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Haozhao LIANG(梁豪兆) RIKEN Nishina Center, Japan Graduate School of Science, the University of Tokyo, Japan November 11, 2017 Workshop of Recent Developments in QCD and QFT November 9 - 12, 2017, NTU, Taipei Density Functional Theory with uncertainty quantification from Functional Renormalization Group in Kohn-Sham scheme In collaboration with Tetsuo Hatsuda (RIKEN, Japan) and Yifei Niu (ELI-NP, Romania)

Density Functional Theory with uncertainty quantification ...Dirac and RPA equations Energy functional. of the system Dirac equations. for the ground- state properties with RPA equations

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  • Haozhao LIANG(梁豪兆)RIKEN Nishina Center, Japan

    Graduate School of Science, the University of Tokyo, JapanNovember 11, 2017

    Workshop of Recent Developments in QCD and QFT

    November 9-12, 2017, NTU, Taipei

    Density Functional Theory with uncertainty quantification fromFunctional Renormalization Group in Kohn-Sham scheme

    In collaboration withTetsuo Hatsuda (RIKEN, Japan) and Yifei Niu (ELI-NP, Romania)

  • http://www.nishina.riken.go.jp/index_e.html

    Chart of Nuclei (2017)~ 3000 nuclei

    stable nuclei ~ 300 nucleiunstable nuclei observed so far ~ 3000 nucleidrip-lines (limit of existence)(theoretical predictions) ~ 6000 nucleimagic numbers

    1985年の核図表

    ~ 1500 nuclei(1985)

    Nuclear chart

  • Radioactive isotope beam facilities

    NSCL (USA)FRIB (2020)

    GANIL (France)SPIRAL2, Phase 2 (2016-18)

    ISOLDE, CERNHIE-ISOLDE (2014)

    GSI (Germany)FAIR (2018-20)

    RIBF RIKEN (Japan)SRC+BigRIPS (2007)

    EURISOL (Europe)(Planned)

    TRIUMF ISAC I-II

    RISP (Korea) (Funded)

    ExistingUpgrading

    Best in the world ~70 % speed of light !

  • Atomic nuclei

    Atomic nucleus is a rich system in physics quantum system many-body system (A ~ 100, spin & isospin d.o.f.) finite system (surface, skin, halo, …) open system (resonance, continuum, decay, …)

    Spin and Isospin are essential degreesof freedom in nuclear physics.

    Tanihata:1985

    Neutron halos R ~ A1/3? Not always!11Li: a size as 208Pb

  • Physics of exotic nuclei

    Weakly-bound

    ThresholdContinuumOpen Q.S.

    Halo

    DeformationShape decoupling

    Halo

    Large spatial ext.Low-density N.M.

    2N correlation

    Shell evolutionNew radioact.

    1p emission2p emission2n emission

    Clustering

    Prof. Shan-Gui Zhou’s plenary talk@ INPC2016, Australia

    http://dx.doi.org/10.1103/PhysRevLett.77.3963http://dx.doi.org/10.1103/PhysRevLett.77.3963http://dx.doi.org/10.1088/0034-4885/70/12/R03http://dx.doi.org/10.1088/0034-4885/70/12/R03http://dx.doi.org/10.1103/PhysRevLett.99.022506http://dx.doi.org/10.1103/PhysRevLett.99.022506http://dx.doi.org/10.1103/PhysRevC.87.051302http://dx.doi.org/10.1103/PhysRevC.87.051302http://www.physics.uoguelph.ca/Nucweb/images/figures/ShellStructure_f2_small.jpghttp://www.physics.uoguelph.ca/Nucweb/images/figures/ShellStructure_f2_small.jpghttp://dx.doi.org/10.1016/j.ppnp.2005.06.001http://dx.doi.org/10.1016/j.ppnp.2005.06.001http://web-docs.gsi.de/%7Ewolle/TELEKOLLEG/KERN/LECTURE/Wollersheim/2012/7c-2proton-emission.jpghttp://web-docs.gsi.de/%7Ewolle/TELEKOLLEG/KERN/LECTURE/Wollersheim/2012/7c-2proton-emission.jpghttp://www.texample.net/media/tikz/examples/PNG/borromean-rings.pnghttp://www.texample.net/media/tikz/examples/PNG/borromean-rings.pnghttp://dx.doi.org/10.1088/0954-3899/36/1/013101http://dx.doi.org/10.1088/0954-3899/36/1/013101

