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Model Predictive Control [PDF]
AbstractControl design often seeks the best trajectory along which to move a system from its current state to a target state. Most control methods consider only the first step of the full trajectory toward the target state. Model predictive control considers the full sequence of steps required to move the system optimally from its current state to a ...
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Model-Free Predictive Control Using Polynomial Regressors
Model-free predictive control directly computes the control input from massive input/output datasets and does not use a mathematical model. In contrast, conventional model predictive control relies on mathematical models.
Hongran Li, Shigeru Yamamoto
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Model Predictive Impedance Control and Gait Optimization for High-Speed Quadrupedal Running
Controlling legged robots to run at high speeds or to traverse complex terrains remains challenging due to the difficulty of handling the interaction between the robot and the ground.
Deok Ha Kim, Jaeuk Cho, Jong Hyeon Park
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Model Predictive Control of Underwater Tethered Payload
A fully automated, buoy-based deployment sensor system is being developed to acquire high-quality water column data, and requires a controller to accurately position an array of sensors at various depths.
Mark O’Connor +2 more
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Deep Operator Neural Network Model Predictive Control
In this paper, we consider the design of model predictive control (MPC) algorithms based on deep operator neural networks (DeepONets) (Lu et al. 2021).
Thomas O. de Jong +2 more
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Asynchronous Packetized Model Predictive Control
This chapter studies an asynchronous packet-based predictive schemer for single-loop control systems. The main goal is reducing the performance degradation caused by data dropouts in networked systems. To this end, the method proposes the use of a model predictive controller and a buffer at the actuator side. Packets are transmitted through the network
Jurado Flores, Isabel +1 more
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Model Predictive Control on the Neural Manifold. [PDF]
Fehrman C, Meliza CD.
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Non-linear model predictive control for variable speed hydropower. [PDF]
Nepal T +5 more
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An intelligent control algorithm for gas precise drainage problem based on Model Predictive Control. [PDF]
Han L, Wang Y.
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Model predictive control with adaptive Kalman filter for premixed turbocharged natural gas engine. [PDF]
Xiong W, Gong Q, Huang S, Ye J, Xu J.
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