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Proceedings Papers

DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Graph-Based Drag Prediction

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Mohamed Elrefaie, Angela Dai, Faez Ahmed
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A019, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143593
https://doi.org/10.1115/DETC2024-143593
View Paper titled, DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Graph-Based Drag Prediction
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Topics: Computational fluid dynamics, Design, Drag (Fluid dynamics), Aerodynamics, Automobiles, Automotive design, Convolutional neural networks, Deep learning, Engineering standards, Engineering systems and industry applications
Proceedings Papers

A Framework to Support Co-Design Exploration of Manufacturing Supply Networks for Resilience

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Mathew Baby, Pooja Mukundan, Anand Balu Nellippallil
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A043, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-146295
https://doi.org/10.1115/DETC2024-146295
View Paper titled, A Framework to Support Co-Design Exploration of Manufacturing Supply Networks for Resilience
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Topics: Design, Manufacturing, Resilience
Proceedings Papers

Requirements for Designing a Fail-Safe Defense Supply Network

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Samantha L. Carpenter, John Klier, Janet K. Allen, Farrokh Mistree
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A042, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143747
https://doi.org/10.1115/DETC2024-143747
View Paper titled, Requirements for Designing a Fail-Safe Defense Supply Network
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Topics: Defense industry, Design
Proceedings Papers

Optimizing Day-Ahead Market Scheduling: Policy Design for Renewable Energy Integration and Imbalance Cost Consideration

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Zhetao Chen, Zhimin Xi, Hao Wang
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A025, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143074
https://doi.org/10.1115/DETC2024-143074
View Paper titled, Optimizing Day-Ahead Market Scheduling: Policy Design for Renewable Energy Integration and Imbalance Cost Consideration
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Topics: Charging stations, Design, Renewable energy, Sales, Algorithms, Batteries, Buses, Computer simulation, Fuel cells, Photovoltaics
Proceedings Papers

Multi-Lattice Topology Optimization With Lattice Representation Learned by Generative Models

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Jiangce Chen, Martha Baldwin, Sneha Narra, Christopher McComb
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A010, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-145592
https://doi.org/10.1115/DETC2024-145592
View Paper titled, Multi-Lattice Topology Optimization With Lattice Representation Learned by Generative Models
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Topics: Topology optimization, Design, Manufacturing, Optimization, Additive manufacturing, Artificial neural networks, Compliance, Innovation, Materials properties, Stiffness
Proceedings Papers

Defining a Modelling Language to Support Functional Hazard Assessment

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Daniel Hulse, Seydou Mbaye, Lukman Irshad
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A039, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143549
https://doi.org/10.1115/DETC2024-143549
View Paper titled, Defining a Modelling Language to Support Functional Hazard Assessment
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Topics: Hazard analysis, Modeling
Proceedings Papers

Recalibration of Neural Networks Using Transfer Learning for Streamflow Forecasting

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Chloe Qin, Yichao Zeng, Ying Zhao, Guga Gugaratshan, Zhen Hu
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A038, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-142765
https://doi.org/10.1115/DETC2024-142765
View Paper titled, Recalibration of Neural Networks Using Transfer Learning for Streamflow Forecasting
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Topics: Artificial neural networks, Physics, Design, Climate change, Floods, Flow (Dynamics), Machine learning, Modeling, Rivers, Simulation
Proceedings Papers

Advancing Fluid-Based Thermal Management Systems Design: Leveraging Graph Neural Networks for Graph Regression and Efficient Enumeration Reduction

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Saeid Bayat, Nastaran Shahmansouri, Satya RT Peddada, Alexander Tessier, Adrian Butscher, James T. Allison
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A021, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143660
https://doi.org/10.1115/DETC2024-143660
View Paper titled, Advancing Fluid-Based Thermal Management Systems Design: Leveraging Graph Neural Networks for Graph Regression and Efficient Enumeration Reduction
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Topics: Design, Fluids, Graph neural networks, Optimal control, System architecture, Thermal management
Proceedings Papers

Automated Functional Basis Modeling Using Multi-Label Machine Learning on 3D Models

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Zachariah A. Connor, Shital Sable, Matthew I. Campbell, Robert B. Stone
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A011, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-138095
https://doi.org/10.1115/DETC2024-138095
View Paper titled, Automated Functional Basis Modeling Using Multi-Label Machine Learning on 3D Models
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Topics: Machine learning, Modeling, Three-dimensional models, Algorithms, Trains, Computer-aided design, Convolutional neural networks, Engineering systems and industry applications, Engineers, Generators
Proceedings Papers

Numerical Estimation of Bidirectional Plant-Control Design Coupling in Control Co-Design

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Elena Fernández Bravo, Melkior Ornik, James T. Allison
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A002, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-142636
https://doi.org/10.1115/DETC2024-142636
View Paper titled, Numerical Estimation of Bidirectional Plant-Control Design Coupling in Control Co-Design
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Topics: Design, Optimization, Space vehicles
Proceedings Papers

