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Journal Articles

Net-HDMR metamodeling method for high dimensional problems

Jie Liu, Yue Zhao, Fei Lei, Fei Ding

J. Mech. Des.

Paper No: MD-23-1128

DOI: https://doi.org/10.1115/1.4062669

Published Online: June 2, 2023

... Natural Science Foundation of Hunan Province 10.13039/501100004735 2022JJ30004 agent-based design Data-driven design metamodeling 13 03 2023 23 05 2023 25 05 2023 02 06 2023 Contributed by the Design Automation Committee of ASME for publication in the J...

View Article titled, Net-HDMR metamodeling method for high dimensional problems

Topics: Metamodeling

Journal Articles

An efficient reliability analysis method based on the improved radial basis function neural network

Dequan Zhang, Zida Zhao, Heng Ouyang, Zeping Wu, Xu Han

J. Mech. Des.

Paper No: MD-22-1411

DOI: https://doi.org/10.1115/1.4062584

Published Online: May 22, 2023

... Science and Technology Support Program 10.13039/501100005064 B2021005004 National Natural Science Foundation of China 10.13039/501100001809 52275244 51905146 12102122 agent-based design reliability in design uncertainty analysis 29 06 2022 05 05 2023 11 05 2023...

View Article titled, An efficient reliability analysis method based on the improved radial basis function neural network

Topics: Event history analysis, Radial basis function networks, Reliability, Algorithms, Artificial neural networks, Design, Design under uncertainty, Particle swarm optimization, Robots, Shapes

Journal Articles

Learning to Design Without Prior Data: Discovering Generalizable Design Strategies Using Deep Learning and Tree Search

Ayush Raina, Jonathan Cagan, Christopher McComb

J. Mech. Des. March 2023, 145(3): 031402.

Paper No: MD-22-1326

DOI: https://doi.org/10.1115/1.4056221

Published Online: December 9, 2022

... of the authors and do not necessarily reflect the views of the sponsors. There are no conflicts of interest. design automation artificial intelligence deep learning generalizability agent-based design data-driven design design representation generative design machine learning Monte Carlo...

View Article titled, Learning to Design Without Prior Data: Discovering Generalizable Design Strategies Using Deep Learning and Tree Search

Topics: Boundary-value problems, Design, Algorithms

Journal Articles

Virtual and Face-to-Face Team Collaboration Comparison Through an Agent-Based Simulation

Harshika Singh, Gaetano Cascini, Christopher McComb

J. Mech. Des. July 2022, 144(7): 071706.

Paper No: MD-21-1445

DOI: https://doi.org/10.1115/1.4054242

Published Online: May 27, 2022

...@andrew.cmu.edu Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 14 07 2021 23 03 2022 25 03 2022 27 05 2022 agent-based design collaborative design creativity and concept generation design education design...

View Article titled, Virtual and Face-to-Face Team Collaboration Comparison Through an Agent-Based Simulation

Topics: Collaboration, Design, Teams

Journal Articles

Goal-Directed Design Agents: Integrating Visual Imitation With One-Step Lookahead Optimization for Generative Design

Ayush Raina, Lucas Puentes, Jonathan Cagan, Christopher McComb

J. Mech. Des. December 2021, 143(12): 124501.

Paper No: MD-20-1783

DOI: https://doi.org/10.1115/1.4051013

Published Online: June 9, 2021

... Automation Committee of ASME for publication in the J ournal of M echanical D esign . 26 10 2020 16 04 2021 16 04 2021 09 06 2021 agent-based design artificial intelligence data-driven design design automation Design is a complex, multi-step process that involves...

View Article titled, Goal-Directed Design Agents: Integrating Visual Imitation With One-Step Lookahead Optimization for Generative Design

Topics: Design, Trusses (Building), Construction, Feedback

Journal Articles

Sequential Sampling Framework for Metamodeling Uncertainty Reduction in Multilevel Optimization of Hierarchical Systems

Can Xu, Ping Zhu, Zhao Liu

J. Mech. Des. October 2021, 143(10): 101701.

Paper No: MD-20-1657

DOI: https://doi.org/10.1115/1.4050654

Published Online: April 9, 2021

... 2020 15 03 2021 17 03 2021 09 04 2021 sequential sampling probabilistic analytical target cascading metamodeling uncertainty multilevel optimization hierarchical systems agent-based design decomposition-based design optimization multidisciplinary design and optimization...

