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Geometric transformation In mathematics, a geometric transformation is any bijection of a set to itself (or to another such set) with some salient geometrical underpinning, such as preserving distances, angles, or ratios (scale). More specifically, it is a function wh ...
s can be distinguished into two types: active or alibi transformations which change the physical position of a set of points relative to a fixed
frame of reference In physics and astronomy, a frame of reference (or reference frame) is an abstract coordinate system, whose origin (mathematics), origin, orientation (geometry), orientation, and scale (geometry), scale have been specified in physical space. It ...
or
coordinate system In geometry, a coordinate system is a system that uses one or more numbers, or coordinates, to uniquely determine and standardize the position of the points or other geometric elements on a manifold such as Euclidean space. The coordinates are ...
('' alibi'' meaning "being somewhere else at the same time"); and passive or alias transformations which leave points fixed but change the frame of reference or coordinate system relative to which they are described ('' alias'' meaning "going under a different name"). By ''transformation'',
mathematician A mathematician is someone who uses an extensive knowledge of mathematics in their work, typically to solve mathematical problems. Mathematicians are concerned with numbers, data, quantity, mathematical structure, structure, space, Mathematica ...
s usually refer to active transformations, while
physicist A physicist is a scientist who specializes in the field of physics, which encompasses the interactions of matter and energy at all length and time scales in the physical universe. Physicists generally are interested in the root or ultimate cau ...
s and
engineer Engineers, as practitioners of engineering, are professionals who Invention, invent, design, build, maintain and test machines, complex systems, structures, gadgets and materials. They aim to fulfill functional objectives and requirements while ...
s could mean either. For instance, active transformations are useful to describe successive positions of a
rigid body In physics, a rigid body, also known as a rigid object, is a solid body in which deformation is zero or negligible, when a deforming pressure or deforming force is applied on it. The distance between any two given points on a rigid body rema ...
. On the other hand, passive transformations may be useful in human motion analysis to observe the motion of the
tibia The tibia (; : tibiae or tibias), also known as the shinbone or shankbone, is the larger, stronger, and anterior (frontal) of the two Leg bones, bones in the leg below the knee in vertebrates (the other being the fibula, behind and to the outsi ...
relative to the
femur The femur (; : femurs or femora ), or thigh bone is the only long bone, bone in the thigh — the region of the lower limb between the hip and the knee. In many quadrupeds, four-legged animals the femur is the upper bone of the hindleg. The Femo ...
, that is, its motion relative to a (''local'') coordinate system which moves together with the femur, rather than a (''global'') coordinate system which is fixed to the floor. In three-dimensional Euclidean space, any proper rigid transformation, whether active or passive, can be represented as a
screw displacement In kinematics, Chasles' theorem, or Mozzi–Chasles' theorem, says that the most general rigid body displacement can be produced by a screw displacement. A direct Euclidean isometry in three dimensions involves a translation and a rotation. The ...
, the composition of a
translation Translation is the communication of the semantics, meaning of a #Source and target languages, source-language text by means of an Dynamic and formal equivalence, equivalent #Source and target languages, target-language text. The English la ...
along an axis and a
rotation Rotation or rotational/rotary motion is the circular movement of an object around a central line, known as an ''axis of rotation''. A plane figure can rotate in either a clockwise or counterclockwise sense around a perpendicular axis intersect ...
about that axis. The terms ''active transformation'' and ''passive transformation'' were first introduced in 1957 by Valentine Bargmann for describing
Lorentz transformations In physics, the Lorentz transformations are a six-parameter family of linear transformations from a coordinate frame in spacetime to another frame that moves at a constant velocity relative to the former. The respective inverse transformation ...
in
special relativity In physics, the special theory of relativity, or special relativity for short, is a scientific theory of the relationship between Spacetime, space and time. In Albert Einstein's 1905 paper, Annus Mirabilis papers#Special relativity, "On the Ele ...
.


