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Proceedings Papers

A Focused Regions Identification Method for Nonlinear Least Squares Curve Fitting Problems

Guanglu Zhang, Douglas Allaire, Jonathan Cagan
Proc. ASME. IDETC-CIE2022, Volume 2: 42nd Computers and Information in Engineering Conference (CIE), V002T02A027, August 14–17, 2022
Paper No: DETC2022-88146
DOI: https://doi.org/10.1115/DETC2022-88146
View Paper titled, A Focused Regions Identification Method for Nonlinear Least Squares Curve Fitting Problems
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Topics: Curve fitting, Parameter estimation, Errors, Fittings, Genetic algorithms, Inverse problems, Optimization
Journal Articles

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

Guanglu Zhang, Douglas Allaire, Jonathan Cagan
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. April 2023, 23(2): 021006.
Paper No: JCISE-21-1340
DOI: https://doi.org/10.1115/1.4054440
Published Online: June 3, 2022
View Article titled, Reducing the Search Space for Global Minimum: A Focused Regions Identification Method for Least Squares Parameter Estimation in Nonlinear Models
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Topics: Cooling, Curve fitting, Errors, Fittings, Parameter estimation
Journal Articles

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

Guanglu Zhang, Douglas Allaire, Jonathan Cagan
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. April 2021, 21(2): 021011.
Paper No: JCISE-20-1045
DOI: https://doi.org/10.1115/1.4048811
Published Online: December 10, 2020
View Article titled, Taking the Guess Work Out of the Initial Guess: A Solution Interval Method for Least-Squares Parameter Estimation in Nonlinear Models
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Topics: Algorithms, Curve fitting, Errors, Fittings, Parameter estimation, Newton's method, Statistical distributions
Proceedings Papers

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

Guanglu Zhang, Douglas Allaire, Jonathan Cagan
Proc. ASME. IDETC-CIE2020, Volume 9: 40th Computers and Information in Engineering Conference (CIE), V009T09A008, August 17–19, 2020
Paper No: DETC2020-22047
DOI: https://doi.org/10.1115/DETC2020-22047
View Paper titled, An Initial Guess Free Method for Least Squares Parameter Estimation in Nonlinear Models
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Topics: Parameter estimation
Journal Articles

Research Opportunities and Challenges in Engineering System Evolution

Guanglu Zhang, Elissa Morris, Douglas Allaire, Daniel A. McAdams
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. August 2020, 142(8): 081401.
Paper No: MD-19-1598
DOI: https://doi.org/10.1115/1.4045908
Published Online: February 14, 2020
View Article titled, Research Opportunities and Challenges in Engineering System Evolution
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Topics: Design, Engineering systems and industry applications, Innovation
Journal Articles

Nonlinear Kalman Filtering With Expensive Forward Models Via Measure Change

Brian J. Burrows, Douglas Allaire
Journal: Journal of Dynamic Systems, Measurement, and Control
Article Type: Research-Article
J. Dyn. Sys., Meas., Control. February 2020, 142(2): 021006.
Paper No: DS-19-1060
DOI: https://doi.org/10.1115/1.4045323
Published Online: November 21, 2019
View Article titled, Nonlinear Kalman Filtering With Expensive Forward Models Via Measure Change
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Topics: Algorithms, Filters, Filtration, Kalman filters, Particulate matter, Density, Approximation
Journal Articles

A Machine Learning Approach to Aircraft Sensor Error Detection and Correction

Renee Swischuk, Douglas Allaire
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research-Article
J. Comput. Inf. Sci. Eng. December 2019, 19(4): 041009.
Paper No: JCISE-18-1301
DOI: https://doi.org/10.1115/1.4043567
Published Online: June 6, 2019
View Article titled, A Machine Learning Approach to Aircraft Sensor Error Detection and Correction
Click here to open pdf in another window PDF for A Machine Learning Approach to Aircraft Sensor Error Detection and Correction
Topics: Failure, Sensors, Flight, Aircraft, Errors
Journal Articles

Generating Technology Evolution Prediction Intervals Using a Bootstrap Method

Guanglu Zhang, Douglas Allaire, Daniel A. McAdams, Venkatesh Shankar
Journal: Journal of Mechanical Design
Article Type: Research-Article
J. Mech. Des. June 2019, 141(6): 061401.
Paper No: MD-18-1341
DOI: https://doi.org/10.1115/1.4041860
Published Online: January 31, 2019
View Article titled, Generating Technology Evolution Prediction Intervals Using a Bootstrap Method
Click here to open pdf in another window PDF for Generating Technology Evolution Prediction Intervals Using a Bootstrap Method
Topics: Aircraft, Statistical distributions, Transistors, Uncertainty, Aircraft engines, Time series, Turbofans
Journal Articles

Expensive Black-Box Model Optimization Via a Gold Rush Policy

Benson Isaac, Douglas Allaire
Journal: Journal of Mechanical Design
Article Type: Research-Article
J. Mech. Des. March 2019, 141(3): 031401.
Paper No: MD-18-1458
DOI: https://doi.org/10.1115/1.4042113
Published Online: January 10, 2019
View Article titled, Expensive Black-Box Model Optimization Via a Gold Rush Policy
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Topics: Design, Optimization, Construction, Approximation
Proceedings Papers