View Article titled, Sequential Sampling Framework for Metamodeling Uncertainty Reduction in Multilevel Optimization of Hierarchical Systems

Topics: Design, Metamodeling, Optimization, Uncertainty

Journal Articles

Fault-Tolerant Control of Programmable Logic Controller-Based Production Systems With Deep Reinforcement Learning

Jonas Zinn, Birgit Vogel-Heuser, Marius Gruber

J. Mech. Des. July 2021, 143(7): 072004.

Paper No: MD-20-1650

DOI: https://doi.org/10.1115/1.4050624

Published Online: April 8, 2021

... applicability to more complex modules. agent-based design artificial intelligence design automation machine learning robotic systems Manufacturing companies need to continually increase their overall equipment effectiveness (OEE) to stay competitive. Quick and automated recovery from occurred...

View Article titled, Fault-Tolerant Control of Programmable Logic Controller-Based Production Systems With Deep Reinforcement Learning

Topics: Actuators, Algorithms, Cranes, Manufacturing systems, Reinforcement learning, Simulation, Space, Control equipment, Sensors, Multi-agent systems

Journal Articles

An Adversarial Agent-Based Design Method Using Stochastic Stackelberg Game Conditions

Sean C. Rismiller, Jonathan Cagan, Christopher McComb

J. Mech. Des. March 2021, 143(3): 031714.

Paper No: MD-20-1689

DOI: https://doi.org/10.1115/1.4049862

Published Online: January 29, 2021

... ournal of M echanical D esign . 12 09 2020 18 01 2021 18 01 2021 29 01 2021 agent based systems robust design Stackelberg game agent-based design McComb et al. [ 1 ] introduced the Cognitively-Inspired Simulated Annealing Teams (CISAT) framework, an agent-based...

View Article titled, An Adversarial Agent-Based Design Method Using Stochastic Stackelberg Game Conditions

Topics: Design, Trusses (Building), Design methodology

Journal Articles

A Framework for the Exploration of Critical Factors on Promoting Two-Season Cultivation in India

Lin Guo, Shima Mohebbi, Ashok Das, Janet K. Allen, Farrokh Mistree

J. Mech. Des. December 2020, 142(12): 124503.

Paper No: MD-20-1120

DOI: https://doi.org/10.1115/1.4048718

Published Online: October 28, 2020

... Model of Labor Potential Reproduction of a Municipal Formation ,” Ekonomicheskie i Sotsialnye Peremeny , 61 ( 1 ), pp. 124 – 137 . agent-based design systems engineering It is challenging to change people’s mode of making a living and lifestyle when a new technology is available...

View Article titled, A Framework for the Exploration of Critical Factors on Promoting Two-Season Cultivation in India

Topics: Design, Modeling, Entrepreneurs, Simulation, Systems engineering

Journal Articles

An Agent-Based Model for Adoption of Clean Technology Using the Theory of Planned Behavior

Mohammad H. Pakravan, Nordica MacCarty

J. Mech. Des. February 2021, 143(2): 021402.

Paper No: MD-19-1649

DOI: https://doi.org/10.1115/1.4047901

Published Online: September 2, 2020

... echanical D esign . 30 08 2019 09 07 2020 11 07 2020 02 09 2020 agent-based design decision theory design for humans Technologies created to address needs in low-income regions play a crucial role in community development and empowerment. Ten out of the 17...

View Article titled, An Agent-Based Model for Adoption of Clean Technology Using the Theory of Planned Behavior

Topics: Decision making, Design, Elasticity

Journal Articles

Agent-Based Modeling of Decisions and Developer Actions in Wind Farm Landowner Contract Acceptance

Sita M. Syal, Yiqing Ding, Erin F. MacDonald

J. Mech. Des. September 2020, 142(9): 091403.

Paper No: MD-19-1516

DOI: https://doi.org/10.1115/1.4047153

Published Online: June 19, 2020

... and Methodology Committee of ASME for publication in the J ournal of M echanical D esign . 09 07 2019 24 04 2020 28 04 2020 19 06 2020 agent-based design sustainable design wind energy Wind is an important resource in the US energy portfolio. Wind energy is responsible...

View Article titled, Agent-Based Modeling of Decisions and Developer Actions in Wind Farm Landowner Contract Acceptance

Topics: Wind, Wind farms, Turbines, Modeling, Decision making, Design

Journal Articles

A Deep Reinforcement Learning Approach for Global Routing

Haiguang Liao, Wentai Zhang, Xuliang Dong, Barnabas Poczos, Kenji Shimada, Levent Burak Kara

J. Mech. Des. June 2020, 142(6): 061701.

Paper No: MD-19-1460

DOI: https://doi.org/10.1115/1.4045044

Published Online: November 25, 2019

... is then addressed in two stages, the first being the global routing step (the focus of this work), followed by detailed routing where the actual path of the wires and vias connecting those electronic components are decided. agent-based design artificial intelligence design automation machine learning...