Example

As an example, let the vector \mathbf=(v_1,v_2) \in \R^2, be a vector in the plane. A rotation of the vector through an angle ''θ'' in counterclockwise direction is given by the
rotation matrix In linear algebra, a rotation matrix is a transformation matrix that is used to perform a rotation (mathematics), rotation in Euclidean space. For example, using the convention below, the matrix :R = \begin \cos \theta & -\sin \theta \\ \sin \t ...
: R= \begin \cos \theta & -\sin \theta\\ \sin \theta & \cos \theta \end, which can be viewed either as an ''active transformation'' or a ''passive transformation'' (where the above
matrix Matrix (: matrices or matrixes) or MATRIX may refer to: Science and mathematics * Matrix (mathematics), a rectangular array of numbers, symbols or expressions * Matrix (logic), part of a formula in prenex normal form * Matrix (biology), the m ...
will be inverted), as described below.


Spatial transformations in the Euclidean space R3

In general a spatial transformation T\colon\R^3\to \R^3 may consist of a translation and a linear transformation. In the following, the translation will be omitted, and the linear transformation will be represented by a 3×3 matrix T.


Active transformation

As an active transformation, T transforms the initial vector \mathbf=(v_x,v_y,v_z) into a new vector \mathbf'=(v'_x,v'_y,v'_z)=T\mathbf=T(v_x,v_y,v_z). If one views \ as a new basis, then the coordinates of the new vector \mathbf'=v_x\mathbf'_x+v_y\mathbf'_y+v_z\mathbf'_z in the new basis are the same as those of \mathbf=v_x\mathbf_x+v_y\mathbf_y+v_z\mathbf_z in the original basis. Note that active transformations make sense even as a linear transformation into a different
vector space In mathematics and physics, a vector space (also called a linear space) is a set (mathematics), set whose elements, often called vector (mathematics and physics), ''vectors'', can be added together and multiplied ("scaled") by numbers called sc ...
. It makes sense to write the new vector in the unprimed basis (as above) only when the transformation is from the space into itself.


Passive transformation

On the other hand, when one views T as a passive transformation, the initial vector \mathbf=(v_x,v_y,v_z) is left unchanged, while the coordinate system and its basis vectors are transformed in the opposite direction, that is, with the inverse transformation T^. This gives a new coordinate system ''XYZ'' with basis vectors: \mathbf_X = T^(1,0,0),\ \mathbf_Y = T^(0,1,0),\ \mathbf_Z = T^(0,0,1) The new coordinates (v_X,v_Y,v_Z) of \mathbf with respect to the new coordinate system ''XYZ'' are given by: \mathbf = (v_x,v_y,v_z) = v_X\mathbf_X+v_Y\mathbf_Y+v_Z\mathbf_Z = T^(v_X,v_Y,v_Z). From this equation one sees that the new coordinates are given by (v_X,v_Y,v_Z) = T(v_x,v_y,v_z). As a passive transformation T transforms the old coordinates into the new ones. Note the equivalence between the two kinds of transformations: the coordinates of the new point in the active transformation and the new coordinates of the point in the passive transformation are the same, namely (v_X,v_Y,v_Z)=(v'_x,v'_y,v'_z).


In abstract vector spaces

The distinction between active and passive transformations can be seen mathematically by considering abstract
vector spaces In mathematics and physics, a vector space (also called a linear space) is a set whose elements, often called ''vectors'', can be added together and multiplied ("scaled") by numbers called ''scalars''. The operations of vector addition and sc ...
. Fix a finite-dimensional vector space V over a field K (thought of as \mathbb or \mathbb), and a basis \mathcal = \_ of V. This basis provides an isomorphism C: K^n \rightarrow V via the component map (v_i)_ = (v_1, \cdots, v_n) \mapsto \sum_i v_i e_i. An active transformation is then an
endomorphism In mathematics, an endomorphism is a morphism from a mathematical object to itself. An endomorphism that is also an isomorphism is an automorphism. For example, an endomorphism of a vector space is a linear map , and an endomorphism of a g ...
on V, that is, a linear map from V to itself. Taking such a transformation \tau \in \text(V), a vector v \in V transforms as v \mapsto \tau v. The components of \tau with respect to the basis \mathcal are defined via the equation \tau e_i = \sum_j\tau_e_j. Then, the components of v transform as v_i \mapsto \tau_v_j. A passive transformation is instead an endomorphism on K^n. This is applied to the components: v_i \mapsto T_v_j =: v'_i. Provided that T is invertible, the new basis \mathcal' = \ is determined by asking that v_ie_i = v'_i e'_i, from which the expression e'_i = (T^)_e_j can be derived. Although the spaces \text(V) and \text() are isomorphic, they are not canonically isomorphic. Nevertheless a choice of basis \mathcal allows construction of an isomorphism.


