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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Jianxin Peng

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Nov 2026

Hybrid PINN–GPR Method for Probabilistic Prediction of Concrete Creep Behavior

A novel hybrid method integrating physics-informed neural network (PINN) and Gaussian process regression (GPR) that enforces the B4 creep model as a physics-informed constraint by embedding its governing equations into the loss function, effectively incorporating physical knowledge into data-driven training.

Zhiren Tao, Jianxin Peng, Shijie Liao et al. · 0 citations