... or design team experiments. 31 08 2022 13 07 2023 14 07 2023 29 08 2023 design of experiments design optimization machine learning metamodeling Directorate for Engineering 10.13039/100000084 1826083 Beyond our main empirical result, our improvements...

... National Laboratories 10.13039/100006234 LDRD approximation-based optimal design design of experiments metamodeling space-filling design 02 04 2022 30 01 2023 02 02 2023 15 03 2023 Tuo et al.’s model is more flexible than the KOH model because each simulation...

... methodology design of experiments design process National Natural Science Foundation of China 10.13039/501100001809 52035007 Design fixation is a blind adherence to a set of ideas or concepts that limits the output of a conceptual design and is a measurable obstacle in the conceptual...

... Physarum algorithm design automation design of experiments reliability in design simulation-based design Off-road autonomous ground vehicles (AGVs) and other types of robotics are drawing increased attention in recent years as they are able to work in dangerous situations such as wildfires...

... computational resources. In such scenarios, one usually resorts to performing experiments in a manner that allows for maximizing one’s state-of-knowledge while satisfying the above-mentioned practical constraints. Sequential design of experiments (SDOE) is a popular suite of methods that have yielded promising...

... metamodel structural design approximation-based optimal design conceptual design design methodology design of experiments design representation expert systems machine learning metamodeling simulation-based design structural optimization Surrogate models, also known as metamodels, response...

... sequential sampling multi-fidelity model Voronoi region density of samples design of experiments metamodeling The application of surrogate models on replacing computationally expensive simulation functions in engineering design optimization-based processes has received much attention...

... the printing layer height, number of shells, material infilling percentage, infilling type, and building orientation. Taguchi design of experiments approach and statistical analysis tools are used to find optimal parameter settings to improve the sustainability of the FDM process. Models formulated...

... in the J ournal of M echanical D esign . 11 12 2019 04 05 2020 13 05 2020 17 09 2020 multi-fidelity surrogate canonical correlation analysis correlation scaling factor cost ratio design of experiments metamodeling Design optimization of complicated engineering...

... selection within the parameter space is paramount. Numerous design of experiments (DOE) methodologies have been developed with the aim of identifying the optimal sample set to capture the system of interest. Adaptive sampling techniques are a subclass of DOE methods that identify optimal locations for new...

... of the sequential design of experiments [ 19 – 21 ]. This has been advanced extensively in the multi-armed bandit framework discussed in the reinforcement learning literature. Here, an agent is tasked with sequentially choosing a treatment (referred to as arms ) for each trial, with the goal of maximizing...

...: yimingzhang521@ufl.edu Email: nkim@ufl.edu Email: haftka@ufl.edu Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 23 01 2019 12 07 2019 17 07 2019 02 08 2019 design of experiments surrogate model...

... of the U.S. Government. ASME disclaims all interest in the U.S. Government’s contributions. 08 03 2019 28 09 2019 01 10 2019 14 10 2019 system reliability dependence accelerated life tests resources allocation design automation design of experiments reliability in design...

... not find any correlation between gender or gender diversity and creativity scores. Portions of this paper and data have been previously presented at the ASME IDETC 2018 Conference (J. Kang et al., “Exploring the use of a full factorial design of experiment method to study design briefs for creative...

.... , 2013 , “ Controlling PCBM Aggregation in P3HT/PCBM Film by a Selective Solvent Vapor Annealing ,” Chin. Sci. Bull. , 58 ( 22 ), pp. 2767 – 2774 . 10.1007/s11434-013-5944-6 Collaborative design Design for manufacturing Design of experiments Design optimization Solar energy Design...

... . Manuscript received February 10, 2018; final manuscript received June 16, 2018; published online July 24, 2018. Assoc. Editor: Mian Li. 10 02 2018 16 06 2018 Design automation Design of experiments Reliability in design Uncertainty analysis Uncertainty modeling Accelerated...

... OURNAL OF M ECHANICAL D ESIGN . Manuscript received November 8, 2017; final manuscript received April 18, 2018; published online June 1, 2018. Assoc. Editor: Samy Missoum. Design of experiments Metamodeling Reliability in design Simulation-based design Uncertainty analysis...

... . Manuscript received November 5, 2016; final manuscript received September 5, 2017; published online November 9, 2017. Assoc. Editor: Gary Wang. 05 11 2016 05 09 2017 Computational geometry computer-aided design computer-aided engineering Design of experiments Metamodeling systems...

... received February 20, 2017; final manuscript received June 16, 2017; published online October 2, 2017. Assoc. Editor: Harrison M. Kim. 20 02 2017 16 06 2017 Creativity Design automation Design of experiments Design optimization Generative design Interactive design Concept...

.... , Kulkarni , S. , and Vargas-Hernandez , N. , 2000 , “ Evaluation of Idea Generation Methods for Conceptual Design: Effectiveness Metrics and Design of Experiments ,” ASME J. Mech. Des. , 122 ( 4 ), pp. 377 – 384 . 10.1115/1.1315592 [22] Howard , T. J. , Dekoninck , E...