Rotations in 3D using Geometric Algebra Kusal de Alwis Mentor: - - PowerPoint PPT Presentation

rotations in 3d using geometric algebra
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Rotations in 3D using Geometric Algebra Kusal de Alwis Mentor: - - PowerPoint PPT Presentation

Rotations in 3D using Geometric Algebra Kusal de Alwis Mentor: Laura Iosip Directed Reading Program, Spring 2019 The Problem Overview Prior Methods for Rotations What is the Geometric Algebra? Rotating with Geometric Algebra


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Rotations in 3D using Geometric Algebra

Kusal de Alwis Mentor: Laura Iosip Directed Reading Program, Spring 2019

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The Problem

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Overview

š Prior Methods for Rotations š What is the Geometric Algebra? š Rotating with Geometric Algebra š Further Applications

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Prior Methods

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Rotation Matrix - 2D

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Rotation Matrix - 3D

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Rotation Matrix - 3D

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Quaternions – 3D

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Quaternions – 3D

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Quaternions – 3D

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Octonions – 4D

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The Geometric Algebra

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Extension of Rn

š Vectors and Scalars š Same old algebra

š Scalar Multiplication, Addition

š Only one augmentation…

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The Geometric Product

š Inner Product

š Standard Dot Product

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The Geometric Product

š Inner Product

š Standard Dot Product

š Exterior Product

š Another multiplication scheme š Represents planes

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The Geometric Product

š Inner Product

š Standard Dot Product

š Exterior Product

š Another multiplication scheme š Represents planes

š Geometric Product *Only for vectors

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Implications of the Geometric Product

𝑓"𝑓# = 𝑓" % 𝑓# + 𝑓" ∧ 𝑓# = 0 + 𝑓" ∧ 𝑓# = 𝑓" ∧ 𝑓#

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Implications of the Geometric Product

𝑓"𝑓# = 𝑓" % 𝑓# + 𝑓" ∧ 𝑓# = 0 + 𝑓" ∧ 𝑓# = 𝑓" ∧ 𝑓#

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Implications of the Geometric Product

𝑓"𝑓# = 𝑓" % 𝑓# + 𝑓" ∧ 𝑓# = 0 + 𝑓" ∧ 𝑓# = 𝑓" ∧ 𝑓# 𝑓" 𝑓" + 𝑓# = 𝑓"𝑓" + 𝑓"𝑓# = (𝑓" % 𝑓" + 𝑓" ∧ 𝑓") + (𝑓" % 𝑓# + 𝑓" ∧ 𝑓#) = 1 + 𝑓" ∧ 𝑓#

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Multivectors in G3

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Multivectors in G3

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Multivectors in G3

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Multivectors in G3

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Multivectors in G3

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Basis of Gn

Rn

š 𝑓" š 𝑓# š 𝑓, š 𝑓- š … š 𝑓. š n-dimensional space

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Basis of Gn

Rn

š 𝑓" š 𝑓# š 𝑓, š 𝑓- š … š 𝑓. š n-dimensional space

Gn

š 1 š 𝑓", 𝑓#, 𝑓,, … , 𝑓. š 𝑓" ∧ 𝑓#, 𝑓" ∧ 𝑓,, … 𝑓" ∧ 𝑓., 𝑓# ∧ 𝑓,, 𝑓# ∧ 𝑓-, … 𝑓# ∧ 𝑓. … 𝑓.1" ∧ 𝑓. š 𝑓" ∧ 𝑓# ∧ 𝑓,, 𝑓" ∧ 𝑓# ∧ 𝑓-, … š … š 𝑓" ∧ 𝑓# ∧ 𝑓, ∧ 𝑓- ∧ ⋯ ∧ 𝑓.1" ∧ 𝑓. š 2n-dimensional space

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Rotations in Gn

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Projections & Rejections

š Unit a normal to a plane, Arbitrary v

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Projections & Rejections

š Unit a normal to a plane, Arbitrary v š Projection

š 𝑤4 = 𝑏 % 𝑤 𝑏

š Rejection

š 𝑤∥ = 𝑤 − 𝑤4 = 𝑤 − 𝑏 % 𝑤 𝑏

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Reflection

š Reflect v on plane perpendicular to a š 𝑤 = 𝑤∥ + 𝑤4

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Reflection

š Reflect v on plane perpendicular to a š 𝑤 = 𝑤∥ + 𝑤4 š 𝑆9 𝑤 = 𝑤∥ − 𝑤4

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Reflection

š Reflect v on plane perpendicular to a š 𝑤 = 𝑤∥ + 𝑤4 š 𝑆9 𝑤 = 𝑤∥ − 𝑤4 𝑏 % 𝑤 = 1 2 (𝑏𝑤 + 𝑤𝑏)

