); 8th AIAA Multidisciplinary Design Optimization Specialist Conference, Honolulu, HI (April, 2012).
  17. “An entropy-based uncertainty measure and importance indicator,” Institute for Operations Research and Management Science (INFORMS) Annual Meeting, Charlotte, NC (November, 2011).
  18. “A multi-fidelity multidisciplinary conceptual design methodology,” 6th Consortium for Multidisciplinary Design Optimization, Ann Arbor, MI ( July, 2011).
  19. “Stochastic process decision methods for complex cyber-physical system design and development,” MIT Computer Science and Artificial Intelligence Laboratory (CSAIL), Cambridge, MA (November, 2010).
  20. “A Bayesian-based approach to fidelity management for multidisciplinary design optimization,” Air Force Research Laboratory Seminar, Dayton, OH (April, 2010).