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Artificial neural networks

Accelerated Neural MPC with Safety Guarantees: A Novel Framework for Robotics and Automation

Research from Shanghai University proposes a novel framework called Barrier-integrated Adaptive Neural Model Predictive Control (BAN-MPC) that integrates neural networks' fast computation with Model Predictive Control's (MPC) constraint-handling capability. The framework is designed to ensure strict safety in robotics and automation systems while reducing online computational complexity.