Title :
Force allocation in a large-scale distributed active surface
Author :
Fromherz, Markus P J ; Jackson, Warren B.
Author_Institution :
Palo Alto Res. Center, CA, USA
Abstract :
This paper investigates the problem of closed-loop control of a small number of parameters by allocating actuation in a system with many binary degrees of freedom, using an actual large-scale air-jet table as an example. In this system, the desired force and torque are produced by a large number of spatially distributed binary air jets directing individual forces on an object. Various algorithms for solving the force allocation problem-determining the appropriate valve states in this hyper-redundant system-are investigated. The algorithms range from discrete optimal search to continuous constrained optimization to a hybrid hierarchical approach that can be distributed. The latter consists of using the continuous optimal solutions to recursively break the large optimization problems into smaller problems that can be solved using optimal search methods or precomputed lookup tables. A tradeoff between computation time and allocation error was found. The optimal algorithms yield low errors but the time is exponential in the number of actuators, while the continuous solutions execute quickly but yield larger errors. The hybrid hierarchical optimal algorithms give the best compromise between these conflicting goals, and their applicability spans the full range of degrees of freedom from a few to many thousands. These hierarchical algorithms are useful in many such highly redundant systems.
Keywords :
closed loop systems; computational complexity; distributed control; force control; jets; large-scale systems; optimal control; position control; search problems; table lookup; torque control; actuation allocation; allocation error; closed-loop control; computation time; continuous constrained optimization; continuous optimal solutions; discrete optimal search; force allocation; hybrid hierarchical approach; hybrid hierarchical optimal algorithms; hyper-redundant system; large-scale air-jet table; large-scale distributed active surface; optimal search methods; precomputed lookup tables; spatially distributed binary air jets; time-error tradeoff; valve states; Actuators; Communication system control; Control systems; Distributed control; Large-scale systems; Micromechanical devices; Optimization methods; Sensor arrays; Sensor systems; Valves;
Journal_Title :
Control Systems Technology, IEEE Transactions on
DOI :
10.1109/TCST.2003.816410