As left- and right-actions

Often one restricts to the case where the maps are invertible, so that active transformations are the
general linear group In mathematics, the general linear group of degree n is the set of n\times n invertible matrices, together with the operation of ordinary matrix multiplication. This forms a group, because the product of two invertible matrices is again inve ...
\text(V) of transformations while passive transformations are the group \text(n, K). The transformations can then be understood as acting on the space of bases for V. An active transformation \tau \in \text(V) sends the basis \ \mapsto \. Meanwhile a passive transformation T \in \text(n, K) sends the basis \ \mapsto \left\. The inverse in the passive transformation ensures the ''components'' transform identically under \tau and T. This then gives a sharp distinction between active and passive transformations: active transformations act from the left on bases, while the passive transformations act from the right, due to the inverse. This observation is made more natural by viewing bases \mathcal as a choice of isomorphism \Phi_: K^n \rightarrow V. The space of bases is equivalently the space of such isomorphisms, denoted \text(K^n, V). Active transformations, identified with \text(V), act on \text(K^n, V) from the left by composition, that is if \tau represents an active transformation, we have \Phi_ = \tau \circ \Phi_. On the opposite, passive transformations, identified with \text(n, K) acts on \text(K^n, V) from the right by pre-composition, that is if T represents a passive transformation, we have \Phi_ = \Phi_ \circ T. This turns the space of bases into a ''left'' \text(V)-
torsor In mathematics, a principal homogeneous space, or torsor, for a group ''G'' is a homogeneous space ''X'' for ''G'' in which the stabilizer subgroup of every point is trivial. Equivalently, a principal homogeneous space for a group ''G'' is a no ...
and a ''right'' \text{GL}(n, K)-torsor. From a physical perspective, active transformations can be characterized as transformations of physical space, while passive transformations are characterized as redundancies in the description of physical space. This plays an important role in mathematical
gauge theory In physics, a gauge theory is a type of field theory in which the Lagrangian, and hence the dynamics of the system itself, does not change under local transformations according to certain smooth families of operations (Lie groups). Formally, t ...
, where
gauge transformations In the physics of gauge theories, gauge fixing (also called choosing a gauge) denotes a mathematical procedure for coping with redundant degrees of freedom in field variables. By definition, a gauge theory represents each physically distinct co ...
are described mathematically by transition maps which act ''from the right'' on fibers.


See also

*
Change of basis In mathematics, an ordered basis of a vector space of finite dimension allows representing uniquely any element of the vector space by a coordinate vector, which is a sequence of scalars called coordinates. If two different bases are conside ...
*
Covariance and contravariance of vectors In physics, especially in multilinear algebra and tensor analysis, covariance and contravariance describe how the quantitative description of certain geometric or physical entities changes with a change of basis. Briefly, a contravariant vecto ...
*
Rotation of axes In mathematics, a rotation of axes in two dimensions is a mapping from an ''xy''-Cartesian coordinate system to an ''x′y′''-Cartesian coordinate system in which the origin is kept fixed and the ''x′'' and ''y′'' axes ar ...
* Translation of axes


References

* Dirk Struik (1953) ''Lectures on Analytic and Projective Geometry'', page 84,
Addison-Wesley Addison–Wesley is an American publisher of textbooks and computer literature. It is an imprint of Pearson plc, a global publishing and education company. In addition to publishing books, Addison–Wesley also distributes its technical titles ...
.


External links


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