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Entropy2016,18, 386 TM. Toeachparameterizedcontinuous,piecewisesmoothcurve Îł : [t0,t1]→M,deïŹnedonaclosed interval [t0,t1],withvalues inM, oneassociates thevalueatÎłof theaction integral: I(Îł)= t1 t0 L ( dÎł(t) dt ) dt (51) Thepartial differential of the function L :M×g→ with respect to its secondvariable d2L, which plays an important part in the Euler-PoincarĂ© equation, can be expressed in terms of the momentandLegendremaps: d2L= pg∗ â—ŠÏ•t◩Lâ—ŠÏ• with J= pg∗ â—ŠÏ•t(⇒ d2L= J◩Lâ—ŠÏ•) themoment map, pg∗ :M×g∗→ g∗ thecanonicalprojectiononthesecondfactor, L :TM→T∗M theLegendre transform,with: ϕ :M×g→TM/ϕ(x,X)=XM(x)andϕt :T∗M→M×g∗/ϕt(Ο)= (πM(Ο), J(Ο)) (52) TheEuler-PoincarĂ©equationcanthereforebewrittenunder the form:( d dt −ad∗V(t) ) (J◩Lâ—ŠÏ•(Îł(t),V(t)))= J◩d1L(Îł(t),V(t))with dÎł(t)dt =ϕ(Îł(t),V(t)) (53) with H(Ο)= 〈 Ο,L−1(Ο) âŒȘ −L ( L−1(Ο) ) , Ο∈T∗M , L :TM→T∗M , H :T∗M→R . (54) Following the remarkmadebyPoincarĂ©at theendofhisnote [105], themost interestingcase iswhen themap L :M×g→R only depends on its secondvariableX ∈ g. The Euler-PoincarĂ© equationbecomes: ( d dt −ad∗V(t) )( dL(V(t)) ) =0 (55) WecanuseanalogyofstructurewhentheconvexGibbsensemble ishomogeneous [106].Wecan thenapplyEuler-PoincarĂ©equationforLiegroupthermodynamics.ConsideringClairaut’sequation: s(Q)= 〈ÎČ,Q〉−Ω(ÎČ)= 〈 Θ−1(Q),Q âŒȘ −Ω ( Θ−1(Q) ) (56) withQ=Θ(ÎČ)= ∂Ω ∂ÎČ âˆˆ g∗,ÎČ=Θ−1(Q)∈ g, aSouriau-Euler-PoincarĂ© equationcanbeelaboratedfor SouriauLiegroupthermodynamics: dQ dt = ad∗ÎČQ (57) or d dt ( Ad∗gQ ) =0. (58) TheïŹrstequation, theEuler-PoincarĂ©equation isareductionofEuler-Lagrangeequationsusing symmetriesandespecially the fact thatagroupisactinghomogeneouslyonthesymplecticmanifold: dQ dt = ad∗ÎČQand ⎧⎚⎩ s(Q)= 〈ÎČ,Q〉−Ω(ÎČ)ÎČ= ∂s(Q)∂Q ∈ g , Q= ∂Ω(ÎČ)∂ÎČ âˆˆ g∗ (59) 68
zurĂŒck zum  Buch Differential Geometrical Theory of Statistics"
Differential Geometrical Theory of Statistics
Titel
Differential Geometrical Theory of Statistics
Autoren
Frédéric Barbaresco
Frank Nielsen
Herausgeber
MDPI
Ort
Basel
Datum
2017
Sprache
englisch
Lizenz
CC BY-NC-ND 4.0
ISBN
978-3-03842-425-3
Abmessungen
17.0 x 24.4 cm
Seiten
476
Schlagwörter
Entropy, Coding Theory, Maximum entropy, Information geometry, Computational Information Geometry, Hessian Geometry, Divergence Geometry, Information topology, Cohomology, Shape Space, Statistical physics, Thermodynamics
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Differential Geometrical Theory of Statistics