Difference between revisions of "Differentiation along the flow of a dynamical system"
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An operator defined as follows. Let | An operator defined as follows. Let | ||
| − | + | $$ \tag{* } | |
| + | \dot{x} = f ( x) | ||
| + | $$ | ||
| − | be an [[Autonomous system|autonomous system]], let | + | be an [[Autonomous system|autonomous system]], let $ x \in \mathbf R ^ {n} $, |
| + | let $ f = ( f _ {1} \dots f _ {n} ) $, | ||
| + | and let $ f _ {j} : G \rightarrow \mathbf R $ | ||
| + | be smooth mappings, where $ G $ | ||
| + | is a domain in $ \mathbf R ^ {n} $. | ||
| + | Let a smooth mapping $ \phi : G \rightarrow \mathbf R $ | ||
| + | be given. The derivative $ \theta _ {f} \phi $ | ||
| + | along the flow of the system (*) of $ \phi $ | ||
| + | at a point $ x ^ {0} \in G $ | ||
| + | is defined by | ||
| − | + | $$ | |
| + | \left . ( \theta _ {f} \phi ) x ^ {0} = \sum _ {j = 1 } ^ { n } | ||
| − | + | \frac{\partial \phi ( x ^ {0} ) }{\partial x _ {j} } | |
| + | f _ {j} ( x ^ {0} ) | ||
| + | = | ||
| + | \frac{d}{dt} | ||
| + | ( \phi ( x ( t , x ^ {0} ) ) ) \right | _ {t = t ^ {0} } , | ||
| + | $$ | ||
| + | |||
| + | where $ x ( t , x ^ {0} ) $ | ||
| + | is a solution of the system (*) such that $ x ( t ^ {0} , x ^ {0} ) = x ^ {0} $. | ||
| + | The operator $ \theta _ {f} $ | ||
| + | displays the following properties: 1) linearity in $ \phi $; | ||
| + | and 2) $ \theta _ {f} ( \phi _ {1} \phi _ {2} ) = \phi _ {1} \theta _ {f} \phi _ {2} + \phi _ {2} \theta _ {f} \phi _ {1} $. | ||
| + | The function $ ( \theta _ {f} \phi ) ( x) $ | ||
| + | coincides with the derivative of $ \phi $ | ||
| + | with respect to the vector field $ f $. | ||
====References==== | ====References==== | ||
<table><TR><TD valign="top">[1]</TD> <TD valign="top"> L.S. Pontryagin, "Ordinary differential equations" , Addison-Wesley (1962) (Translated from Russian)</TD></TR></table> | <table><TR><TD valign="top">[1]</TD> <TD valign="top"> L.S. Pontryagin, "Ordinary differential equations" , Addison-Wesley (1962) (Translated from Russian)</TD></TR></table> | ||
| − | |||
| − | |||
====Comments==== | ====Comments==== | ||
| − | In terms of the canonical basis | + | In terms of the canonical basis $ ( \partial / {\partial x _ {1} } \dots \partial / {\partial x _ {n} } ) $ |
| + | of the tangent space $ T _ {x} \mathbf R ^ {n} $ | ||
| + | at a point $ x $, | ||
| + | the vector field $ f $ | ||
| + | is written | ||
| − | + | $$ | |
| + | \sum f _ {j} ( x) | ||
| + | \frac \partial {\partial x _ {j} } | ||
| + | . | ||
| + | $$ | ||
| − | This first-order differential operator defines a derivation of the ring (cf. [[Derivation in a ring|Derivation in a ring]]) of smooth functions | + | This first-order differential operator defines a derivation of the ring (cf. [[Derivation in a ring|Derivation in a ring]]) of smooth functions $ C ^ \infty ( \mathbf R ^ {n} ) $ |
| + | into itself. Moreover, this sets up a bijective correspondence between vector fields on $ \mathbf R ^ {n} $ | ||
| + | and derivations on $ C ^ \infty ( \mathbf R ^ {n} ) $. | ||
| + | Using local coordinates this extends to the case of smooth differentiable manifolds. And indeed it is quite customary to define vector fields on a manifold $ M $ | ||
| + | as derivations of $ C ^ \infty ( M) $ | ||
| + | and to observe subsequently that the notion corresponds to a section of the tangent bundle. In this setting a tangent vector at $ x \in M $ | ||
| + | can be defined as a derivation on the local algebra of germs of smooth functions at $ x $ | ||
