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Charm quark diffusion coefficient and relaxation time on the quenched lattice Atsuro Ikeda, Masayuki Asakawa, Masakiyo Kitazawa Osaka University XQCD2016 Anisotropic flow of open charm Large elliptic flow of open charm charm flow ~


  1. Charm quark diffusion coefficient and relaxation time on the quenched lattice Atsuro Ikeda, Masayuki Asakawa, Masakiyo Kitazawa Osaka University XQCD2016

  2. Anisotropic flow of open charm • Large elliptic flow of open charm → charm flow ~ medium flow • Rapid thermalization of charm quarks? • Diffusion coefficient is an important quantity

  3. Transport coefficient on the lattice  Shear viscosity Karsch and Wyld 1987, Nakamura and Sakai 2005, Meyer 07, Haas 2013, Borsanyi et al. 2014, etc …  Electric conductivity Gupta 2004, Aarts et al. 2014, etc …  Quark diffusion coefficient Ding et al. 2011, Banerjee et al. 2012, Aarts et al. 2015, Francis et al. 2015 etc… There is a numerical difficulty, called ill-posed problem, and analyses still have uncertainty. Ding et al. arXiv:1504.05274

  4. Measurement of Diffusion coefficient 1. Ansatz for spectral function  Depend on ansatz Kubo formula  Lattice Euclidean correlator has a lattice artifact 𝐸 = 𝜌 1 𝜍 𝑗𝑗 𝜕, Ԧ 𝑞 χ lim 𝜕→0 lim 2. Maximum entropy method 3 𝜕 Ԧ 𝑞→0  Reconstructed spectral function has the 𝑦 𝑘 𝜈 𝜐, Ԧ † 0, 0 𝐹 𝜐, 𝑞 = න 𝑒 3 𝑦 𝑓 𝑗 Ԧ 𝑞 ⋅ Ԧ strong correlation in whole 𝜕 -space 𝐻 𝜈𝜈 𝑦 𝑘 𝜈  Not sensitive to low energy structure ∞ 𝑒𝜕 cosh (1/2𝑈 − 𝜐)𝜕 = න 𝜍 𝜈𝜈 𝜕, Ԧ 𝑞 Our strategy sinh 𝜕/2𝑈 0 3. Structure of 𝐻 00 (𝜐, 𝑞 2 ) (new) for 𝜈 = 0,1,2,3  𝜕 2 𝜍 00 𝜕, 𝑞 = 𝑞 𝑗 𝑞 𝑘 𝜍 𝑗𝑘 𝜕, 𝑞 = ill-posed problem 𝑞 2 𝜍 𝑀 (𝜕, 𝑞) High energy component of 𝜍 00 (𝜕, 𝑞) is suppressed by 1/𝜕 2 comparing with 𝜍 𝑗𝑗 𝜕, 𝑞

  5. Linear response theory  Consider the two relaxation process [Kadanoff and Martin 1963] Perturbative Hamiltonian compare Classical source ℎ(𝑠) 𝐼 𝑠, 𝑨 = 𝐼 0 𝑠 + 𝜀𝐼 𝑠, 𝑢 𝜀 𝑜 𝑠 = 𝜓ℎ(𝑠) 𝜀𝐼 𝑠, 𝑢 = 𝑓 𝜗𝑢 𝜄 −𝑢 ℎ(𝑠) Turn off suddenly 𝑢 𝑒𝑢′ 𝑜 𝑠, 𝑢 , 𝜀𝐼 𝑠 ′ , 𝑢 ′ 𝜀 𝑜 𝑠 = −𝑗 න 𝑓𝑟 −∞ Relaxation process 𝜖 2 𝜖𝑢 2 + 𝜖 𝜖𝑢 𝑘 0 𝑦, 𝑢 = −𝐸𝛼 2 𝑘 0 𝑦, 𝑢 𝜐 relax Response lag caused by heavy quark mass Low energy structure of the spectral function න hydro (𝜕, 𝑙) 𝜓𝐸|𝑙| 2 𝜍 00 = 1 2 𝜕 𝜌 𝜕 2 + 𝐸|𝑙| 2 − 𝜐𝜕 2 𝜕 2 𝜍 00 𝜕, 𝑞 = 𝑞 𝑗 𝑞 𝑘 𝜍 𝑗𝑘 𝜕, 𝑞 Kubo formula 𝜍 𝑗𝑗 𝜕, 𝑙 𝐸 = 𝜌 1 𝜓 lim 𝜕→0 lim 3 𝜕 𝑙→0

