Uncertainty Aware Functional Behavior Prediction and Material Fatigue Assessment for Circular Factory

In three linesUncertainty-aware framework for predicting functional behavior and material fatigue in circular factory remanufacturing. Combines convolutional encoder + LSTM to forecast 9 functional variables (Gaussian mean/variance) with parallel finite-element fatigue assessment. Achieves 96.52% mean 2%-tolerance accuracy on held-out tests.

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