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Reflection

š Reflect v on plane perpendicular to a š 𝑤 = 𝑤∥ + 𝑤4 š 𝑆9 𝑤 = 𝑤∥ − 𝑤4 = 𝑤 − 𝑏 % 𝑤 𝑏 − 𝑏 % 𝑤 𝑏 = 𝑤 − 2 𝑏 % 𝑤 𝑏 = 𝑤 − 2 1 2 𝑏𝑤 + 𝑤𝑏 𝑏 = 𝑤 − 𝑏𝑤𝑏 − 𝑤𝑏# = 𝑤 − 𝑏𝑤𝑏 − 𝑤 = −𝑏𝑤𝑏 𝑏 % 𝑤 = 1 2 (𝑏𝑤 + 𝑤𝑏)

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Rotation via Double Reflection

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Rotation via Double Reflection

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Rotation via Double Reflection

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Rotation via Double Reflection

𝑆𝑝𝑢#=(𝑤) = 𝑆> 𝑆9 𝑤 = 𝑆> −𝑏𝑤𝑏 = −𝑐 −𝑏𝑤𝑏 𝑐 = 𝑐𝑏𝑤𝑏𝑐

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Rotation via Double Reflection

𝑆𝑝𝑢#=(𝑤) = 𝑆> 𝑆9 𝑤 = 𝑆> −𝑏𝑤𝑏 = −𝑐 −𝑏𝑤𝑏 𝑐 = 𝑐𝑏𝑤𝑏𝑐 𝑐𝑏 𝑏𝑐 = 𝑐 𝑏𝑏 𝑐 = 𝑐𝑐 = 1, 𝑐𝑏 = (𝑏𝑐)1"

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Rotation via Double Reflection

𝑆𝑝𝑢#=(𝑤) = 𝑆> 𝑆9 𝑤 = 𝑆> −𝑏𝑤𝑏 = −𝑐 −𝑏𝑤𝑏 𝑐 = 𝑐𝑏𝑤𝑏𝑐 𝑐𝑏 𝑏𝑐 = 𝑐 𝑏𝑏 𝑐 = 𝑐𝑐 = 1, 𝑐𝑏 = (𝑏𝑐)1" 𝑆𝑝𝑢#=(𝑤) = (𝑏𝑐)1"𝑤𝑏𝑐

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Rotors

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 = 𝑣 𝑤 𝑓AB

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Rotors

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 = 𝑣 𝑤 𝑓AB

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Rotors

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 = 𝑣 𝑤 𝑓AB 𝑏𝑐 = 𝑏 𝑐 𝑓AB = 𝑓=B

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Rotors

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 = 𝑣 𝑤 𝑓AB 𝑏𝑐 = 𝑏 𝑐 𝑓AB = 𝑓=B 𝑆𝑝𝑢#= 𝑤 = 𝑏𝑐 1"𝑤𝑏𝑐 = 𝑓1=B𝑤𝑓=B

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Rotors

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 = 𝑣 𝑤 𝑓AB 𝑏𝑐 = 𝑏 𝑐 𝑓AB = 𝑓=B 𝑆𝑝𝑢#= 𝑤 = 𝑏𝑐 1"𝑤𝑏𝑐 = 𝑓1=B𝑤𝑓=B 𝑆𝑝𝑢A,B 𝑤 = 𝑓1A

#B𝑤𝑓 A #B

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Relating back

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 = 𝑥 + 𝑦𝑓" ∧ 𝑓# + 𝑧𝑓# ∧ 𝑓, + 𝑨𝑓" ∧ 𝑓,

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Relating back

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 𝑟 = 𝑥 + 𝑦𝑗 + 𝑧𝑘 + 𝑨𝑙 = 𝑥 + 𝑦𝑓" ∧ 𝑓# + 𝑧𝑓# ∧ 𝑓, + 𝑨𝑓" ∧ 𝑓,