  6. Assumptions  Structure of the spectral function ℎ𝑧𝑒𝑠𝑝 𝜕, Ԧ ℎ𝑗𝑕ℎ 𝜕, Ԧ 𝜍 00 (𝜕, Ԧ 𝑞) = 𝜍 00 𝑞 + 𝜍 00 𝑞 hydro (𝜕, Ԧ 𝜓 𝑞 2 𝐸| Ԧ 𝑞| 2 𝜍 00 𝑞) = 1 ℎ𝑗𝑕ℎ 𝜕, Ԧ 𝜍 𝜈𝜈 𝑞 ≥ 0 𝜍 00 (𝜕) 𝜕 2 + 𝐸| Ԧ 𝑞| 2 − 𝜐𝜕 2 2 𝜕 𝜌 Scale high energy part separation hydro part 𝐸𝑞 2 2𝑛 𝑟 𝜕  Quark number susceptibility 2 𝜓 𝑞 2 = 𝜓 + 𝜓 ′ 𝑞 + ⋯ 𝑈 𝜓 ′ ≪ 𝜓 𝐻 00 𝜐, 0 = 𝜓𝑈

  7. Mid-point expansion of 𝐻 00 𝜐, p 2 4 ∞ 𝑒𝜕 1 + 1 1 𝜍 00 𝜕, Ԧ 𝑞 1 𝑈 2 𝜕 2 𝐻 00 𝜐, Ԧ 𝑞 = න 2 − 𝑈𝜐 + 𝑃 2 − 𝑈𝜐 𝜕 2 sinh 0 2𝑈 2 ≡ 𝑁 0 𝑞 2 + 1 1 𝑁 2 𝑞 2 + ⋯ 2 − 𝑈𝜐 2 𝐻 00 (𝜐, p) around mid-point is the most 𝑁 0 𝑞 2 𝐻 00 𝜐𝑈, Ԧ 𝑞 sensitive to the low energy structure of the spectral function 𝜍 00 (𝜕, 𝑞) But 𝑁 0 0 = 𝑈𝜓 and 𝑁 2 0 = 0 M 2 𝑞 2 0.5 𝜐𝑈 𝜖𝑁 0 𝑞 2 𝜖𝑁 2 𝑞 2 Study 𝑏𝑜𝑒 at ෤ 𝑞 → 0 𝑞 2 𝑞 2 𝜖 ෤ 𝜖 ෤ ℎ𝑗𝑕ℎ 𝑞 2 𝑁 𝑜 𝑞 2 = 𝑁 𝑜 𝑚𝑝𝑥 𝑞 2 + 𝑁 𝑜 𝑞 ≡ 𝑞/𝑈 ෤

  8. 𝜖𝑁 0 𝑞 2 /𝜖 ǁ 𝑞 2 𝑚𝑝𝑥 𝑞 2 𝜖𝑁 0 = ℎ 0 𝜐 relax 𝑈 𝜓𝐸𝑈 2 + 𝜓 ′ 𝑈 อ 𝑞 2 𝜖 ෤ 𝑞 2 =0 ෤ − 𝑚𝑝𝑕2 𝜌 ∞ 𝜖 1 ℎ𝑧𝑒𝑠𝑝 𝜕, 𝑞 ℎ 0 𝜐 relax 𝑈 ≡ lim 𝜖 𝐸𝑞 2 න 𝑒𝜕 𝜍 00 𝜕 𝑞 2 →0 ෤ sinh 0 2𝑈 < 0 ℎ𝑗𝑕ℎ 𝑞 2 and ℎ𝑗𝑕ℎ 𝑞 2 > 0 𝑚𝑝𝑥 𝑞 2 + 𝑁 0 𝜖 with 𝑁 0 𝑞 2 = 𝑁 0 𝑞 2 𝑁 0 𝜖 ෤ 𝑈 2 𝑁 0 𝑞 2 − 𝜓 ′ 1 𝜖 𝐸 𝑀 𝑈 ≡ อ < 𝐸𝑈 𝑞 2 𝑈 3 𝑈 2 ℎ 0 𝜐 relax 𝑈 𝜓 𝜖 ෤ 𝑞 2 =0

