SLIDE 1 Localization and universality in
non-Hermitian many-body systems
Ryusuke Hamazaki
R.H., K. Kawabata and M. Ueda.
- Phys. Rev. Lett. 123, 090603 (2019)
R.H., K. Kawabata, N. Kura and M. Ueda.
- Phys. Rev. Research, to appear
[arXiv:1904.13082] iTHEMS QFT Seminar
Kohei Naoto
Sorry, this talk is *mainly based on numerical results *not about quantum field theory
SLIDE 2 Introduction Non-Hermitian many-body localization
・Non-Hermitian Hamiltonians ・Many-body localization in Hermitian systems
Universality in non-Hermitian random matrices
R.H., K. Kawabata and M. Ueda.
- Phys. Rev. Lett. 123, 090603 (2019)
R.H., K. Kawabata, N. Kura and M. Ueda.
arXiv:1904.13082
Outline
SLIDE 3 Non-Hermitian many-body localization
・Non-Hermitian Hamiltonians
Universality in non-Hermitian random matrices
R.H., K. Kawabata and M. Ueda.
- Phys. Rev. Lett. 123, 090603 (2019)
R.H., K. Kawabata, N. Kura and M. Ueda.
arXiv:1904.13082
Outline
Introduction
・Many-body localization in Hermitian systems
SLIDE 4 Thermalization of isolated quantum systems
unitary time evolution
?
Dating back to J. von Neumann in 1929
microcanonical ensemble Observation of thermalization dynamics
with ultra cold atomic gases
(almost isolated, highly tunable systems)
cf)
- S. Trotzky et al., Nature Physics (2012)
Rapid development in these two decades
Deriving stat. mech. from quant. mech.
SLIDE 5
Localization transition in quantum many-body systems
Generic translation invariant systems thermalize
unitary time evolution Delocalized (ergodic) phase:
thermalization
Possibility of two phases in disordered systems
disorder
strength
<latexit sha1_base64="nkmDE2HqLhcTPRFGszsIJat9lkA=">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</latexit>
e.g.)
MBL phase:
no thermalization
transition many conserved
quantities (many-body localized)
SLIDE 6
Theory of many-body localization:
level-spacing statistics
Delocalized phase:
thermalization
disorder
strength
MBL phase:
no thermalization
transition
Level spacing distributions
<latexit sha1_base64="qsvPS1bu2z4RbpLfXOar7V/ZrtU=">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</latexit> <latexit sha1_base64="PbmnvLKSUjMG90NqEQtEFLUnYQo=">AIiHicjZVLb9NAEMenLQ8THm3hgsQlIioCVXrFNGWU1UunFAf9CE1oUrcdbC6fsh2Q0uUL4C4AgdOIHFAfAHuXPgCHPoREMciceHAfydO0jSxE1eNZ+fxm9kZr10NlBPFQhyPjU+cO3/honEpd/nK1WuTU9PXNyP/ILTkhuUrP9yuViKpHE9uxE6s5HYQyopbVXKruv9Y27fqMowc3sWHwWy7FZqnmM7ViWGaq3U3J0qiFkhGmaeS2Y8w8FhMXFhaK5kDe1CVeBkmvFn574RiXaI58sOiCXJHkUQ1ZUoQh/O2SoAC6MjWgCyE5bJfUpBxiD+Al4VGBdh+/Nax2Eq2HtWZGHG0hi8J/iMg8zYif4os4ET/EV/FL/EtlNZihaznCvdqKlcHu5Oub63+HRrm4x/SC7iMyhLwPW9xlZMTbkDxojhDp02HGbtu5bPjp7kWZvjWuI0BNuo/ZXN0xtzOV7AoirF3WZs8lRp0LPA8H1IA1knfKXam/en+y/mhtpnFHfBK/MaOP4lh8x5S8+h/r86pc+wC65nuIetmpUPdqD8wSpDpI+rkp89rHWmLPivPpWguwNZMq0ygu19OltOdo4a5GZoQDGSGkUQlVfuL6GVo/OsNOYdg9jOy+KtQd9XD0GbRBuou5aUoeuhBdroEd070hdSnuwyBeCatBxNLQvSqe8yDmzkBiOdl3OtHm02JhpanFhNrW9k91j5/iVqZmhr3I9uzdHM/5exzI2V/3plpN09aHdpz7kzMqFUFGT0JOm9qfVp6+9Fv6/Yi+1wryN3Zat8qfGt8rhts13P1mKQzag+ZxPdah+UKkm6lZ2t76GfpcGDGfo9hWZ3Om7d1bNZHX5Xuqf8FPu1ZpfjXp6u4aw/14BvdPtDnE8XNouzpg1Vx8UlpaTr7VBt+g2TrtJ87RET2iFNrALm97QW3pn5AxhzBuLdfxsSTmBvVcxvJ/vFqxyg=</latexit> <latexit sha1_base64="XuJD8tJhHNz9GYW2RVYXfnEaNIc=">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</latexit>
many-body eigenvalues
<latexit sha1_base64="gEWfub1wno/2+P0QiJkJT9XKkQ=">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</latexit>
Universality of random matrices:
complexity of eigenstates
RMT
uncorrelated eigenstates:
many symmetry sectors
Poisson
SLIDE 7 Non-Hermitian many-body localization Threefold way in non-Hermitian random matrices
R.H., K. Kawabata, N. Kura and M. Ueda.
arXiv:1904.13082
Outline
Introduction
・Many-body localization in Hermitian systems ・Non-Hermitian Hamiltonians
R.H., K. Kawabata and M. Ueda.
- Phys. Rev. Lett. 123, 090603 (2019)
SLIDE 8 Dynamics of open quantum systems
Real systems are attached to external environment How does it affect stat. mech. of many-body dynamics? State-of-the-art experiments in e.g., cold atoms Controllable dissipation, real-time measurement
Increase of particle lifetime with measurement (quantum Zeno effect) Measurement strength Lifetime
cf) YS. Patil et al., PRL (2015)
<latexit sha1_base64="BMX9sQsOZAbCfuNTD+UMPzwQno0=">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</latexit> <latexit sha1_base64="BMX9sQsOZAbCfuNTD+UMPzwQno0=">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</latexit> <latexit sha1_base64="BMX9sQsOZAbCfuNTD+UMPzwQno0=">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</latexit> <latexit sha1_base64="BMX9sQsOZAbCfuNTD+UMPzwQno0=">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</latexit>
A class of open systems is described by non-Hermitian Hamiltonian
SLIDE 9
Time-reversal symmetry and real-complex transition
If , eigenvalues of are either real or
form a complex-conjugate pair
Time-reversal operator with
<latexit sha1_base64="61o/Fh20wtCzS0nChMX97f4SG3g=">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</latexit> <latexit sha1_base64="oawHtlW0QDSg6REA4q480PBnw=">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</latexit> <latexit sha1_base64="GQunlR07Ap0FKj1Lxv9r9ALkbL4=">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</latexit>
e.g.)
