
As we move to increasingly complex cyber-physical systems (CPS), new approaches are needed to plan efficient state trajectories in real-time. In this paper, we propose an approach to significantly reduce the complexity of solving optimal control problems for a class of CPS with nonlinear dynamics. We exploit the property of differential flatness to simplify the Euler-Lagrange equations that arise during optimization, and this simplification eliminates the numerical instabilities that plague optimal control in general. We also present an explicit differential equation that describes the evolution of the optimal state trajectory, and we extend our results to consider both the unconstrained and constrained cases. Furthermore, we demonstrate the performance of our approach by generating the optimal trajectory for a planar manipulator with two revolute joints. We show in simulation that our approach is able to generate the constrained optimal trajectory in $4.5$ ms while respecting workspace constraints and switching between a `left' and `right' bend in the elbow joint.
14 pages, 4 figures
FOS: Computer and information sciences, Systems and Control (eess.SY), Electrical Engineering and Systems Science - Systems and Control, Control/observation systems involving computers (process control, etc.), differential flatness, constrained optimization, optimal control, Computer Science - Robotics, Existence theories for optimal control problems involving ordinary differential equations, Optimization and Control (math.OC), Networked control, FOS: Electrical engineering, electronic engineering, information engineering, FOS: Mathematics, Nonlinear systems in control theory, nonlinear control, optimization, Mathematics - Optimization and Control, Robotics (cs.RO)
FOS: Computer and information sciences, Systems and Control (eess.SY), Electrical Engineering and Systems Science - Systems and Control, Control/observation systems involving computers (process control, etc.), differential flatness, constrained optimization, optimal control, Computer Science - Robotics, Existence theories for optimal control problems involving ordinary differential equations, Optimization and Control (math.OC), Networked control, FOS: Electrical engineering, electronic engineering, information engineering, FOS: Mathematics, Nonlinear systems in control theory, nonlinear control, optimization, Mathematics - Optimization and Control, Robotics (cs.RO)
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 11 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Top 10% | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Top 10% | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Top 10% |