  • State-of-the-art nuclear methodologies

    http://www.unedf.org/

    Density functional theory (DFT) aims at understanding both ground-state and excited-state properties of thousands of nuclei in aconsistent and predictive way.

  • Covariant density functional theory

    Covariant density functional theory (CDFT) Fundamental: Kohn-Sham Density Functional Theory

    Scheme: Yukawa meson-exchange nuclear interactions

    Comparing to traditional non-relativistic DFT Effective Lagrangian

    connections to underlying theories, QCD at low energy Dirac equation

    consistent treatment of spin d.o.f. & nuclear saturation properties (3-body effect) Lorentz covariant symmetry

    unification of time-even and time-odd components

    Aoki et al., Prog. Theor. Exp. Phys. 2012, 01A105 (2012)

    Nobel Prize 1949Nobel Prize 1998

  • Dirac and RPA equations

    Energy functional of the system

    Dirac equations for the ground-state properties

    with

    RPA equations for the vibrational excitation properties

    δE/δρ equation of motion for nucleons: Dirac (-Bogoliubov) equations δ2E/δρ2 linear response equation: (Q)RPA equations

    Ring & Schuck, The Nuclear Many-Body Problem (Springer, New York, 1980)

  • Nuclear mass models

    Accuracy for 208Pb: ~1/1600

  • Gamow-Teller resonances

    CDFT+RPA for Gamow-Teller resonances (ΔS = 1, ΔL = 0, Jπ = 1+)

    HZL, Giai, Meng, Phys. Rev. Lett. 101, 122502 (2008)

    GTR excitation energies can bereproduced in a fully self-consistentway.

    New and most important ingredient:Fock terms in CDFT

    exp. @ RCNP

  • r-process nucleosynthesis & nuclear β decays

    Nuclear masses path of r-process Nuclear β-decay rates timescale of r-process EURICA project is providing lots of new β-decay data towards r-process path.

    Courtesy of S. Wanajo

    The 11 greatest unanswered questions of physics

    Key exp. @ RIKEN

    Question 3How were the heavy elements from iron to uranium made?

    Rapid neutron-capture process (r-process)

  • β decays and r-process

    Nuclear β-decay rates and r-process flow (Z = 20 ~ 50 region)

    Niu, Niu, HZL, Long, Niksic, Vretenar, Meng,Phys. Lett. B 723, 172 (2013)

    FRDM+QRPA: widely used nuclear inputRHFB+QRPA: our results

    Classical r-process calculation shows a faster r-matter flow at the N = 82region and higher r-process abundances of elements with A ~ 140.

  • “There exist at least three families of quarks in nature.”"Only three?”

    CKM matrix and its unitarity test

    Plenary talk in INPC2010 “Precision Electroweak Tests of the Standard Model” by Professor William Marciano

    Nobel Prize 2008

    Cabibbo-Kobayashi-Maskawa matrix

  • Cabibbo-Kobayashi-Maskawa matrix quark eigenstates of weak interaction quark mass eigenstates unitarity of CKM matrix test of Standard Model

    Unitarity test Particle Data Group 2016 the most precise test comes from |Vud|2 + |Vus|2 + |Vub|2

    the most precise |Vud| comes from nuclear 0+ 0+ superallowed β transitions

    Nuclear superallowed β transitions experimental measurements theoretical corrections (isospin symmetry-breaking corrections)

    CKM matrix and its unitarity test

  • Isospin corrections & Vud

    Isospin corrections by self-consistent CDFT cited by PDG 2010, 2012, 2014, ...

