Abstract
Let \({\mathfrak{C}}\) denote the Clifford algebra over \({\mathbb{R}^n}\), which is the von Neumann algebra generated by n self-adjoint operators Q j , j = 1,…,n satisfying the canonical anticommutation relations, Q i Q j + Q j Q i = 2δ ij I, and let τ denote the normalized trace on \({\mathfrak{C}}\). This algebra arises in quantum mechanics as the algebra of observables generated by n fermionic degrees of freedom. Let \({\mathfrak{P}}\) denote the set of all positive operators \({\rho\in\mathfrak{C}}\) such that τ(ρ) = 1; these are the non-commutative analogs of probability densities in the non-commutative probability space \({(\mathfrak{C},\tau)}\). The fermionic Fokker–Planck equation is a quantum-mechanical analog of the classical Fokker–Planck equation with which it has much in common, such as the same optimal hypercontractivity properties. In this paper we construct a Riemannian metric on \({\mathfrak{P}}\) that we show to be a natural analog of the classical 2-Wasserstein metric, and we show that, in analogy with the classical case, the fermionic Fokker–Planck equation is gradient flow in this metric for the relative entropy with respect to the ground state. We derive a number of consequences of this, such as a sharp Talagrand inequality for this metric, and we prove a number of results pertaining to this metric. Several open problems are raised.
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Ambrosio, L., Gigli, N., Savaré, G.: Gradient flows in metric spaces and in the space of probability measures. In: Lectures in Mathematics ETH Zürich. 2nd ed. Birkhäuser Verlag, Basel (2008)
Ambrosio, L., Gigli, N., Savaré, G.: Calculus and heat flow in metric measure spaces and applications to spaces with ricci bounds from below. Invent. Math. 195(2), 289–391 (2014)
Benamou J.-D., Brenier Y.: A computational fluid mechanics solution to the Monge–Kantorovich mass transfer problem. Numer. Math. 84, 375–393 (2000)
Biane P., Voiculescu D.: A free probability analogue of the Wasserstein metric on the trace-state space. Geom. Funct. Anal. 11, 1125–1138 (2001)
Bogoliubov N.N.: Phys. Abh. SU. 1, 229 (1962)
Carlen E.A.: Trace inequalities and quantum entropy: an introductory course. Entropy and the quantum. Contemp. Math. 529, 73–140 (2010)
Carlen E.A., Gangbo W.: Constrained steepest descent in the 2-Wasserstein metric. Arch. Ration. Mech. Anal. 172, 21–64 (2004)
Carlen E.A., Gangbo W.: Solution of a model Boltzmann equation via steepest descent in the 2-Wasserstein metric. Ann. Math. 157(3), 1–40 (2003)
Carlen E.A., Lieb E.H.: Optimal hypercontractivity for Fermi Fields and related non-commutative integration inequalities. Commun. Math. Phys. 155, 27–46 (1993)
Carlen E.A., Lieb E.H.: Brascamp–Lieb inequalities for non-commutatative integration. Documenta Math. 13, 553–584 (2008)
Carrillo J.A., McCann R.J., Villani C.: Contractions in the 2-Wasserstein length space and thermalization of granular media. Arch. Ration. Mech. Anal. 179, 217–263 (2006)
Chow, S.-N., Huang, W., Li, Y., Zhou, H.: Fokker–Planck equations for a free energy functional or Markov process on a graph. Arch. Ration. Mech. Anal. 203(3), 969–1008 (2012)
Daneri S., Savaré G.: Eulerian calculus for the displacement convexity in the Wasserstein distance. SIAM J. Math. Anal. 40(3), 1104–1122 (2008)
Dyson F.J., Lieb E.H., Simon B.: Phase transitions in quantum spin systems with isotropic and nonisotropic interactions. J. Stat. Phys. 18(4), 335–383 (1978)
Erbar M.: The heat equation on manifolds as a gradient flow in the Wasserstein space. Ann. Inst. Henri Poincaré Probab. Stat. 46, 1–23 (2010)
