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Automated regression workflow for interpretable deflection prediction in bio-inspired laminated composite plates

Shakti P. Padhy, Shubham Saurabh, Krishana Choudhary, Raj Kiran, Nhon Nguyen‐Thanh

2025Frontiers of Structural and Civil Engineering7 citationsDOI

Topics & Concepts

InterpretabilityWorkflowRegressionComposite numberBoosting (machine learning)Deflection (physics)Computer scienceHyperparameterRegression analysisArtificial intelligenceMachine learningGradient boostingElastic net regularizationMean squared errorKrigingHeuristicsBoundary value problemLinear regressionMean squared prediction errorExtrapolationMathematicsData miningAlgorithmMathematical optimizationSuperposition principlePredictive modellingBoundary (topology)StiffnessSymbolic regressionDesign of experimentsStructural engineeringComposite Structure Analysis and OptimizationAeroelasticity and Vibration ControlTopology Optimization in Engineering
Automated regression workflow for interpretable deflection prediction in bio-inspired laminated composite plates | Litcius