<latexit sha1_base64="N76yJLA8mx2xDOQtPLkCXRop3I=">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</latexit> <latexit sha1_base64="+0QpX3rZ0+LT/ijG7MV0z2hp/A=">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</latexit> <latexit sha1_base64="9dH0lr7l5S4JyFz2SRLHMjo6M4w=">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</latexit>
complex
conjugate real
<latexit sha1_base64="qsvPS1bu2z4RbpLfXOar7V/ZrtU=">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</latexit> <latexit sha1_base64="OC0BGAlVqVWPMgKwArqrDUWs+Hc=">AIkHicjZVLaxNRFMdPWx9jfPThRnBTDBUFKTetYHFjVQR1IX3YByaxZKZ34pA7D2amsTXkC7gWXIiCgvxC7h34xdw0Y8gLiu4ceH/nkyS5jXJlGbOPY/fOfecuTNmoJwoFuJwbHzixMlTp40zmbPnzl+YnJqe2Yz8vdCSG5av/HDbLEVSOZ7ciJ1Yye0glCXVHLrNzX9q2qDCPH957GB4EsuqWy59iOVYqhelZw9ojt5/UNyZyop5wdsr5BLhCwl14o/PfGNCrRLPlm0Ry5J8iGrKhEf7ylCNBAXRFqkEXQnLYLqlOGcTuwUvCowRtBb9lrPKJ1sNaMyOtpBF4T9E5CzNiZ/izgSP8RX8Uv8G8iqMUPXcoC72YiVwc7k60vrf4dGubjH9IJuIDKEXIEtbjNS4m1IHjQHiPRpP2W3zVw2/HT3olTfMtcRoCbdx3Su7pjbmkp6BRHWLmvT5xKjziWehwNqwBrJO+WuVF+9PVq/vTZXuyo+id+Y0UdxKL5jSl71j/V5Va69A13zPUS9bFWoe7ULZgFSFST93BR57WMtsWfF+XStWdjqSZWDKC7X06Y052jhrkZmhH0ZIaRCSY/cb0MrR+dYQ9g2B2M9L4q1B1cPQZtEG6hrlpyix0IbpcBjum60PqUtyHfrwCVv2IhaF7VTznfsx8X2Ix2fdgos2nxcJKUxcSalPbO9Vdfobmeop9gW2p+mnfsJZ18cKfvz1kzbeQbVoT0Xu2JGrSpI6UnQelPr09LZj15buxfp51pBbs9W+5rwLfO5rFdz9Vjks6oPWQS32kdlitIujU4W9NDP0v7fTP2egzL6rTe9M2udmd1+F3pHvNT7NeYXYZ7ebyGbn+uAd/oXPcXuVfYXJjPifnc6s3s8r3ka23QZbqC056jW7RMD2mFNrALj97Qe/pgzBhLxh3jbsN1fCyJuUgdl/H4P0xTtPE=</latexit> <latexit sha1_base64="UbKtEhZDl+ACRcxofLkERtUbO0=">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</latexit> <latexit sha1_base64="hdEb8bRXaStAqrntqKCGl/PnfLU=">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</latexit>
Two real eigenvalues collide and
become imaginary (real-complex transition)
<latexit sha1_base64="UIQHgyve0Af6t7VuUHA1Ghn0weI=">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</latexit> <latexit sha1_base64="xOoHcIZXvcVUspjqxg/hVXOxYhE=">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</latexit> <latexit sha1_base64="0MbwroICJQT1FBwuh51wzCQKDTM=">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</latexit>
: complex in general
<latexit sha1_base64="QYIobTQi+MjRkFDNZmuFY4CQfQ=">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</latexit>
: right/left eigenstate
SLIDE 10 Introduction Non-Hermitian many-body localization
・Non-Hermitian Hamiltonians ・Many-body localization in Hermitian systems
Universality in non-Hermitian random matrices
R.H., K. Kawabata, N. Kura and M. Ueda.
arXiv:1904.13082
Outline
R.H., K. Kawabata and M. Ueda.
- Phys. Rev. Lett. 123, 090603 (2019)
SLIDE 11 Review: Hatano-Nelson model
- N. Hatano and D. R. Nelson, Phys. Rev. Lett., 77, 570 (1996)
<latexit sha1_base64="iSYwSxBWYR6tiwvWTa1u6EuN1o8=">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</latexit> <latexit sha1_base64="3paxOTMZjX2xijHeYawe2DAPdtI=">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</latexit>
Localization & time-reversal symmetry
