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Entropy2016,18, 370 whereÎł : [t0,t1]→N is a smoothcurve inNparametrizedby the time t. Theseequationsexpress the fact that theaction integral IL(Îł) is stationarywithrespect toanysmooth inïŹnitesimalvariation ofÎłwithïŹxedend-points ( t0,Îł(t0) ) and ( t1,Îł(t1) ) . This fact is todaycalledHamilton’s principle of stationaryaction. Thereader interested inCalculusofVariationsanditsapplications inmechanicsand physics is referredto thebooks [23–25]. 2.4. TheEuler-CartanTheorem TheLagrangian formalism is theuseofHamilton’sprincipleof stationaryactionfor thederivation of the equations of motion of a system. It is widely used in mathematical physics, often with moregeneralLagrangians involvingmore thanone independentvariableandhigherorderpartial derivativesofdependentvariables. Forsimplicity Iwill considerhereonly theLagrangiansof (maybe time-dependent) conservativemechanical systems. An intrinsic geometric expression of the Euler–Lagrange equations, wich does not use local coordinates,wasobtainedbythegreatFrenchmathematicianÉlieCartan (1869–1951). Letus introduce theconceptsusedbythestatementof this theorem. DeïŹnition1. LetNbe the conïŹgurationspaceof amechanical systemand let its tangentbundleTNbe the space of kinematic states of that system. Weassume that the evolutionwith timeof the state of the system is governedby theEuler–Lagrange equations fora smooth,maybe time-dependentLagrangianL :R×TN→R. 1. ThecotangentbundleT∗Niscalled thephase spaceof the system. 2. ThemapLL :R×TN→T∗N LL(t,v)=dvertL(t,v) , t∈R , v∈TN , where dvertL(t,v) is the vertical differential of L at (t,v), i.e., the differential at v of the the map w →L(t,w),withw∈τ−1N ( τN(v) ) , is called theLegendremapassociated to L. 3. ThemapEL :R×TN→Rgivenby EL(t,v)= 〈LL(t,v),v âŒȘ−L(t,v) , t∈R , v∈TN , is called the the energy functionassociated to L. 4. The1-formonR×TN ̂L=L∗LΞN−EL(t,v)dt , whereΞN is theLiouville1-formonT∗N, is called theEuler–PoincarĂ©1-form. Theorem1 (Euler-CartanTheorem). AsmoothcurveÎł : [t0,t1]→Nparametrizedby the time t∈ [t0,t1] is a solutionof theEuler–Lagrange equations if andonly if, for each t∈ [t0,t1] thederivativewith respect to t of themap t → ( t, dÎł(t) dt ) belongs to thekernel of the2-formd̂L, inotherwords if andonly if i ( d dt ( t, dÎł(t) dt )) d̂L ( t, dÎł(t) dt ) =0. The interestedreaderwillïŹndtheproofof that theoremin[26], (Theorem2.2,Chapter IV,p.262) or, forhyper-regularLagrangians (anadditionalassumptionwhich in fact, isnotnecessary) in [27], Chapter IV,Theorem2.1,p. 167. Remark 1. In his book [14], Jean-Marie Souriau uses a slightly different terminology: for him the odd-dimensional spaceR×TN is the evolutionspaceof the system,and the exact2-formd̂L on that space is theLagrange form.HedeïŹnes that2-forminasettingmoregeneral than thatof theLagrangian formalism. 6
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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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