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Relating back

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 𝑟 = 𝑥 + 𝑦𝑗 + 𝑧𝑘 + 𝑨𝑙 𝑓" ∧ 𝑓# = 𝑗 𝑓# ∧ 𝑓, = 𝑘 𝑓" ∧ 𝑓, = 𝑙 = 𝑥 + 𝑦𝑓" ∧ 𝑓# + 𝑧𝑓# ∧ 𝑓, + 𝑨𝑓" ∧ 𝑓,

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Relating back

𝑆 = 𝑣𝑤 = 𝑣 % 𝑤 + 𝑣 ∧ 𝑤 𝑟 = 𝑥 + 𝑦𝑗 + 𝑧𝑘 + 𝑨𝑙 𝑓" ∧ 𝑓# = 𝑗 𝑓# ∧ 𝑓, = 𝑘 𝑓" ∧ 𝑓, = 𝑙

𝑅𝑣𝑏𝑢𝑓𝑠𝑜𝑗𝑝𝑜𝑡 ⊂ 𝐻𝑓𝑝𝑛𝑓𝑢𝑠𝑗𝑑 𝐵𝑚𝑕𝑓𝑐𝑠𝑏

= 𝑥 + 𝑦𝑓" ∧ 𝑓# + 𝑧𝑓# ∧ 𝑓, + 𝑨𝑓" ∧ 𝑓,

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Further Applications

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Linear Algebra – System of Equations

𝑦" 𝑧" 𝑦# 𝑧# 𝛽 𝛾 = 𝑐" 𝑐#

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Linear Algebra – System of Equations

𝛽𝑦 + 𝛾𝑧 = 𝑐 𝑦" 𝑧" 𝑦# 𝑧# 𝛽 𝛾 = 𝑐" 𝑐#

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Linear Algebra – System of Equations

𝛽𝑦 + 𝛾𝑧 = 𝑐

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Linear Algebra – System of Equations

𝛽𝑦 + 𝛾𝑧 = 𝑐 𝛽𝑦 ∧ 𝑧 + 𝛾𝑧 ∧ 𝑧 = 𝑐 ∧ 𝑧

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Linear Algebra – System of Equations

𝛽𝑦 + 𝛾𝑧 = 𝑐 𝛽𝑦 ∧ 𝑧 + 𝛾𝑧 ∧ 𝑧 = 𝑐 ∧ 𝑧 𝑧 ∧ 𝑧 = 0 𝛽𝑦 ∧ 𝑧 = 𝑐 ∧ 𝑧

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Linear Algebra – System of Equations

𝛽𝑦 + 𝛾𝑧 = 𝑐 𝛽𝑦 ∧ 𝑧 + 𝛾𝑧 ∧ 𝑧 = 𝑐 ∧ 𝑧 𝑧 ∧ 𝑧 = 0 𝛽𝑦 ∧ 𝑧 = 𝑐 ∧ 𝑧 𝛽 =

>∧X Y∧X

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Linear Algebra – System of Equations

𝛽𝑦 + 𝛾𝑧 = 𝑐 𝛽𝑦 ∧ 𝑧 + 𝛾𝑧 ∧ 𝑧 = 𝑐 ∧ 𝑧 𝑧 ∧ 𝑧 = 0 𝛽𝑦 ∧ 𝑧 = 𝑐 ∧ 𝑧 𝛽 =

>∧X Y∧X

𝛾 =

>∧Y X∧Y = Y∧> Y∧X

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Linear Algebra – System of Equations

𝑦 ∧ 𝑧 = 𝑦" 𝑧" 𝑦# 𝑧#

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Linear Algebra – System of Equations

𝑦 ∧ 𝑧 = 𝑦" 𝑧" 𝑦# 𝑧# 𝛽 = 𝑐 ∧ 𝑧 𝑦 ∧ 𝑧 = 𝑐" 𝑧" 𝑐# 𝑧# 𝑦" 𝑧" 𝑦# 𝑧#

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Other Use Cases

š Geometric Calculus

š Calculus in Gn

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Other Use Cases

š Geometric Calculus

š Calculus in Gn

š Homogeneous Geometric Algebra

š Represent objects not centered at the origin š Projective Geometry

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Other Use Cases

š Geometric Calculus

š Calculus in Gn

š Homogeneous Geometric Algebra

š Represent objects not centered at the origin š Projective Geometry

š Conformal Geometric Algebra

š Better representations of points, lines, spheres, etc. š Generalized operations for transformations

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