Generating Technology Evolution Prediction Intervals With Bootstrap Method

Guanglu Zhang, Douglas Allaire, Daniel A. McAdams, Venkatesh Shankar
Proc. ASME. IDETC-CIE2018, Volume 7: 30th International Conference on Design Theory and Methodology, V007T06A057, August 26–29, 2018
Paper No: DETC2018-85259
DOI: https://doi.org/10.1115/DETC2018-85259
View Paper titled, Generating Technology Evolution Prediction Intervals With Bootstrap Method
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Topics: Product development, Statistical distributions, Time series, Transistors, Uncertainty
Proceedings Papers

Expensive Black-Box Model Optimization via a Gold Rush Policy

Benson Isaac, Douglas Allaire
Proc. ASME. IDETC-CIE2018, Volume 2B: 44th Design Automation Conference, V02BT03A035, August 26–29, 2018
Paper No: DETC2018-85881
DOI: https://doi.org/10.1115/DETC2018-85881
View Paper titled, Expensive Black-Box Model Optimization via a Gold Rush Policy
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Topics: Optimization, Approximation, Design, Modeling
Journal Articles

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

Raymundo Arroyave, Samantha Shields, Chi-Ning Chang, Debra Fowler, Richard Malak, Douglas Allaire
Journal: Journal of Mechanical Design
Article Type: Review Articles
J. Mech. Des. November 2018, 140(11): 110801.
Paper No: MD-18-1319
DOI: https://doi.org/10.1115/1.4041177
Published Online: September 10, 2018
View Article titled, Interdisciplinary Research on Designing Engineering Material Systems: Results From a National Science Foundation Workshop
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Topics: Design, Workshops (Work spaces)
Journal Articles

Multi-Information Source Fusion and Optimization to Realize ICME: Application to Dual-Phase Materials

Seyede Fatemeh Ghoreishi, Abhilash Molkeri, Ankit Srivastava, Raymundo Arroyave, Douglas Allaire
Journal: Journal of Mechanical Design
Article Type: Research-Article
J. Mech. Des. November 2018, 140(11): 111409.
Paper No: MD-18-1271
DOI: https://doi.org/10.1115/1.4041034
Published Online: September 7, 2018
View Article titled, Multi-Information Source Fusion and Optimization to Realize ICME: Application to Dual-Phase Materials
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Topics: Design, Optimization, Finite element model, Work hardening
Proceedings Papers

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

Warren Rooney, Douglas Allaire
Proc. ASME. IDETC-CIE2016, Volume 1B: 36th Computers and Information in Engineering Conference, V01BT02A022, August 21–24, 2016
Paper No: DETC2016-59677
DOI: https://doi.org/10.1115/DETC2016-59677
View Paper titled, An Information-Theoretic Model of Project Schedule Overruns Caused by Task Rework: A Case for Newspeak
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Topics: Design, Engineering systems and industry applications
Proceedings Papers

A Compressed Sensing Approach to Uncertainty Propagation for Approximately Additive Functions

Kaiyu Li, Douglas Allaire
Proc. ASME. IDETC-CIE2016, Volume 1A: 36th Computers and Information in Engineering Conference, V01AT02A027, August 21–24, 2016
Paper No: DETC2016-60195
DOI: https://doi.org/10.1115/DETC2016-60195
View Paper titled, A Compressed Sensing Approach to Uncertainty Propagation for Approximately Additive Functions
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Topics: Uncertainty, Computer simulation, Blades, Decision making, Design, Experimental design, Gas turbines, Simulation
Proceedings Papers

Quantifying Model Discrepancy in Coupled Multi-Physics Systems

Samuel Friedman, Douglas Allaire
Proc. ASME. IDETC-CIE2016, Volume 1A: 36th Computers and Information in Engineering Conference, V01AT02A024, August 21–24, 2016
Paper No: DETC2016-59948
DOI: https://doi.org/10.1115/DETC2016-59948
View Paper titled, Quantifying Model Discrepancy in Coupled Multi-Physics Systems
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Topics: Physics, Engineering disciplines, Uncertainty, Design
Journal Articles

An Information-Theoretic Metric of System Complexity With Application to Engineering System Design

Douglas Allaire, Qinxian He, John Deyst, Karen Willcox
Journal: Journal of Mechanical Design
Article Type: Special Section: Strategies For Design Under Uncertainty
J. Mech. Des. October 2012, 134(10): 100906.
DOI: https://doi.org/10.1115/1.4007587
Published Online: September 28, 2012
View Article titled, An Information-Theoretic Metric of System Complexity With Application to Engineering System Design
Click here to open pdf in another window PDF for An Information-Theoretic Metric of System Complexity With Application to Engineering System Design
Topics: Design, Uncertainty, Sensitivity analysis, Vehicles