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Workspace Characterization of a Robotic System Using Reliability-Based Design Optimization Jeremy Newkirk, Alan Bowling and John E. Renaud University of Notre Dame, Notre Dame, Indiana
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Dynamic Performance Equations of motion 2 DOF Robot Design actuator torques
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Dynamic Capability Equations actuator torques
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Dynamic Capability Curve
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Deterministic Optimization Problem 90 7070 5050 3030
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Motivation Optimized deterministic designs can lead to catastrophic failure 90 7070 5050
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Determining the Probability of Failure
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Change of Variables where
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Performance Measure Approach (PMA) Estimate of the probability of failure
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Reliability Based Design Optimization Constraints on probability of failure are added to deterministic constraints
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Design and Random Parameters Statistics for the Random Variables
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Results: Characterization of Robotic System
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Conclusions RBDO can be used to characterize the workspace of a robotic system to determine the actuator torque requirements RBDO approach eliminates the need to sample
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Future Work Solve the singularity issue Once the singularity issue is resolved apply RBDO to a more complicated (i.e. larger degree of freedom) system and test to ensure accuracy of results Apply RBDO to an actual robotic system and check accuracy of results experimentally
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Questions?
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