View Article titled, A Deep Reinforcement Learning Approach for Global Routing

Topics: Algorithms, Design, Generators, Heat, Optimization, Pins (Engineering), Reinforcement learning, Wire, Circuits

Journal Articles

Transferring Design Strategies From Human to Computer and Across Design Problems

Ayush Raina, Jonathan Cagan, Christopher McComb

J. Mech. Des. November 2019, 141(11): 114501.

Paper No: MD-19-1206

DOI: https://doi.org/10.1115/1.4044258

Published Online: September 16, 2019

... and Methodology Committee of ASME for publication in the J ournal of M echanical D esign . 16 03 2019 05 07 2019 06 07 2019 17 07 2019 agent-based design design automation generative design Humans are capable of utilizing prior experiences, previously acquired knowledge...

View Article titled, Transferring Design Strategies From Human to Computer and Across Design Problems

Topics: Design

Journal Articles

The D 3 Methodology: Bridging Science and Design for Bio-Based Product Development

Paul Egan, Jonathan Cagan, Christian Schunn, Felix Chiu, Jeffrey Moore, Philip LeDuc

J. Mech. Des. August 2016, 138(8): 081101.

Paper No: MD-15-1699

DOI: https://doi.org/10.1115/1.4033751

Published Online: June 16, 2016

... Agent-based design Cognitive-based design Conceptual design Design automation Design of multiscale systems Design optimization Design theory Hierarchical modeling Multidisciplinary design Product development Robust design Simulation-based design Design methodology Scientific...

View Article titled, The D 3 Methodology: Bridging Science and Design for Bio-Based Product Development

Topics: Design

Journal Articles

Drawing Inspiration From Human Design Teams for Better Search and Optimization: The Heterogeneous Simulated Annealing Teams Algorithm

Christopher McComb, Jonathan Cagan, Kenneth Kotovsky

J. Mech. Des. April 2016, 138(4): 044501.

Paper No: MD-15-1409

DOI: https://doi.org/10.1115/1.4032810

Published Online: March 2, 2016

... that are based on empirical studies of human analogy use [ 3 ], and research aimed at enhancing the synergy between humans and computational agents [ 4 ]. Agent-based design Cognitive-based design Design optimization Design teams Copyright © 2016 by ASME 2016 1050-0472/2016/138(4)/044501/6...

View Article titled, Drawing Inspiration From Human Design Teams for Better Search and Optimization: The Heterogeneous Simulated Annealing Teams Algorithm

Topics: Algorithms, Design, Optimization, Teams, Simulated annealing

Journal Articles

Effect of Social Structuring in Self-Organizing Systems

Newsha Khani, James Humann, Yan Jin

J. Mech. Des. April 2016, 138(4): 041101.

Paper No: MD-15-1213

DOI: https://doi.org/10.1115/1.4032265

Published Online: February 23, 2016

...: Andy Dong. 12 03 2015 20 11 2015 Agent-based design Design theory Mechanism synthesis Robust design Systems design Systems engineering Design methodology Adaptability is needed for systems to operate in harsh and unpredictable environments where it is impossible...

View Article titled, Effect of Social Structuring in Self-Organizing Systems

Topics: Design, Self-organization, Simulation

Journal citation

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Manuscript

Net-HDMR metamodeling method for high dimensional problems

An efficient reliability analysis method based on the improved radial basis function neural network

Learning to Design Without Prior Data: Discovering Generalizable Design Strategies Using Deep Learning and Tree Search

Virtual and Face-to-Face Team Collaboration Comparison Through an Agent-Based Simulation

Goal-Directed Design Agents: Integrating Visual Imitation With One-Step Lookahead Optimization for Generative Design

Sequential Sampling Framework for Metamodeling Uncertainty Reduction in Multilevel Optimization of Hierarchical Systems

Fault-Tolerant Control of Programmable Logic Controller-Based Production Systems With Deep Reinforcement Learning

An Adversarial Agent-Based Design Method Using Stochastic Stackelberg Game Conditions

A Framework for the Exploration of Critical Factors on Promoting Two-Season Cultivation in India

An Agent-Based Model for Adoption of Clean Technology Using the Theory of Planned Behavior

Agent-Based Modeling of Decisions and Developer Actions in Wind Farm Landowner Contract Acceptance

A Deep Reinforcement Learning Approach for Global Routing

Transferring Design Strategies From Human to Computer and Across Design Problems

The D 3 Methodology: Bridging Science and Design for Bio-Based Product Development

Drawing Inspiration From Human Design Teams for Better Search and Optimization: The Heterogeneous Simulated Annealing Teams Algorithm

Effect of Social Structuring in Self-Organizing Systems

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