Unscented optimization and control allocation
The disclosure provides a robotic arm controller which determines a control parameter for at least one actuator comprising the robotic arm using a control equation having the general form Ax=b, where A is a transformation matrix A based on the geometry and Jacobian of the robotic arm, x is the contr...
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Format | Patent |
Language | English |
Published |
04.09.2018
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Abstract | The disclosure provides a robotic arm controller which determines a control parameter for at least one actuator comprising the robotic arm using a control equation having the general form Ax=b, where A is a transformation matrix A based on the geometry and Jacobian of the robotic arm, x is the control parameter x such as a torque vector at a specific joint, and b is the end effector parameter b which specifies a desired corrective state of the end effector. The methodology, by way of constructing and solving an unscented optimization problem, provides a solution to the Ax=b problem by perturbing at least one joint angle appearing in the Jacobian to generate a plurality of distributed joint angles, determining a control parameter x which minimizes an error function. In a particular embodiment, the error function is sum of residual squares, and the appropriate control parameter x is determined by minimizing the error function subject to a series of constraints Aix−b−zi=0, where each constraint arises by virtue of the error generated through use of a given joint angle in the plurality of distributed joint angles selected. |
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AbstractList | The disclosure provides a robotic arm controller which determines a control parameter for at least one actuator comprising the robotic arm using a control equation having the general form Ax=b, where A is a transformation matrix A based on the geometry and Jacobian of the robotic arm, x is the control parameter x such as a torque vector at a specific joint, and b is the end effector parameter b which specifies a desired corrective state of the end effector. The methodology, by way of constructing and solving an unscented optimization problem, provides a solution to the Ax=b problem by perturbing at least one joint angle appearing in the Jacobian to generate a plurality of distributed joint angles, determining a control parameter x which minimizes an error function. In a particular embodiment, the error function is sum of residual squares, and the appropriate control parameter x is determined by minimizing the error function subject to a series of constraints Aix−b−zi=0, where each constraint arises by virtue of the error generated through use of a given joint angle in the plurality of distributed joint angles selected. |
Author | Ross, Isaac Michael Proulx, Ronald J Karpenko, Mark |
Author_xml | – fullname: Karpenko, Mark – fullname: Ross, Isaac Michael – fullname: Proulx, Ronald J |
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Snippet | The disclosure provides a robotic arm controller which determines a control parameter for at least one actuator comprising the robotic arm using a control... |
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SubjectTerms | CHAMBERS PROVIDED WITH MANIPULATION DEVICES CONTROL OR REGULATING SYSTEMS IN GENERAL CONTROLLING FUNCTIONAL ELEMENTS OF SUCH SYSTEMS HAND TOOLS MANIPULATORS MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS ORELEMENTS PERFORMING OPERATIONS PHYSICS PORTABLE POWER-DRIVEN TOOLS REGULATING TRANSPORTING |
Title | Unscented optimization and control allocation |
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