    HZL, Giai, Meng, PRC 79, 064316 (2009); Satula et al., PRL 106, 132502 (2011); PRC 86, 054316 (2012)

    To our best knowledge: |Vud|2 + |Vus|2 + |Vub|2: 0.997 ~ 1.000 (the 4th family?) ongoing studies ……

  • A dream for next-generation DFT

    quantum-field-theoryoriented DFT

    also cf.Schwenk & Polonyi, arXiv:0403011 [nucl-th]

    Kutzelnigg, JMS 768, 163 (2006)Drut, Furnstahl, Platter, PPNP 64, 120 (2010)

    Braun, JPG 39, 033001 (2012)Metzner et al., RMP 84, 299 (2012)Drews & Weise, PPNP 93, 69 (2017)

    ……

    EDF fromeffective actionFHK[ρ] ~ Γ[ρ]/β

    (Legendre transform)

    theoretical uncertaintiesfrom EFT

    Γ(2), Γ(3), Γ(4) … (power counting)

    non-perturbative nature by

    renormalizationgroup

    ∂kΓk[ρ] = Tr{…}(flow eq.)

    Interdisciplinary:(lattice) QCD

    hadroncold atom

    condensed matterquantum chemistry

    ……

    IUPAP Young Scientist Prize@ INPC2016, Australia

  • Density Functional Theory

    Hohenberg-Kohn theorem [Phys. Rev. 136, B864 (1964)] There exist a universal density functional FHK[ρ(x)]. The ground-state energy Egs attains its minimum value when the density ρ(x)

    has its correct ground-state value.

    The aim of density functional theory (DFT) is to reduce the many-body quantum mechanical problem formulated in terms of

    N-particle wave functions Ψ to the one-particle level with the local densitydistribution ρ(x).

    HK variational principle

    Where is a universal functional, which is valid forany number of particles N and for any external field U(x).

    Goal: FHK[ρ]

  • EDF from effective action

    Strategy: FHK[ρ] Γ[ρ] partition function path integral

    Classical action in Euclidean space

    where U(x) is one-body potential and V(x1, x2) is two-body interaction.

    Partition function in two-particle point-irreducible (2PPI) scheme

    external source J couples ψψ at the same space-time.

    Thermodynamic potential / generating function / Schwinger function

  • Local density

    Effective action Legendre transform of W with respect to J

    Connection to Hohenberg-Kohn theorem

    The universality of the Hohenberg-Kohn functional FHK[ρ] follows from thefact that the background U potential can be absorbed into the source terms J bya simple shift J J – U.

    proof

  • Lippmann-Schwinger eq. / Bethe-Goldstone eq. / Brueckner theoryBrueckner Hartree-Fock, hole-line expansion … (in 1960s, 70s)

    Functional Renormalization Group (FRG) --- Wetterich, PLB 301, 90 (1993)

    Flow equation

    Cited 1500+ times (google scholar, October 2017)in QCD, hadron, nuclear, cold atom, condensed matter,quantum chemistry ……

    Non-perturbative nature of interaction

    Relativistic BHF for finite nucleiShen, Hu, HZL, Meng, Ring, Zhang,Chin. Phys. Lett. 33, 102103 (2016)Shen, HZL, Meng, Ring, Zhang,PRC 96, 014316 (2017)

  • Lippmann-Schwinger eq. / Bethe-Goldstone eq. / Brueckner theoryBrueckner Hartree-Fock, hole-line expansion … (in 1960s, 70s)

    Functional Renormalization Group (FRG) --- Wetterich, PLB 301, 90 (1993)

    Non-perturbative nature of interaction

    FRG + DFT --- Schwenk & Polonyi, arXiv:0403011 [nucl-th]Flow equation

    Relativistic BHF for finite nucleiShen, Hu, HZL, Meng, Ring, Zhang,Chin. Phys. Lett. 33, 102103 (2016)Shen, HZL, Meng, Ring, Zhang,PRC 96, 014316 (2017)

  • FRG Flow equation: a set of coupled differential equations (infinite hierarchy)

    Theoretical uncertainty

    Proper power counting by Γ(0), Γ(2), Γ(3), Γ(4) …? Controllable theoretical uncertainty?

