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Complex Langevin study of an attractively interacting two-component Fermi gas in 1D with population imbalance
Shoichiro Tsutsui (RIKEN Nishina Center for Accelerator-Based Science) 1 In collaboration with T akahiro M. Doi (RCNP Osaka Univ.) Hiroyuki T ajima (Kochi Univ.)
SLIDE 2 My research interest : QCD QCD at fi finite ite de densi sity 2
- J. Phys.: Conf. Ser. 706 022004
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Fermi rmi gas
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PRL 124, 203402 (2020)
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Common feature: sign problem
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Common feature: sign problem
5 What is the sign problem ? Sign problem in cold atom (and QCD) Complex Langevin (theory and application)
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Sign problem: an intuitive picture
6 Numerical evaluation of highly oscillatory integrals is difficult
SLIDE 7 Sign problem: precise statement
7 Monte Carlo
- evaluation of highly oscillatory integrals
is difficult
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Monte Carlo integration
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Positive semi-definite Random number
is viewed as a probability density function if
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Monte Carlo integration for complex P(x)
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Non positive semi-definite
is not viewed as a probability density function if
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Monte Carlo integration for complex P(x)
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Monte Carlo integration for complex P(x)
11 This procedure is known as reweighting.
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Monte Carlo integration for complex P(x)
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Positive semi-definite
Evaluate the numerator and denominator separately
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Statistical error
Signal-to-noise ratio is expo pone nent ntially ially sm small
Sign problem: more precise statement
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Sign problem in ultracold Fermi gas
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Grand partition function attractive contact interaction
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Sign problem in ultracold Fermi gas
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Grand partition function
Hubbard-Stratonovich transformation
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Sign problem in ultracold Fermi gas
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Grand partition function Non positive semi-definite Except for Reweighting Sign problem
SLIDE 17 Sign problem in other systems
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Fermion determinant is non positive semi-definite when
- Even species of fermions with imbalance (↑≠↓)
- Odd species of fermions
- Repulsive interaction
Related topics: polaron, FFLO, High-T c superconductor, Effimov effect, bose-fermi mixture, …
SLIDE 18 Sign problem in QCD
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Fermion determinant is non positive semi-definite when
- Chemical potential is nonzero
Condition of positivity is different from that in non-rela. system
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Complex Langevin
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Parisi, Phys. Lett. 131B (1983) 393, Klauder PRA 29 (1984) 2036
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Complex Langevin
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Parisi, Phys. Lett. 131B (1983) 393, Klauder PRA 29 (1984) 2036 White noise Drift term
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Complex Langevin
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Reach equilibrium
Parisi, Phys. Lett. 131B (1983) 393, Klauder PRA 29 (1984) 2036
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Justification of complex Langevin
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Aarts, Seiler, Stamatescu, PRD 81 (2010) 054608 Aarts, James, Seiler, Stamatescu, EPJ C71 (2011) 1756 Nagata, Nishimura, Shimasaki, PRD 92 (2015) 011501, PTEP 2016 013B01 Original path integral
If or has “good” properties,
Obtained by complex Langevin
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Practically useful criterion
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Nagata, Nishimura, Shimasaki, PRD 92 (2015) 011501, PTEP 2016 013B01
Distribution of the drift term should decay exponen nential tially ly.
Expo ponentia nential l decay cay Power-law. decay
SLIDE 24 Application
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Our setup:
- Two-component Fermion
- Attractive contact interaction
- 1D
Corresponding Hamiltonian:
SLIDE 25 Application
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Our setup:
- Two-component Fermion
- Attractive contact interaction
- 1D
- Lattice regularization
SLIDE 26 Application
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Our setup:
- Two-component Fermion
- Attractive contact interaction
- 1D
- Lattice regularization
SLIDE 27 Application
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Our setup:
- Two-component Fermion
- Attractive contact interaction
- 1D
- Lattice regularization
Continuum limit:
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Dimensionless parameters
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We set*
* This is not the natural unit, where c=1 !
SLIDE 29 What is expected ?
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https://physics.aps.org/articles/v9/86
Poralon (inpurity dressed by medium) FFLO-like state
Orso, PRL 98 (2007) 070402
Pseudogap
T ajima, ST, Doi, arXiv:2005.12124
SLIDE 30 What is expected ?
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https://physics.aps.org/articles/v9/86
Poralon lon ← T
FFLO-like state
Orso, PRL 98 (2007) 070402
Pseudogap
T ajima, ST, Doi, arXiv:2005.12124
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Complex Langevin works !
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Exponential decay
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Extracting the polaron energy
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Dispersion relation of polaron
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Fitting function:
Momentum in lattice unit
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Dispersion relation of polaron
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Fitting function:
Momentum in lattice unit
: Polaron energy
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Polaron energy T emperature
: scattering length : determined by
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Exact result at T=0 limit obtained by thermodynamic Bethe ansatz
- J. B. McGuire, J. Math. Phys. 7, 123 (1966).
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Continuum limit Exact result at T=0 limit obtained by TBA
- J. B. McGuire, J. Math. Phys. 7, 123 (1966).
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T=0 limit Exact result at T=0 limit obtained by TBA
- J. B. McGuire, J. Math. Phys. 7, 123 (1966).
Continuum limit
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T=0 limit Exact result at T=0 limit obtained by TBA
- J. B. McGuire, J. Math. Phys. 7, 123 (1966).
Continuum limit Complex Langevin agrees with TBA
SLIDE 40 Summary
40 What is the sign problem ? Sign problem in cold atom Complex Langevin (theory and application)
- Exponentially small signal-to-noise ratio in
Monte Carlo simulations
- Non positive definite fermion determinant
causes the sign problem.
- In our setup (1D, attractive, βh≠0), complex Langevin is reliable.
- We obtain polaron energy at T ≠0
- Consistent with TBA
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Appendix
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