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Entropy2016,18, 370 Proof. Since for each X ∈ G the function (t,v) → 〈KL(t,v),XâŒȘ keeps a constant value along the parametrized curve t → ( t, dÎł(t) dt ) , the map KL itself keeps a constant value along that parametrizedcurve. Example3. Letusassumethat theLagrangianLdoesnotdependexplicitlyon the time t and is invariantby thecanonical lift to the tangentbundleof theactiononNof thesix-dimensionalgroupofEuclideandiplacements (rotationsandtranslations) of thephysical space. Thecorresponding inïŹnitesimalactionof theLie algebraof inïŹnitesimalEuclideandisplacements (considered as anactiononR×TN, the actionon the factorRbeing trivial) is anactionby inïŹnitesimal symmetries of ̂L. The six componentsof theLagrangianmomentummap are the three componentsof the total linearmomentumandthe three componentsof the total angularmomentum. Remark3. These results arevalidwithoutanyassumptionofhyper-regularityof theLagrangian. 3.4. TheEuler–PoincarĂ©Equation InashortNote [29]published in1901, thegreat frenchmathematicianHenriPoincarĂ© (1854–1912) proposedanewformulationof theequationsofmechanics. Let N be the conïŹguration manifold of a conservative Lagrangian system, with a smooth Lagrangian L : TN →Rwhichdoes not depend explicitly on time. PoincarĂ© assumes that there existsanhomomorphismψofaïŹnite-dimensional realLiealgebraG into theLiealgebraA1(N)of smoothvectorïŹeldsonN, suchthat foreachx∈N, thevaluesatxof thevectorïŹeldsψ(X),whenX varies inG, completelyïŹll the tangentspaceTxN. Theactionψ is thensaid tobe locally transitive. Ofcourse theseassumptions implydimG≄dimN. Under theseassumptions,HenriPoincarĂ©provedthat theequationsofmotionof theLagrangian systemcouldbewrittenonN×GoronN×G∗,whereG∗ is thedualof theLiealgebraG, insteadof on the tangentbundleTN. WhendimG=dimN (whichcanoccuronlywhen the tangentbundle TN is trivial) the obtained equation, called theEuler–PoincarĂ© equation, is perfectly equivalent to the Euler–Lagrange equations and may, in certain cases, be easier to use. But when dimG > dimN, thesystemmadebytheEuler–PoincarĂ©equation isunderdetermined. LetÎł : [t0,t1]→N bea smoothparametrizedcurve inN. PoincarĂ©proves that there exists a smoothcurveV : [t0,t1]→G in theLiealgebraG suchthat, foreach t∈ [t0,t1], ψ ( V(t) )( Îł(t) ) = dÎł(t) dt . (2) WhendimG>dimN thesmoothcurveV inG isnotuniquelydeterminedbythesmoothcurve Îł inN.However, insteadofwritingthesecond-orderEuler–LagrangedifferentialequationsonTN satisïŹedbyÎłwhenthiscurve isapossiblemotionof theLagrangiansystem,PoincarĂ©derivesaïŹrst orderdifferential equation for the curveV andproves that it is satisïŹed, togetherwithEquation(2), if and only ifÎł is apossiblemotionof theLagrangiansystem. Letϕ :N×G→TNandL :N×G→Rbethemaps ϕ(x,X)=ψ(X)(x) , L(x,X)=Lâ—ŠÏ•(x,X) . We denote by d1L : N×G → T∗N and by d2L : N×G → G∗ the partial differentials of L :N×G→Rwithrespect to itsïŹrstvariablex∈Nandwithrespect to its secondvariableX∈G. Themapϕ :N×G→TN isa surjectivevectorbundlesmorphismof the trivialvectorbundleN×G into the tangentbundleTN. Its transpose ϕT :T∗N→N×G∗ is thereforean injectivevector bundles morphism,whichcanbewritten ϕT(Ο)= ( πN(Ο), J(Ο) ) , 9
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Differential Geometrical Theory of Statistics
Title
Differential Geometrical Theory of Statistics
Authors
Frédéric Barbaresco
Frank Nielsen
Editor
MDPI
Location
Basel
Date
2017
Language
English
License
CC BY-NC-ND 4.0
ISBN
978-3-03842-425-3
Size
17.0 x 24.4 cm
Pages
476
Keywords
Entropy, Coding Theory, Maximum entropy, Information geometry, Computational Information Geometry, Hessian Geometry, Divergence Geometry, Information topology, Cohomology, Shape Space, Statistical physics, Thermodynamics
Categories
Naturwissenschaften Physik
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