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Journal Articles

Safeguarding Multi-Fidelity Bayesian Optimization Against Large Model Form Errors and Heterogeneous Noise

Zahra Zanjani Foumani, Amin Yousefpour, Mehdi Shishehbor, Ramin Bostanabad
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061703.
Paper No: MD-23-1380
https://doi.org/10.1115/1.4064160
Published Online: December 18, 2023
View Article titled, Safeguarding Multi-Fidelity Bayesian Optimization Against Large Model Form Errors and Heterogeneous Noise
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Topics: Design, Noise (Sound), Optimization, Uncertainty quantification, Modeling, Manifolds, Errors, Uncertainty
Includes: Supplementary data
Journal Articles

MID-ESM: An Adaptive Median-Based Ensemble of Surrogate Models

Jianji Li, Shuai Zhang, Pengwei Liang, Xiaonan Lai, Xueguan Song
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. November 2023, 145(11): 114501.
Paper No: MD-22-1776
https://doi.org/10.1115/1.4062977
Published Online: August 16, 2023
View Article titled, MID-ESM: An Adaptive Median-Based Ensemble of Surrogate Models
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Topics: Noise (Sound), Robustness, Weight (Mass), Errors, Dimensions
Journal Articles

Data Fusion With Latent Map Gaussian Processes

Jonathan Tammer Eweis-Labolle, Nicholas Oune, Ramin Bostanabad
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091703.
Paper No: MD-21-1733
https://doi.org/10.1115/1.4054520
Published Online: June 13, 2022
View Article titled, Data Fusion With Latent Map Gaussian Processes
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Topics: Calibration, Data fusion, Modeling, Noise (Sound), Errors
Journal Articles

An Integrated Surrogate Modeling Method for Fusing Noisy and Noise-Free Data

Kunpeng Li, Shuo Wang, Yin Liu, Xueguan Song
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2022, 144(6): 061701.
Paper No: MD-21-1378
https://doi.org/10.1115/1.4053044
Published Online: January 17, 2022
View Article titled, An Integrated Surrogate Modeling Method for Fusing Noisy and Noise-Free Data
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Topics: Noise (Sound)
Journal Articles

Stochastic Crashworthiness Optimization Accounting for Simulation Noise

Seyed Saeed Ahmadisoleymani, Samy Missoum
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2022, 144(5): 051701.
Paper No: MD-21-1123
https://doi.org/10.1115/1.4052903
Published Online: December 6, 2021
View Article titled, Stochastic Crashworthiness Optimization Accounting for Simulation Noise
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Topics: Crashworthiness, Design, Noise (Sound), Optimization, Simulation, Uncertainty, Optimization algorithms
Journal Articles

Phrase Embedding and Clustering for Sub-Feature Extraction From Online Data

Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. May 2022, 144(5): 054501.
Paper No: MD-21-1257
https://doi.org/10.1115/1.4052904
Published Online: December 6, 2021
View Article titled, Phrase Embedding and Clustering for Sub-Feature Extraction From Online Data
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Topics: Batteries, Design, Feature extraction, Fingerprints, Noise (Sound), Preferences, Product design, Security, Storage, Natural language processing
Journal Articles

Evolutionary Gaussian Processes

Robert Planas, Nick Oune, Ramin Bostanabad
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2021, 143(11): 111703.
Paper No: MD-20-1834
https://doi.org/10.1115/1.4050746
Published Online: May 28, 2021
View Article titled, Evolutionary Gaussian Processes
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Topics: Computer programming, Errors, Interpolation, Maximum likelihood estimation, Modeling, Noise (Sound), Numerical stability, Algorithms, Databases, Optimization
Journal Articles

Automated Keyword Filtering in Latent Dirichlet Allocation for Identifying Product Attributes From Online Reviews

Junegak Joung, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. August 2021, 143(8): 084501.
Paper No: MD-20-1445
https://doi.org/10.1115/1.4048960
Published Online: February 9, 2021
View Article titled, Automated Keyword Filtering in Latent Dirichlet Allocation for Identifying Product Attributes From Online Reviews
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Topics: Filtration, Noise (Sound)
Journal Articles

Scalable Adaptive Batch Sampling in Simulation-Based Design With Heteroscedastic Noise

Anton van Beek, Umar Farooq Ghumman, Joydeep Munshi, Siyu Tao, TeYu Chien, Ganesh Balasubramanian, Matthew Plumlee, Daniel Apley, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031709.
Paper No: MD-20-1421
https://doi.org/10.1115/1.4049134
Published Online: December 15, 2020
View Article titled, Scalable Adaptive Batch Sampling in Simulation-Based Design With Heteroscedastic Noise
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Topics: Design, Noise (Sound), Optimization, Simulation, Interpolation, Uncertainty, Simulation models, Modeling
Journal Articles

Conducting Non-adaptive Experiments in a Live Setting: A Bayesian Approach to Determining Optimal Sample Size

Nandan Sudarsanam, Ramya Chandran, Daniel D. Frey
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2020, 142(3): 031108.
Paper No: MD-19-1410
https://doi.org/10.1115/1.4045603
Published Online: December 23, 2019
View Article titled, Conducting Non-adaptive Experiments in a Live Setting: A Bayesian Approach to Determining Optimal Sample Size
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Topics: Algorithms, Design, Design theory, Experimental design, Machine learning, Modeling, Noise (Sound), Optimization, Probability, Resource allocation
Journal Articles

