Title :
Properties of minimum infinity-norm optimization applied to kinematically redundant robots
Author :
Gravagne, Ian ; Walker, Ian D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Clemson Univ., SC, USA
Abstract :
There are numerous situations in robotics where it becomes desirable to minimize the maximum magnitude of a solution to an underdetermined set of linear equations. For example, there have been several approaches to finding the joint velocities of kinematically redundant robots using this philosophy. Unfortunately, the solution of this optimization problem, known as the “minimum infinity-norm solution”, cannot be expressed in a closed form in general thus requiring the use of an algorithm to iteratively refine an initial guess before reaching the desired solution. In order to increase our understanding and reduce the complexity of infinity-norm algorithms, we first formulate a new “infinity inverse”, and then use the new inverse to explore critical issues such as uniqueness and continuity of least infinity-norm solutions. The new inverse is compared with the well-known pseudoinverse, or minimum two-norm solution. We discuss when and why one particular norm might produce a better solution than the other, reinforcing the discussion with an interesting example of a kinematically redundant manipulator
Keywords :
iterative methods; minimax techniques; redundant manipulators; infinity inverse; iterative refinement; joint velocities; kinematically redundant manipulator; kinematically redundant robots; least infinity-norm solutions; maximum magnitude minimization; minimum infinity-norm optimization; minimum infinity-norm solution; minimum two-norm solution; pseudoinverse; underdetermined linear equation set; Constraint optimization; Energy measurement; Equations; H infinity control; Investments; Iterative algorithms; Kinematics; Legged locomotion; Motion measurement; Robot sensing systems;
Conference_Titel :
Intelligent Robots and Systems, 1998. Proceedings., 1998 IEEE/RSJ International Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
0-7803-4465-0
DOI :
10.1109/IROS.1998.724612