<latexit sha1_base64="0TsdBZt7E/dGqVxKrPcSR5aDBU=">AJf3icjZVLb9NAEMcnLY+mPNrCBYmLRVRoBY02LRIPCamCSw8I9UEfUp1GtrN2rPol2wktU7cEJw5cAKJA+ILcOfCF+DQj4A4FqkXDvx34yRNkzhx1XhmduY3szNeWw8cO4oZO8qMjZ87f+HiRHby0uUrV6emZ65tRX41NPim4Tt+uKNrEXdsj2/GduzwnSDkmqs7fFvfybWt2s8jGzfexkfBrzoapZnm7ahxTCVpk/UihYrdWVFaShPlAVFUaOq5RgsaEXYN2D/Bx31eFmPKdwaVhQLGFqxuoQmxF32xFqWbMsHvZzasCtSenLGBrfTKGtlWJ56ENrLjSJiYMr5OkNJ1jeSYvpVcoJEKOkmvVnxn/TiqVySeDquQSJ49iyA5pFOFvlwrEKICtSHXYQki2XOfUoEnEVuHF4aHBuo9fC9puYvWgC2Ykow1kcfAfIlKhWfaLfWXH7Cf7xn6zfwNZdckQtRzirjdjeVCaentj42RolIt7TBW6h8gQ8j7W4g4jJd6E5MFyiEifDlJ28plwk90L0r1tWQdAWoSfUznio657amkVxBd6U1fS4x6nwo52GDGkgLlzuVXam9/nC8Xh9tn6bfWZ/MKNP7Ij9wJS82l/jyxpf/wi64HuIetWuUPSqDKYKqQaSeG6KUvehc+zZkflErTmsNZIqB1FcWU+H0pqjgbszMiPsywghjUrQ5RPXyxD20RnmAIbZxUjvq4O6oy6OIMmSHOYm6AosIXosgV2TPND6nJkH/rxVGj9iOrQvTpyzv2Yu32JxWTfg4mPC0GNEFdTKgta+9Uy/IpbmZqpKwvyvX03XRyv5DZl0bKvteaSfPoDqE59KZmFGrClJ6ErTf1OK0dPejd63Ti/Rz7UDuzFb46vC15Lmuy3UxV0+SREbhwZP47tVhuYKkW4OztTzEs3TQN2Ovx7CsdvtN3+rq2ay2fFe6p/wc6dec3aTs5ekazvrLGvCNLpz9IvcKW4v5AsX1u7nlp8mX+sJukm3cNoL9ICWaYVWaZOMTDHzJvMu8z6byd7J5rOs6TqWSWKuU9eVfQfk+r4iA=</latexit>
Single-particle problem
・One-particle spectra ・No interaction effect
a particle with asymmetric hopping on a disordered potential non-Hermiticity localization
Localization & real-complex transitions occur
for the single-particle level
weak disorder: delocalized ↔ complex eigenvalues strong disorder: localized ↔ real eigenvalues
SLIDE 12
Aim of this study
What physics emerges if all of non-Hermiticity, disorder and interactions are present? Our finding Novel real-complex transition appears,
which we argue is triggered by
non-Hermitian extension of the MBL
R.H., K. Kawabata and M. Ueda. Phys. Rev. Lett. 123, 090603 (2019)
SLIDE 13
Interacting hardcore bosons
with disorder and asymmetric
hopping terms (1D, PBC)
・For , disordered XXZ model (MBL when ) ・For , Hatano-Nelson model
<latexit sha1_base64="Yk2iMg47zklcsSKOTeIZIS/b9og=">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</latexit> <latexit sha1_base64="1D8MI0TO9MZHoTlWTq+XjZLVZM=">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</latexit> <latexit sha1_base64="5rt71L1wdBRUOrGYJoBlvLQh6U=">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</latexit>
← Time-reversal symmetry ˆ H = ˆ H∗
<latexit sha1_base64="qGUdbk5wsCM89R/a269ZcW4E=">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</latexit>
Interacting model with asymmetric hopping and disorder
[Phys. Rev. Lett. 123, 090603 (2019)]
<latexit sha1_base64="ok9tROefQyLTOLcf8dBPuBQ2rRs=">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</latexit>
SLIDE 14 Spectra of the model
[Phys. Rev. Lett. 123, 090603 (2019)]
Spectra
<latexit sha1_base64="KFEoQLncLoSO57dLtNz6MQFuIYU=">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</latexit> <latexit sha1_base64="Yryk3cEpZDZR83YDAI/w0jHgYs=">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</latexit>
Complex many-body eigenvalues are suppressed
as we increase disorder strength!