| + | on $ M $. | ||
| + | Thus, differentiation along the flow of a dynamical system given by the vector field $ f $ | ||
| + | simply means applying the derivation on $ C ^ \infty ( M) $ | ||
| + | given by $ f $. | ||
====References==== | ====References==== | ||
<table><TR><TD valign="top">[a1]</TD> <TD valign="top"> Y. Choquet-Bruhat, C. DeWitt-Morette, M. Dillard-Bleick, "Analysis, manifolds and physics" , North-Holland (1977) pp. Sect. III.B (Translated from French)</TD></TR></table> | <table><TR><TD valign="top">[a1]</TD> <TD valign="top"> Y. Choquet-Bruhat, C. DeWitt-Morette, M. Dillard-Bleick, "Analysis, manifolds and physics" , North-Holland (1977) pp. Sect. III.B (Translated from French)</TD></TR></table> | ||
Latest revision as of 19:35, 5 June 2020
An operator defined as follows. Let
$$ \tag{* } \dot{x} = f ( x) $$
be an autonomous system, let $ x \in \mathbf R ^ {n} $, let $ f = ( f _ {1} \dots f _ {n} ) $, and let $ f _ {j} : G \rightarrow \mathbf R $ be smooth mappings, where $ G $ is a domain in $ \mathbf R ^ {n} $. Let a smooth mapping $ \phi : G \rightarrow \mathbf R $ be given. The derivative $ \theta _ {f} \phi $ along the flow of the system (*) of $ \phi $ at a point $ x ^ {0} \in G $ is defined by
$$ \left . ( \theta _ {f} \phi ) x ^ {0} = \sum _ {j = 1 } ^ { n } \frac{\partial \phi ( x ^ {0} ) }{\partial x _ {j} } f _ {j} ( x ^ {0} ) = \frac{d}{dt} ( \phi ( x ( t , x ^ {0} ) ) ) \right | _ {t = t ^ {0} } , $$
where $ x ( t , x ^ {0} ) $ is a solution of the system (*) such that $ x ( t ^ {0} , x ^ {0} ) = x ^ {0} $. The operator $ \theta _ {f} $ displays the following properties: 1) linearity in $ \phi $; and 2) $ \theta _ {f} ( \phi _ {1} \phi _ {2} ) = \phi _ {1} \theta _ {f} \phi _ {2} + \phi _ {2} \theta _ {f} \phi _ {1} $. The function $ ( \theta _ {f} \phi ) ( x) $ coincides with the derivative of $ \phi $ with respect to the vector field $ f $.
References
| [1] | L.S. Pontryagin, "Ordinary differential equations" , Addison-Wesley (1962) (Translated from Russian) |
Comments
In terms of the canonical basis $ ( \partial / {\partial x _ {1} } \dots \partial / {\partial x _ {n} } ) $ of the tangent space $ T _ {x} \mathbf R ^ {n} $ at a point $ x $, the vector field $ f $ is written
$$ \sum f _ {j} ( x) \frac \partial {\partial x _ {j} } . $$
This first-order differential operator defines a derivation of the ring (cf. Derivation in a ring) of smooth functions $ C ^ \infty ( \mathbf R ^ {n} ) $ into itself. Moreover, this sets up a bijective correspondence between vector fields on $ \mathbf R ^ {n} $ and derivations on $ C ^ \infty ( \mathbf R ^ {n} ) $. Using local coordinates this extends to the case of smooth differentiable manifolds. And indeed it is quite customary to define vector fields on a manifold $ M $ as derivations of $ C ^ \infty ( M) $ and to observe subsequently that the notion corresponds to a section of the tangent bundle. In this setting a tangent vector at $ x \in M $ can be defined as a derivation on the local algebra of germs of smooth functions at $ x $ on $ M $. Thus, differentiation along the flow of a dynamical system given by the vector field $ f $ simply means applying the derivation on $ C ^ \infty ( M) $ given by $ f $.
References
| [a1] | Y. Choquet-Bruhat, C. DeWitt-Morette, M. Dillard-Bleick, "Analysis, manifolds and physics" , North-Holland (1977) pp. Sect. III.B (Translated from French) |
Differentiation along the flow of a dynamical system. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Differentiation_along_the_flow_of_a_dynamical_system&oldid=18037