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Entropy2016,18, 370 Remark8. The2-formdĪøN isa symplectic formonthe cotangentbundleTāˆ—N,called its canonical symplectic form.WehaveshownthatwhentheLagrangianL ishyper-regular, the equationsofmotioncanbewritten in three equivalentmanners: 1. as theEuler–Lagrange equationsonRƗTM, 2. as the equations given by the kernels of the presymplectic formsdĢ‚L ordĢ‚HL which determine the foliations intocurvesof the evolutionspacesRƗTMintheLagrangian formalism,orRƗTāˆ—Minthe Hamiltonian formalism, 3. as theHamilton equation associated to theHamiltonian HL on the symplecticmanifold (Tāˆ—N,dĪøN), oftencalled thephase spaceof the system. 4.3.1. TheTulczyjewIsomorphisms Around1974, Tulczyjew [34,35] discovered (βN wasprobably known longbefore 1974, but I believe thatαN,muchmorehidden,wasnoticedbyTulczyjewfor thefirst time) tworemarkablevector bundles isomorphismsαN :TTāˆ—N→Tāˆ—TNandβN :TTāˆ—N→Tāˆ—Tāˆ—N. The first one αN is an isomorphism of the bundle (TTāˆ—N,TĻ€N,TN) onto the bundle (Tāˆ—TN,Ļ€TN,TN), while the second βN is an isomorphismof the bundle (TTāˆ—N,Ļ„Tāˆ—N,Tāˆ—N) onto thebundle (Tāˆ—Tāˆ—N,Ļ€Tāˆ—N,Tāˆ—N). Thediagrambelowiscommutative. Tāˆ—Tāˆ—N Ļ€Tāˆ—N TTāˆ—N βN Ļ„Tāˆ—N TĻ€N αN Tāˆ—TN Ļ€TN Tāˆ—N Ļ€N TN Ļ„N N Sincetheyarethetotalspacesofcotangentbundles, themanifoldsTāˆ—TNandTāˆ—Tāˆ—Nareendowed with theLiouville1-forms ĪøTN and ĪøTāˆ—N, andwith thecanonical symplectic formsdĪøTN anddĪøTāˆ—N, respectively.UsingtheisomorphismsαN andβN,wecanthereforedefineonTTāˆ—N two1-formsĪ±āˆ—NĪøTN andĪ²āˆ—NĪøTāˆ—N, andtwosymplectic2-formsĪ±āˆ—N(dĪøTN)andĪ²āˆ—N(dĪøTāˆ—N). Theveryremarkablepropertyof the isomorphismsαN andβN is that the twosymplectic formssoobtainedonTTāˆ—Nareequal: Ī±āˆ—N(dĪøTN)= Ī²āˆ—N(dĪøTāˆ—N) . The 1-forms Ī±āˆ—NĪøTN and Ī²āˆ—NĪøTāˆ—N are not equal, their difference is the differential of a smoothfunction. 4.3.2. LagrangianSubmanifolds In viewof applications to implicitHamiltonian systems, let us recall here that a Lagrangian submanifold of a symplectic manifold (M,ω) is a submanifold N whose dimension is half the dimensionofM, onwhichthe forminducedbythesymplectic formω is0. Let L : TN → R and H : Tāˆ—N → R be two smooth real valued functions, defined on TN andonTāˆ—N, respectively. ThegraphsdL(TN) anddH(Tāˆ—N)of theirdifferentials areLagrangian submanifolds of the symplectic manifolds (Tāˆ—TN,dĪøTN) and (Tāˆ—Tāˆ—N,dĪøTāˆ—N). Their pull-backs Ī±āˆ’1N ( dL(TN) ) and Ī²āˆ’1N ( dH(Tāˆ—N) ) by the symplectomorphisms αN and βN are therefore two Lagrangian submanifolds of the manifold TTāˆ—N endowed with the symplectic form Ī±āˆ—N(dĪøTN), which isequal to thesymplectic formĪ²āˆ—N(dĪøTāˆ—N). Thefollowingtheoremenlightenssomeaspectsof therelationshipsbetweentheHamiltonianand theLagrangianformalisms. 13
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Differential Geometrical Theory of Statistics
Title
Differential Geometrical Theory of Statistics
Authors
FrƩdƩric 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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