IEEE Transactions on Robotics and Automation · 1997 · 52 citations · 10 references
Numerical AnalysisMathematical ProgrammingEngineeringField RoboticsSpray CoatingComputational MechanicsTrajectory Planning ProblemsFast Solution TechniquesTrajectory PlanningDiscretization TechniquePde-constrained OptimizationSystems EngineeringCombinatorial OptimizationComputational GeometryGeometric ModelingPath PlanningParametric ProgrammingContinuous OptimizationOptimal TrajectoriesAerospace EngineeringNatural SciencesRoute PlanningDynamic ProgrammingRoboticsTrajectory OptimizationDynamic Optimization
Optimal trajectory planning problems are often formulated as constrained variational problems. In general, solutions to variational problems are determined by appropriately discretizing the underlying objective functional and solving the resulting nonlinear differential equation(s) and/or nonlinear programming problem(s) numerically. These general solution techniques often require a significant amount of time to be computed, and therefore are of limited value when optimal trajectories need to be frequently computed and/or recomputed. In this paper, a realistic class of optimal trajectory planning problems is defined for which the existence of fast numerical solution techniques are demonstrated. To illustrate the practicality of this class of trajectory planning problems and the proposed solution techniques, three optimal trajectory planning problems for spray coating applications are formulated and solved. Based on the proposed discretization technique, it is shown that these problems can be reduced to either a linear program or a quadratic program, which are readily solved.
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Optimization by Vector Space Methods
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