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Multifidelity Topology Optimization with Runtime Verification and Acceptance Control: Benchmark Study in 2D and 3D
Nikhil Tatke1, Jarosław Kaczmarczyk1
1Department of Theoretical and Applied Mechanics, Faculty of Mechanical Engineering, Silesian University of Technology, Konarskiego 18A, 44-100 Gliwice, Poland.
This study introduces a multifidelity framework to accelerate topology optimization. It uses coarse meshes for proposals and fine meshes for verification, improving efficiency and accuracy for complex structural designs.
Area of Science:
- Engineering
- Computational Science
Background:
- Density-based topology optimization demands high-resolution meshes for accuracy, leading to high computational costs, especially in 3D.
- Coarse-mesh methods offer speed but risk discretization errors, potentially leading to suboptimal designs.
Purpose of the Study:
- To develop an efficient and robust multifidelity framework for topology optimization.
- To manage optimizer states and ensure reliable design verification using varying mesh resolutions.
Main Methods:
- A multifidelity framework employing acceptance control for runtime verification.
- Utilizing coarse discretizations for generating design proposals and fine discretizations for verification.
- Implementing a best-referenced criterion for proposal acceptance/rejection and reverting to the last verified state upon failure.
Main Results:
- The framework balances the efficiency of coarse meshes with the accuracy of fine meshes.
- Configurable verification schedules and a cleanup phase optimize performance.
- Evaluated on 2D and 3D benchmark problems, demonstrating effectiveness in compliance, runtime, and design robustness.
Conclusions:
- The multifidelity framework with acceptance control effectively addresses the trade-off between computational cost and accuracy in topology optimization.
- This approach enables reliable and efficient generation of optimized structural topologies, even for complex 3D problems.
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