    ……

    To solve exactly?

    To estimate smartly?

  • Model setup Classical action (0D in space-time, bosonic d.o.f.)

    Partition function (2PPI scheme)

    Exact solution Ground-state energy (v0 = v/ω4)

    Ground-state density

    φ4-theory in zero dimension

  • Typical cases

    v/ω4 = 0.01 v/ω4 = 1 v/ω4 = 100

    perturbative non-perturbative highly non-perturbative

    2% error in 6th-order cal.

    barely discussed

    Keitel & Bartosch, JPA 45, 105401 (2012)Kemler & Braun, JPG 40, 085105 (2013)

  • FRG + DFT Flow equation

    Optimized expansion

    Non-interacting part

    Correlation part

    Our ideas

    Ideas of Kohn-Sham To introduce an artificial non-interacting system which provides the same

    ground-state density ρgs with a Kohn-Sham (mean-field) potential Difference between interacting and non-interacting systems is absorbed in the

    correlation (beyond-mean-field) part of EDF, Ex[ρ].

    HZL, Niu, Hatsuda, arXiv:1710.00650

  • Coupled differential equations Optimized FRG + DFT

    Optimized FRG + DFT

    Estimatingupper/lowerbounds

    ……

    To solve

    Keeping asKS counterparts

  • Perturbative case v0 = v/ω4 = 0.01

    Typical cases (I)

    1st-order optimized FRG result is on top of the exact solution in a very largedensity region.

    Theoretical uncertainty is invisible in the figure.

    Effective action vs density, FHK[ρ]. HZL, Niu, Hatsuda, arXiv:1710.00650

  • Non-perturbative case v0 = v/ω4 = 1

    Typical cases (II)

    1st-order result reproduces the exact solution in a wide density region, withcorresponding uncertainty.

    2nd-order result does improve.

    Kemler & Braun (2013)

    Effective action vs density, FHK[ρ].KS optimized FRG

  • Highly non-perturbative case v0 = v/ω4 = 100

    Typical cases (III)

    1st-order result is still able to describe the exact solution with largeuncertainty.

    2nd-order and 3rd-order results improve step by step— accuracy of ρgs increases by factor 4, Egs by factor 10 at each order.

    Ground-state density and energy.

  • In summary

    Ground-state densities and energies: φ4-theory in 0D

    from φ4-theory in 0D to 3+1D finite nuclei …

    DFT ideas of QFT (effective action + RG + EFT) EDF FHK[ρ] is derived from effective action Γ[ρ] in 2PPI scheme with

    Legendre transform. Non-perturbative nature of interaction is handled by FRG with flow equation. Beyond-mean-field effects γ(n) in FHK[ρ] are taken into account order-by-

    order with (proper) theoretical uncertainties.

    8th digit 0.08% 0.8%

    HZL, Niu, Hatsuda, arXiv:1710.00650

  • AcknowledgmentsRIKEN Takumi Doi, Tetsuo Hatsuda, Pascal Naidon, Zhongming Niu,

    Hiroyuki Sagawa, Masaki Sasano, Kazuko Tanabe ……U. Tokyo Asahi Chikaoka, Tomoya Naito, Daisuke OhashiINFN-Milan Gianluca Colò, Xavier Roca-MazaAnhui U. Jian-You Guo, Min ShiTohoku U. Kouichi Hagino, Yusuke TanimuraIBS-Raon Youngman Kim, Yeunhwan LimLanzhou U. Wen Hui LongPeking U. Jie Meng, Shihang ShenJAEA Futoshi MinatoTsukuba U. Takashi Nakatsukasa, Zhiheng WangZagreb U. Tamara Nikšić, Dario VretenarELI-NP Yifei NiuTU München Peter RingIPN-Orsay Nguyen Van GiaiOsaka U. Hiroshi TokiSophia U. Shinya WanajoArgonne Pengwei ZhaoITP-CAS Shan-Gui Zhou Thank you!

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