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Tools for Reduction of Mechanical Systems Ravi Balasubramanian, Klaus Schmidt, and Elie Shammas Carnegie Mellon University
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February 2004 Center for the Foundations of Robotics 2 Motivation: Two Mass System Two masses on the real line: Lagrangian: Set A: Two 2 nd order differential equations Set B: One 1 st order and one 2 nd order differential equations Equations of Motion: – Two sets of equations, but same solution. – When can we do such a simplification (reduction)? – What tools to use?
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February 2004 Center for the Foundations of Robotics 3 Overview Fiber Bundle – Projection map – Lifted projection map Decomposition of Velocity Spaces – Vertical and Horizontal Spaces Principal Connections – Example on Mechanical Connections – Momentum map – Locked Inertia Tensor – Local Form
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February 2004 Center for the Foundations of Robotics 4 Fiber Bundle A manifold with a base space and a map is a fiber bundle if: A fiber Y is the pre-image of b under Property of : for every point b2B 9 U 3 b such that: is homeomorphic to Or locally If locally Y is a group, Q is a principal fiber bundle. If Y is a group everywhere, Q is a trivial principal fiber bundle. for
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February 2004 Center for the Foundations of Robotics 5 Lifted Bundle Projection Map Two-mass System – Choose as fiber, as base space.
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February 2004 Center for the Foundations of Robotics 6 Velocity Decomposition Vertical Space Horizontal Space Two mass example Why do velocity decomposition? – Understand how fiber velocities and base space velocities interact.
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February 2004 Center for the Foundations of Robotics 7 Overview Fiber Bundle – Projection map – Lifted projection map Vertical and Horizontal Spaces Principal Connections – Example on Mechanical Connections – Momentum map – Locked Inertia Tensor – Local Form
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February 2004 Center for the Foundations of Robotics 8 Principal Connections Definition: A principal connection on the principal bundle is a map that is linear on each tangent space such that 1) 2)
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February 2004 Center for the Foundations of Robotics 9 Connection Property 1
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February 2004 Center for the Foundations of Robotics 10 Connection Property 2
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February 2004 Center for the Foundations of Robotics 11 Principal Connection on Choose as the fiber, as base space. – Projection and Lifted Projection
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February 2004 Center for the Foundations of Robotics 12 Left Action on Fiber Action (Translation) Trivial to show group properties for. – Thus, the fiber is a group. – Q is a trivial principal fiber bundle.
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February 2004 Center for the Foundations of Robotics 13 Group Actions on Q Group Action of G on Q: Translation along fiber Lifted Action of G on Q
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February 2004 Center for the Foundations of Robotics 14 A connection on Choose a connection of the form Need to verify if satisfies the connection properties.
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February 2004 Center for the Foundations of Robotics 15 Connection: Property 1 Exponential map on : Generator on Q satisfies Property 1.
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February 2004 Center for the Foundations of Robotics 16 Connection: Property 2 In, is the Identity map. (1) LHS(1) = RHS(1) = In, is the Identity map. – Why? No rotations, and Body velocity = Spatial Velocity. satisfies Property 2. Thus, is a connection.
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February 2004 Center for the Foundations of Robotics 17 Velocity Decomposition satisfies Lemma: Definition: Horizontal Space Thus, and decompose into components. Vertical and Horizontal Spaces in
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February 2004 Center for the Foundations of Robotics 18 Velocity Decomposition: Illustration
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February 2004 Center for the Foundations of Robotics 19 For this example, the connection is arbitrary; Mechanical systems use a specific connection. If, then: Motion only in base space. Motion only along fiber. Motion in base space and induced motion tangent to fiber. Motion only along fiber If, then: Velocity Decomposition: Interpretation
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February 2004 Center for the Foundations of Robotics 20 define connection based on conservation of momentum Momentum Map Locked Inertia Tensor Mechanical Connection Reconstruction Equation Outline: Mechanical Systems Connections for mechanical systems:
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February 2004 Center for the Foundations of Robotics 21 Momentum Map Definition: with, and Physical Intuition: is momentum of the system representation in spatial coordinates : natural pairing between covectors and vectors : for mass matrix and :
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February 2004 Center for the Foundations of Robotics 22 Two-mass example Two masses on the real line: Lagrangian: Mass Matrix: Generator for Lifted map
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February 2004 Center for the Foundations of Robotics 23 Example: momentum map Note: is indeed the momentum of the system in spatial coordinates
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February 2004 Center for the Foundations of Robotics 24 Body Momentum Map Definition: with, and Physical Intuition: is momentum of the system measured in the instantaneous body frame representation in body coordinates
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February 2004 Center for the Foundations of Robotics 25 Example: body momentum map and Note: is the momentum of the system measured in the body and represented in body coordinates with
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February 2004 Center for the Foundations of Robotics 26 Locked Inertia Tensor Definition: with and Physical Intuition: is inertia of the locked system all base variables are fixed representation in spatial coordinates
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February 2004 Center for the Foundations of Robotics 27 Example: locked inertia tensor Note: is indeed the locked inertia of the system (for fixed)
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February 2004 Center for the Foundations of Robotics 28 Intuition: Mechanical Connection Compute Lie-Algebra velocity such that the locked system has the momentum with
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February 2004 Center for the Foundations of Robotics 29 is the map that assigns to each the spatial Lie-Algebra velocity of the locked system such that the momentum in spatial coordinates is conserved: Mechanical Connection Definition: : locked inertia tensor, : (Body) Momentum Map Definition: Body Connection
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February 2004 Center for the Foundations of Robotics 30 Example: mechanical connection We are ready to compute and
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February 2004 Center for the Foundations of Robotics 31 Example: velocities Vertical velocities: Horizontal velocities: and Recall
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February 2004 Center for the Foundations of Robotics 32 Example: velocities movement along the fiber without movement in the base Movement in the base induces movement along the fiber
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February 2004 Center for the Foundations of Robotics 33 Local form of the connection Proposition: Let be a principal connection on. Then can be written as and is called the local form of the connection only depends on and is the group velocity at the origin Note:
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February 2004 Center for the Foundations of Robotics 34 Example: local form
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February 2004 Center for the Foundations of Robotics 35 Reconstruction Reconstruction: General Case: Zero Momentum:
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February 2004 Center for the Foundations of Robotics 36 Take home message 1) Connection explores system from momentum viewpoint. 2) Decomposition of Velocities using and - Can compute induced motion in fiber from base velocities. Set B: One 1 st order and one 2 nd order differential equation
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February 2004 Center for the Foundations of Robotics 37 Conclusions Principal Connections Mechanical Connections Reconstruction Equation - zero-momentum case Next talk: - symmetries: reduced lagrangian - evaluate general reconstruction equation - introduce constraints (holonomic and nonholonomic) - define reduced equations of motion
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February 2004 Center for the Foundations of Robotics 38 Choose some Let Note that Define Thus, In general, Note that Thus, Define Proof: Horizontal Space satisfies Lemma: Definition: Horizontal Space
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