| 1 |
Real-Time Online Learning for Model Predictive Control using a Spatio-Temporal Gaussian Process Approximation |
提出基于时空高斯过程近似的实时在线学习MPC,解决模型不确定性问题。 |
MPC model predictive control |
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| 2 |
Certainty-equivalent adaptive MPC for uncertain nonlinear systems |
提出基于确定性等价自适应MPC方法,用于解决不确定非线性系统的控制问题 |
MPC model predictive control |
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| 3 |
An HMDP-MPC Decision-making Framework with Adaptive Safety Margins and Hysteresis for Autonomous Driving |
提出一种自适应安全裕度和迟滞机制的HMDP-MPC自动驾驶决策框架 |
MPC model predictive control |
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| 4 |
Hierarchical Decision-Making under Uncertainty: A Hybrid MDP and Chance-Constrained MPC Approach |
提出基于混合MDP与机会约束MPC的层级决策框架,解决自动驾驶不确定性问题 |
MPC model predictive control |
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