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Rotational invariance
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In [[mathematics]], a [[function (mathematics)|function]] defined on an [[inner product space]] is said to have '''rotational invariance''' if its value does not change when arbitrary [[rotation]]s are applied to its argument. == Mathematics == === Functions === For example, the function : <math>f(x,y) = x^2 + y^2 </math> is invariant under rotations of the plane around the origin, because for a rotated set of coordinates through any [[angle]] ''θ'' : <math>x' = x \cos \theta - y \sin \theta </math> : <math>y' = x \sin \theta + y \cos \theta </math> the function, after some cancellation of terms, takes exactly the same form : <math>f(x',y') = {x}^2 + {y}^2 </math> The rotation of coordinates can be expressed using [[matrix (mathematics)|matrix]] form using the [[rotation matrix]], : <math>\begin{bmatrix} x' \\ y' \\ \end{bmatrix} = \begin{bmatrix} \cos \theta & -\sin \theta \\ \sin \theta & \cos \theta \\ \end{bmatrix}\begin{bmatrix} x \\ y \\ \end{bmatrix} ,</math> or symbolically, {{prime|'''x'''}} = '''Rx'''. Symbolically, the rotation invariance of a real-valued function of two real variables is : <math>f(\mathbf{x}') = f(\mathbf{Rx}) = f(\mathbf{x}) </math> In words, the function of the rotated coordinates takes exactly the same form as it did with the initial coordinates, the only difference is the rotated coordinates replace the initial ones. For a [[function of several real variables|real-valued function of three or more real variables]], this expression extends easily using appropriate rotation matrices. The concept also extends to a [[vector-valued function]] '''f''' of one or more variables; : <math>\mathbf{f}(\mathbf{x}') = \mathbf{f}(\mathbf{Rx}) = \mathbf{f}(\mathbf{x}) .</math> In all the above cases, the arguments (here called "coordinates" for concreteness) are rotated, not the function itself. === Operators === For a [[function (mathematics)|function]] : <math>f : X \rightarrow X ,</math> which maps elements from a [[subset]] ''X'' of the [[real line]] <math>\mathbb{R}</math> to itself, '''rotational invariance''' may also mean that the function [[commutative operation|commute]]s with rotations of elements in ''X''. This also applies for an [[Operator (mathematics)|operator]] that acts on such functions. An example is the two-dimensional [[Laplace operator]] : <math>\nabla^2 = \frac{\partial^2}{\partial x^2} + \frac{\partial^2}{\partial y^2} ,</math> which acts on a function ''f'' to obtain another function ∇<sup>2</sup>''f''. This operator is invariant under rotations. If ''g'' is the function ''g''(''p'') = ''f''(''R''(''p'')), where ''R'' is any rotation, then (∇<sup>2</sup>''g'')(''p'') = (∇<sup>2</sup>''f'' )(''R''(''p'')); that is, rotating a function merely rotates its Laplacian. <!-- Should add the (classical) physics sense, and Computer Vision sense too --> == Physics == In [[physics]], if a system behaves the same regardless of how it is oriented in space, then its [[Lagrangian mechanics|Lagrangian]] is rotationally invariant. According to [[Noether's theorem]], if the [[Action (physics)|action]] (the integral over time of its Lagrangian) of a physical system is invariant under rotation, then [[Conservation of angular momentum|angular momentum is conserved]]. === Application to quantum mechanics === {{Further|Rotation operator (quantum mechanics)|Symmetry in quantum mechanics}} In [[quantum mechanics]], '''rotational invariance''' is the property that after a [[rotation]] the new system still obeys the [[Schrödinger equation]]. That is : <math>[R,E-H] = 0</math> for any rotation ''R''. Since the rotation does not depend explicitly on time, it commutes with the energy operator. Thus for rotational invariance we must have [''R'', ''H''] = 0. For [[infinitesimal rotation]]s (in the ''xy''-plane for this example; it may be done likewise for any plane) by an angle ''dθ'' the (infinitesimal) rotation operator is : <math>R = 1 + J_z d\theta \,,</math> then : <math>\left[1 + J_z d\theta , \frac{d}{dt} \right] = 0 \,,</math> thus : <math>\frac{d}{dt}J_z = 0\,,</math> in other words [[angular momentum]] is conserved. == See also == * [[Axial symmetry]] * [[Invariant measure]] * [[Isotropy]] * [[Maxwell's theorem]] * [[Rotational symmetry]] == References == * Stenger, Victor J. (2000). ''Timeless Reality''. Prometheus Books. Especially chpt. 12. Nontechnical. [[Category:Rotational symmetry]] [[Category:Conservation laws]]
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