  9. 𝜖𝑁 2 𝑞 2 /𝜖 ǁ 𝑞 2 𝑚𝑝𝑥 𝑞 2 𝜌 𝜖𝑁 2 න = ℎ 2 𝑈𝜐 relax 𝜓𝐸 อ 𝑞 2 𝜖 ෤ 𝑞 2 =0 ෤ ∞ 𝑈 2 𝜖𝜕 2 𝜍 00 𝜕, 𝑞 ℎ 2 𝑈𝜐 relax ≡ lim 𝑞 2 →0 න 𝑒𝜕 𝜕 𝜖 𝐸𝑞 2 ෤ sinh 0 2𝑈 > 0 ℎ𝑗𝑕ℎ 𝑞 2 , ℎ𝑗𝑕ℎ 𝑞 2 > 0 with 𝑁 2 𝑞 2 = 𝑁 2 𝑚𝑝𝑥 𝑞 2 + 𝑁 2 𝜖 𝑞 2 𝑁 2 𝜖 ෤ 𝑁 2 𝑞 2 1 𝜖 𝐸𝑈 < 𝐸 𝑉 𝑈 ≡ อ 𝑞 2 ℎ 2 (𝑈𝜐 𝑠𝑓𝑚𝑏𝑦 ) 𝜖 ෤ 𝜓𝑈 𝑞 2 =0 𝐸 𝑀 𝑈 < 𝐸𝑈 < 𝐸 𝑉 𝑈 Opposite sign of h 0 < 0 and ℎ 2 > 0

  10. Lattice set up  Quenched lattice N τ T/T c 𝑂 𝜏 Δ p/T Nconf  Wilson Fermion and standard 16 4.68 128 0.196 361 Wilson gauge action 20 3.74 128 0.245 229 𝛾 = 7.0, 𝛿 𝐺 = 3.476 24 3.12 128 0.294 240 [Asakawa, Hatsuda 2004] 28 2.67 128 0.344 91  Anisotropic lattice with 32 2.34 128 0.397 100 𝑏 𝜏 32 2.34 64 0.794 304 𝜊 = 𝑏 𝜐 = 4 and 𝑂 𝜏 = 128 36 2.08 128 0.442 100 for high momentum resolution 40 1.87 128 0.491 100 𝑀 𝜏 / 𝑀 𝜐 = 11.5~32 44 1.7 128 0.54 89 Blue Gene/Q@KEK Iroiro++

  11. 𝐹 (𝜐, 𝑞) 𝐻 00 𝑂 𝜐 = 24 1. Mid-point correlator at 𝑞 → 0 Momentum dependence of 2. Curvature

  12. ǁ ǁ 𝑞 2 and 𝜖𝑁 2 (𝑞 2 )/𝜖 𝜖𝑁 0 (𝑞 2 )/𝜖 𝑞 2 𝜖𝑁 0 (𝑞 2 )/𝜖 ෤ 𝑞 2 𝜖𝑁 2 (𝑞 2 )/𝜖 ෤ 𝑞 2 intercept 𝑞 2 < 1  Fit with linear function where ෤  From 𝑂 𝜐 = 32 , finite volume dependence is well suppressed

  13. Result: 𝐸 𝑀 (𝜐 𝑠𝑓𝑚𝑏𝑦 )𝑈 < 𝐸𝑈 < 𝐸 𝑉 (𝜐 𝑠𝑓𝑚𝑏𝑦 )𝑈 Ding et al. arXiv:1504.05274  Consistent with previous works  High energy contribution become larger for lower T  Information on 𝜐 𝑠𝑓𝑚𝑏𝑦 is needed to determine D

  14. Constraint on 𝐸 and 𝜐 𝑠𝑓𝑚𝑏𝑦 𝑂 𝜐 = 20, 𝑈/𝑈 𝑑 = 3.74 𝐸 𝑉 (𝜐 𝑠𝑓𝑚𝑏𝑦 )𝑈 𝐸 𝑀 (𝜐 𝑠𝑓𝑚𝑏𝑦 )𝑈 𝐸 𝑀 𝑈 at 𝜐 𝑠𝑓𝑚𝑏𝑦 = 0 is still lower limit.

