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Wenjie Liu

3 papers indexed

openalexInternational Journal of Decision Support System Technology2026-07-24

Performance Prediction and Optimization Design of Ultra-High Performance Concrete Based on Multi-Scale Residual Attention Convolution Network

Ye Liang, Junwen Huang, X W Li, Hongyang Deng, Wenjie Liu, K H Chen, et al.

The design of ultra-high-performance concrete involves complex nonlinear interactions among material proportions, curing conditions, and mechanical properties, posing significant challenges for rapid and reliable decision-making in engineering practice. Traditional trial-and-erro…

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arxiveess.SY2026-07-03

Data-driven Kernel-based Predictive Control with Stability and Robustness Guarantees

Wenjie Liu, Yifei Li, Gang Wang, Lihua Xie

In this paper, we provide a theoretical analysis of the closed-loop properties of a data-driven kernel-based predictive control (DDKPC) scheme developed solely from input-output data. The proposed formulation integrates a robust data-driven predictive control framework with a mul…

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