A Machine Learning Approach to Customer Needs Analysis for Product Ecosystems

Feng Zhou, Jackie Ayoub, Qianli Xu, X. Jessie Yang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2020, 142(1): 011101.
Paper No: MD-19-1275
https://doi.org/10.1115/1.4044435
Published Online: October 3, 2019
View Article titled, A Machine Learning Approach to Customer Needs Analysis for Product Ecosystems
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Topics: Algorithms, Machine learning, Modeling, Design, Noise (Sound), Preferences
Journal Articles

Globally Approximate Gaussian Processes for Big Data With Application to Data-Driven Metamaterials Design

Ramin Bostanabad, Yu-Chin Chan, Liwei Wang, Ping Zhu, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2019, 141(11): 111402.
Paper No: MD-19-1164
https://doi.org/10.1115/1.4044257
Published Online: September 16, 2019
View Article titled, Globally Approximate Gaussian Processes for Big Data With Application to Data-Driven Metamaterials Design
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Topics: Design, Metamaterials, Modeling, Optimization, Dimensions, Databases, Shapes, Noise (Sound)
Journal Articles

Evaluating Clustering Algorithms for Identifying Design Subproblems

Jeffrey W. Herrmann, Michael Morency, Azrah Anparasan, Erica L. Gralla
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. August 2018, 140(8): 081401.
Paper No: MD-17-1814
https://doi.org/10.1115/1.4040176
Published Online: May 23, 2018
View Article titled, Evaluating Clustering Algorithms for Identifying Design Subproblems
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Topics: Algorithms, Design, Teams, Noise (Sound)
Journal Articles

Characterizing the Effects of Multiple Analogs and Extraneous Information for Novice Designers in Design-by-Analogy

Hyeon Ik Song, Ricardo Lopez, Katherine Fu, Julie Linsey
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. March 2018, 140(3): 031101.
Paper No: MD-17-1340
https://doi.org/10.1115/1.4038565
Published Online: December 21, 2017
View Article titled, Characterizing the Effects of Multiple Analogs and Extraneous Information for Novice Designers in Design-by-Analogy
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Topics: Design, Noise (Sound)
Journal Articles

Extending Expected Improvement for High-Dimensional Stochastic Optimization of Expensive Black-Box Functions

Piyush Pandita, Ilias Bilionis, Jitesh Panchal
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. November 2016, 138(11): 111412.
Paper No: MD-16-1215
https://doi.org/10.1115/1.4034104
Published Online: September 12, 2016
View Article titled, Extending Expected Improvement for High-Dimensional Stochastic Optimization of Expensive Black-Box Functions
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Topics: Design, Optimization, Uncertainty, Simulation, Noise (Sound), Approximation
Journal Articles

A Bayesian Sampling Method for Product Feature Extraction From Large-Scale Textual Data

Sunghoon Lim, Conrad S. Tucker
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. June 2016, 138(6): 061403.
Paper No: MD-15-1456
https://doi.org/10.1115/1.4033238
Published Online: April 20, 2016
View Article titled, A Bayesian Sampling Method for Product Feature Extraction From Large-Scale Textual Data
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Topics: Algorithms, Errors, Feature extraction, Information retrieval, Probability, Sampling methods, Product design, Machinery, Machine learning, Mining
Journal Articles

A Mixed Interval Arithmetic/Affine Arithmetic Approach for Robust Design Optimization With Interval Uncertainty

Shaobo Wang, Xiangyun Qing
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. April 2016, 138(4): 041403.
Paper No: MD-15-1491
https://doi.org/10.1115/1.4032630
Published Online: February 19, 2016
View Article titled, A Mixed Interval Arithmetic/Affine Arithmetic Approach for Robust Design Optimization With Interval Uncertainty
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Topics: Approximation, Design, Optimization, Robustness, Uncertainty, Noise (Sound)
Journal Articles

Multi-Objective Wind Farm Layout Optimization Considering Energy Generation and Noise Propagation With NSGA-II

Wing Yin Kwong, Peter Yun Zhang, David Romero, Joaquin Moran, Michael Morgenroth, Cristina Amon
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. September 2014, 136(9): 091010.
Paper No: MD-13-1029
https://doi.org/10.1115/1.4027847
Published Online: July 3, 2014
View Article titled, Multi-Objective Wind Farm Layout Optimization Considering Energy Generation and Noise Propagation With NSGA-II
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Topics: Modeling, Noise (Sound), Optimization, Turbines, Wakes, Wind farms, Energy generation, Design, Wind, Wind velocity
Journal Articles

Objective-Oriented Sequential Sampling for Simulation Based Robust Design Considering Multiple Sources of Uncertainty

Paul D. Arendt, Daniel W. Apley, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. May 2013, 135(5): 051005.
Paper No: MD-12-1307
https://doi.org/10.1115/1.4023922
Published Online: April 23, 2013
View Article titled, Objective-Oriented Sequential Sampling for Simulation Based Robust Design Considering Multiple Sources of Uncertainty
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Topics: Design, Uncertainty, Interpolation, Algorithms, Noise (Sound), Simulation
Journal Articles

Application of Multiparameter Optimization for Robust Product Design

Douglas K. Herrmann
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. February 2009, 131(2): 024501.
https://doi.org/10.1115/1.3042162
Published Online: January 7, 2009
View Article titled, Application of Multiparameter Optimization for Robust Product Design
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Topics: Design, Noise (Sound), Optimization, Product design, Testing