  15. 𝜐 𝑠𝑓𝑚𝑏𝑦 from Langevin dynamics 𝜐 𝑠𝑓𝑚𝑏𝑦 kinetic 𝑛 𝑑 on the lattice? 𝑈 = 𝑛 𝑑 𝐸 from Langevin dynamics or heavy quark limit [Petreczky, Teany 2006 Caron-Huot et al. 2009] 𝑂 𝜐 = 20, 𝑈/𝑈 𝑑 = 3.74 𝑈 = 𝑛 𝑑 𝜐/𝐸 𝑀 (𝜐 𝑠𝑓𝑚𝑏𝑦 ) 𝜐/𝐸 𝑉 (𝜐 𝑠𝑓𝑚𝑏𝑦 ) 𝜐 𝑠𝑓𝑚𝑏𝑦 𝐸 We need 𝜐 𝑠𝑓𝑚𝑏𝑦 or 𝜐 𝑠𝑓𝑚𝑏𝑦 /𝐸 on the lattice

  16. Conclusion  Constraint on 𝐸 and 𝜐 𝑠𝑓𝑚𝑏𝑦 in ( 𝐸, 𝜐 𝑠𝑓𝑚𝑏𝑦 ) -plane from the p-dependence 1 𝐹 of the mid-point correlator 𝐻 00 2𝑈 , 𝑞 on the lattice with basic assumptions for the spectral function 𝜍 00 (𝜕, Ԧ 𝑞) . 𝑞 2 and 𝜖𝑁 2 (𝑞 2 )/𝜖 ෤ 𝑞 2 with good statistics.  We obtain 𝜖𝑁 0 (𝑞 2 )/𝜖 ෤ 𝑀 𝜏  Spatial volume dependence was well suppressed even with 𝑀 𝜐 = 8 . Future work 𝜖𝜓 𝑞 2  Can we measure 𝜓 ′ = ฬ on the lattice? 𝜖 𝑞 2 𝑞 2 =0  Other information on D and 𝜐 relax ?  Estimate of high energy contribution of 𝜍 𝜈𝜈 𝜕, Ԧ 𝑞 (MEM, ansatz for spectral function): 𝐸 𝑀 (𝜐 𝑠𝑓𝑚𝑏𝑦 )𝑈 < 𝐸𝑈 < 𝐸 𝑉 (𝜐 𝑠𝑓𝑚𝑏𝑦 )𝑈 ֜ equality

  17. ℎ 0 𝜐𝑈 and ℎ 2 (𝜐𝑈) 𝑚𝑝𝑕2 1 ℎ 0 𝜐 relax 𝑈 = − 𝜌 + 𝑈𝜐 relax 1 − 𝐺 < 0 𝑈𝜐 relax 1 1 ℎ 2 𝑈𝜐 relax = 𝑈𝜐 relax 𝐺 𝑈𝜐 relax >0 ∞ 𝐺 𝑏 ≡ 𝑏 𝑦 1 = −1 + alog2 − a 𝑏 1 𝜌 න 𝜌 Ψ 4𝜌 − Ψ sinh 𝑏 𝑦 2 + 1 𝜌 2𝜌 2 𝑦 0 Ψ 𝑨 ≡ 𝑒 𝑒𝑨 𝑚𝑝𝑕Γ(𝑨) 𝜌 − 𝑚𝑝𝑕2 𝜌

  18. Low energy structure of 𝜍 00 𝜕, Ԧ 𝑞 [Kadanoff and Martin 1963] Consider the diffusion eq. as the relaxation process 𝜖 2 𝜖 𝜖𝑢 𝑘 0 𝑦, 𝑢 = 𝐸𝛼 2 𝑘 0 𝑦, 𝑢 𝜐 relax 𝜖𝑢 2 + Response lag caused by heavy quark mass Low energy structure of the spectral function hydro (𝜕, Ԧ 𝑞| 2 𝜍 00 𝑞) = 1 𝜓( Ԧ 𝑞)𝐸| Ԧ 𝜕 2 + 𝐸| Ԧ 𝑞| 2 − 𝜐𝜕 2 2 𝜕 𝜌 න 𝜕 2 𝜍 00 𝜕, 𝑞 = 𝑞 𝑗 𝑞 𝑘 𝜍 𝑗𝑘 𝜕, 𝑞 Kubo formula 𝐸 = 𝜌 1 𝜍 𝑗𝑗 𝜕, Ԧ 𝑞 𝜓 lim 𝜕→0 lim 3 𝜕 𝑞→0 Ԧ

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