Erbar M., Maas J.: Ricci curvature of finite Markov chains via convexity of the entropy. Arch. Ration. Mech. Anal. 206, 997–1038 (2012)
Fang S., Shao J., Sturm K.-Th.: Wasserstein space over the Wiener space. Probab. Theory Relat. Fields 146, 535–565 (2010)
Gigli, N., Kuwada, K., Ohta, S.-i.: Heat flow on Alexandrov spaces. Commun. Pure Appl. Math. 66(3), 307–331 (2013)
Gross L.: Existence and uniqueness of physical ground states. J. Funct. Anal. 10, 52–109 (1972)
Gross L.: Hypercontractivity and logarithmic Sobolev inequalities for the Clifford–Dirichlet form. Duke Math. J. 42, 383–396 (1975)
Jordan R., Kinderlehrer D., Otto F.: The variational formulation of the Fokker–Planck equation. SIAM J. Math. Anal. 29, 1–17 (1998)
Kubo R.: Statistical-mechanical theory of irreversible processes. I. General theory and simple applications to magnetic and conduction problems. J. Phys. Soc. Jpn. 12, 570–586 (1957)
Lieb E.H.: Convex trace functions and the Wigner–Yanase–Dyson conjecture. Adv. Math. 11, 267–288 (1973)
Maas J.: Gradient flows of the entropy for finite Markov chains. J. Funct. Anal. 261, 2250–2292 (2011)
McCann R.J.: A convexity principle for interacting gases. Adv. Math. 128, 153–179 (1997)
Mielke A.: A gradient structure for reaction–diffusion systems and for energy–drift–diffusion systems. Nonlinearity 24, 1329–1346 (2011)
Mielke, A.: Geodesic convexity of the relative entropy in reversible Markov chains. Calc. Var. Partial Differ. Equ. 48(1–2), 1–31 (2013)
Mori H.: Transport, collective motion, and Brownian motion. Progr. Theor. Phys. 33, 423–455 (1965)
Nelson E.: The free Markoff field. J. Funct. Anal. 12, 211–227 (1973)
Ohta S.-I., Sturm K.-Th.: Heat flow on Finsler manifolds. Commun. Pure Appl. Math. 62, 1386–1433 (2009)
Otto F.: The geometry of dissipative evolution equations: the porous medium equation. Commun. Partial Differ. Equ. 26, 101–174 (2001)
Otto F., Westdickenberg M.: Eulerian calculus for the contraction in the Wasserstein distance. SIAM J. Math. Anal. 37(4), 1227–1255 (2005)
Otto F., Villani C.: Generalization of an inequality by Talagrand and links with the logarithmic Sobolev inequality. J. Funct. Anal. 173, 361–400 (2000)
Segal I.E.: A non-commutative extension of abstract integration. Ann. Math. 57, 401–457 (1953)
Segal I.E.: Tensor algebras over Hilbert spaces II. Ann. Math. 63, 160–175 (1956)
Segal I.E.: Algebraic integration theory. Bull. Am. Math. Soc. 71, 419–489 (1965)
Talagrand M.: Transportation cost for Gaussian and other product measures. Geom. Funct. Anal. 6, 587–600 (1996)
Villani, C.: Topics in optimal transportation, vol. 58. In: Graduate Studies in Mathematics. American Mathematical Society, Providence (2003)
Villani, C.: Optimal transport, old and new, vol. 338. Grundlehren der Mathematischen Wissenschaften. Springer, Berlin (2009)
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Communicated by H.-T. Yau
E. A. Carlen’s work was partially supported by US National Science Foundation Grant DMS 0901632.
J. Maas’s work was partially supported by Rubicon subsidy 680-50-0901 of the Netherlands Organisation for Scientific Research (NWO).
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Carlen, E.A., Maas, J. An Analog of the 2-Wasserstein Metric in Non-Commutative Probability Under Which the Fermionic Fokker–Planck Equation is Gradient Flow for the Entropy. Commun. Math. Phys. 331, 887–926 (2014). https://doi.org/10.1007/s00220-014-2124-8
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DOI: https://doi.org/10.1007/s00220-014-2124-8