Data-Driven Modeling Adaptive Aerostructures

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James Roetzer, Hunter Boik, Ben Janke, Xingjie Li, John Hall
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A031, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-145979
https://doi.org/10.1115/DETC2024-145979
View Paper titled, Data-Driven Modeling Adaptive Aerostructures
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Topics: Modeling, Wind energy, Turbines, Errors, Optimization, Artificial neural networks, Blades, Engineering simulation, Machinery, Particle swarm optimization
Proceedings Papers

Experimentally Supported Design Optimization of Marine Hydrokinetic Turbine Systems With Adaptive Duct Contraction Control

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Austin L. Griffin, Yong Hoon Lee
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A030, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143861
https://doi.org/10.1115/DETC2024-143861
View Paper titled, Experimentally Supported Design Optimization of Marine Hydrokinetic Turbine Systems With Adaptive Duct Contraction Control
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Topics: Design, Ducts, Hydraulic turbines, Optimization
Proceedings Papers

Real-Time Thermal Data Assimilation for Power Electronics at the Edge

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Braden Priddy, Richard Hainey, Tyler Deese, Austin R. J. Downey, Jamil Khan, Herbert L. Ginn
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A024, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-141697
https://doi.org/10.1115/DETC2024-141697
View Paper titled, Real-Time Thermal Data Assimilation for Power Electronics at the Edge
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Topics: Digital twin, Electronics, Particle swarm optimization, Ships, Algorithms, Particulate matter, Sensors, Computation, Cycles, Edge computing
Proceedings Papers

Towards Domain-Adaptive, Resolution-Free 3D Topology Optimization With Neural Implicit Fields

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Amin Heyrani Nobari, Lyle Regenwetter, Faez Ahmed
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A012, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-142135
https://doi.org/10.1115/DETC2024-142135
View Paper titled, Towards Domain-Adaptive, Resolution-Free 3D Topology Optimization With Neural Implicit Fields
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Topics: Resolution (Optics), Topology optimization, Topology, Shapes, Engineering design, Generative artificial intelligence, Graphics processing units, Innovation, Optimization, Trains
Proceedings Papers

Transfer Learning in Multi-Objective Generative Design of Metamaterials

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Gabriel Apaza, Daniel Selva
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A006, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-142346
https://doi.org/10.1115/DETC2024-142346
View Paper titled, Transfer Learning in Multi-Objective Generative Design of Metamaterials
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Topics: Generative design, Metamaterials, Design, Stiffness, Genetic algorithms, Optimization, Physics, Reinforcement learning
Proceedings Papers

Multi-Objective Surrogate Optimization of Process Parameters for Additive Manufacturing With Applications in Laser Powder Bed Fusion

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Betelhiem N. Mengesha, Vikrant Aute, Davis J. McGregor, Shapour Azarm
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A035, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143279
https://doi.org/10.1115/DETC2024-143279
View Paper titled, Multi-Objective Surrogate Optimization of Process Parameters for Additive Manufacturing With Applications in Laser Powder Bed Fusion
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Topics: Additive manufacturing, Lasers, Metamodeling, Optimization, Porosity
Proceedings Papers

Studying Changes to the Additive Manufacturability of Design Solutions When Prepared and Simulated in Immersive Virtual Reality

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Jayant Mathur, Scarlett R. Miller, Timothy W. Simpson, Nicholas A. Meisel
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A034, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143204
https://doi.org/10.1115/DETC2024-143204
View Paper titled, Studying Changes to the Additive Manufacturability of Design Solutions When Prepared and Simulated in Immersive Virtual Reality
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Topics: Additive manufacturing, Design, Simulation, Virtual reality
Proceedings Papers

Inverse Design With Conditional Cascaded Diffusion Models

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Milad Habibi, Mark Fuge
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A020, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143607
https://doi.org/10.1115/DETC2024-143607
View Paper titled, Inverse Design With Conditional Cascaded Diffusion Models
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Topics: Design, Diffusion (Physics), Resolution (Optics), Errors, Generative adversarial networks, Machine learning, Pipelines, Trains
Proceedings Papers

Exploring CausalWorld: Enhancing Robotic Manipulation via Knowledge Transfer and Curriculum Learning

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Xinrui Wang, Yan Jin
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A013, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143674
https://doi.org/10.1115/DETC2024-143674
View Paper titled, Exploring CausalWorld: Enhancing Robotic Manipulation via Knowledge Transfer and Curriculum Learning
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Topics: Knowledge transfer, Reinforcement learning, Robotics
Proceedings Papers

Multi-Split Configuration Design for Fluid-Based Thermal Management Systems

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Saeid Bayat, Nastaran Shahmansouri, Satya RT Peddada, Alex Tessier, Adrian Butscher, James T. Allison
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A005, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143578
https://doi.org/10.1115/DETC2024-143578
View Paper titled, Multi-Split Configuration Design for Fluid-Based Thermal Management Systems
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Topics: Design, Fluids, Thermal management