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Recursive Feasibility without Terminal Constraints via Parent-Child MPC Architecture

Recursive Feasibility without Terminal Constraints via Parent-Child MPC Architecture

来源:Arxiv_logoArxiv
英文摘要

This paper proposes a novel hierarchical model predictive control (MPC) framework, called the Parent-Child MPC architecture, to steer nonlinear systems under uncertainty towards a target set, balancing computational complexity and guaranteeing recursive feasibility and stability without relying on conservative terminal constraints in online decision-making. By coupling a small-horizon Child MPC layer with one or more large-horizon Parent MPC layers, the architecture ensures recursive feasibility and stability through adjustable stage-wise constraints derived from tube-based control. As is demonstrated in our case studies, compared to traditional MPC methods, the proposed Parent-Child MPC architecture enhances performance and computational efficiency, reduces conservativeness, and enables scalable planning for certain nonlinear systems.

Filip Surmaa、Anahita Jamshidnejad

自动化基础理论

Filip Surmaa,Anahita Jamshidnejad.Recursive Feasibility without Terminal Constraints via Parent-Child MPC Architecture[EB/OL].(2025-07-14)[2025-07-22].https://arxiv.org/abs/2507.10166.点此复制

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