2013 · 16 citations · 13 references
Robot KinematicsEngineeringMultidisciplinary ApproachAdvanced Motion ControlIntelligent SystemsLearning ControlSystems EngineeringModeling And SimulationModel Predictive ControlRobot LearningKinematicsControl StrategyDesignIntelligent ControlMechatronicsEducational RoboticsEducational FrameworkMotion ControlRobot ControlAerospace EngineeringPredictive Controller ImplementationAutomationMechanical SystemsRobotics
This paper presents an educational framework based on the Lego Mindstorms NXT robotic platform used to outline both the theoretical and practical aspects of the Model Predictive Control theory. The case of a two-wheeled inverted pendulum is considered as at-size scenario. For such a system, starting from its mathematical modeling, an established design methodology is presented aiming to outline step-by-step the predictive controller implementation on a low-power architecture. The effectiveness of this multidisciplinary approach is illustrated along this presentation and demonstrated with experimental results.
13
Constrained model predictive control: Stability and optimality
D.Q. Mayne, James B. Rawlings, Christopher V. Rao et al. · Automatica · 2000 · 8.4K citations
Engineering, Model-based Control Technique, Process Control +4
The explicit linear quadratic regulator for constrained systems
Alberto Bemporad, Manfred Morari, Vivek Dua et al. · Automatica · 2002 · 3.2K citations
Constrained Systems, Constrained Optimization, Systems Engineering +2