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A level-set-oriented and problem-independent robust topology optimization strategy based on convolutional neural networks and uncertainty clustering

Zeshang Li, Lei Wang, X Zhang, Yaru Liu

2026Computer Methods in Applied Mechanics and Engineering7 citationsDOI

Topics & Concepts

Cluster analysisSensitivity (control systems)Finite element methodTopology optimizationConvolutional neural networkComputer scienceAlgorithmArtificial neural networkMathematical optimizationBoundary (topology)Set (abstract data type)Robustness (evolution)Function (biology)Sample (material)Optimization problemOptimal designTopology (electrical circuits)MathematicsArtificial intelligenceLevel set methodLevel set (data structures)Finite setConstrained clusteringDistribution (mathematics)Engineering design processTopology Optimization in EngineeringAdvanced Multi-Objective Optimization AlgorithmsProbabilistic and Robust Engineering Design
A level-set-oriented and problem-independent robust topology optimization strategy based on convolutional neural networks and uncertainty clustering | Litcius