cf) Eigenvalues are either real or form complex-conjugate pairs
due to time-reversal symmetry
<latexit sha1_base64="8Vh4sS7SpoFDutHrQT9FVlxFc=">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</latexit> <latexit sha1_base64="COzVRoeqKfe4cuf3tq8WiS/+O1k=">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</latexit> <latexit sha1_base64="XQ0p1Z1lMglzrYc7ReKkqlLAE68=">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</latexit>
- <latexit sha1_base64="wfGSNWIelsFYUVKNwGVrt3lFpzQ=">AImHicjZXLbtNQEIanlIspl7awQeqmIioCVUnLRKXVQEhYIPalNBKSYgc9zi1enyR7aYtUV6AF2CBWIAECPEC7NnwAiz6CIhlkdiw4D8TJ2luTlw1njOXb+bM+NiVQDlRLMThxInJk6dOnzHOTp07f+Hi9MzspReRvxtaMm/5yg83K2YklePJfOzESm4GoTdipIblZ2H2r5Rk2Hk+N7z+CQJdeseo7tWGYMVXlmtuiG9ZxsFB6Vi6YKts1SeSYjFgVf8/1CNhEylFyr/uzkNyrSFvlk0S65JMmjGLIikyL8FShLgLoSlSHLoTksF1Sg6YQuwsvCQ8T2h38VrEqJFoPa82MONpCFoX/EJHztCB+i/iSPwQX8Uv8W8oq84MXcsB7pVmrAzK06+vrP8dGeXiHtM23URkCHkHtrjDSIm3IXnQHCDSp/2U3bZy2fDT3YtSfatcR4CadB/Tubpjbnsq6RVEWLusTZ9LjDrv8DwcUAPWSN4pd6X26s3R+r3cQv2a+CB+Y0bvxaH4jil5tT/WxzWZewu65nuI2mtXqHu1BWYRUg0k/dyUeO1jLbFnxfl0rRnYGkmVwygu19OhtOZo4a7GZoQDGSGkcQkVfuL6GVo/PsMewrC7GOl9Vag76uLoM2iDdB1z05R56EJ0uQp2TDdG1KW4D4N4RawGEYsj96p4zoOYhYHEUrLv4USbT4uFlaYuJdSWtn+qW/wUNzM1UuxLbE/fTSf3M86+PFb2l+2ZdvIMq0N7LvfEjFtVkNKToP2m1qelux/9tk4v0s+1gtyZrfatwLfK57rOdj1Xj0k6o/aQSXy3dVSuIOnW8GwtD/0s7Q/M2O8xKqvTftO3utqb1eF3pXvMT7Ffc3ZT3MvjNfT6cw34Rmd7v8j9Qn5p8e5idu1WZuVB8rE2aI6u4rBn6Tat0BNapTw2sUfv6BN9NuaM+8Zj42nT9cREnOZui4j9x+adLf+</latexit>
SLIDE 15 5 10 15 10−6 10−5 10−4 10−3 10−2 10−1 100
<latexit sha1_base64="aU8JTRukw8ZYKVYvLwE4J/1sIs8=">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</latexit> <latexit sha1_base64="+k6xjBYr92UvsJj8yFY8f7N7FPY=">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</latexit>
Real-complex transition of the many-body eigenvalues
[Phys. Rev. Lett. 123, 090603 (2019)]
Ratio of eigenvalues with nonzero imaginary parts
<latexit sha1_base64="KFEoQLncLoSO57dLtNz6MQFuIYU=">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</latexit> <latexit sha1_base64="olwIMH7QRZr5rBM3FLnb0LiRHdo=">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</latexit>
real- dominant
complex- dominant
<latexit sha1_base64="4p4h6pFzuO+mYtwLgTS5UZj0Ls=">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</latexit> <latexit sha1_base64="32eaik2jBDaKC4WqkGVIgd/Nvtc=">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</latexit>
Real-complex transitions!
average
disorder
SLIDE 16
Complex-eigenvalue phase
Consequence: dynamical stability transition
[Phys. Rev. Lett. 123, 090603 (2019)]
Real part of energy
Real-eigenvalue phase Small disorder Large disorder
<latexit sha1_base64="OYqhu0bisN7IY9ZGtz2vxmN+MLE=">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</latexit> <latexit sha1_base64="2HJDynRcTBix7K1jnKUk/QFuzN0=">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</latexit>
Dynamically unstable Energy changes dramatically Dynamically stable Energy oscillates a little
SLIDE 17 Non-Hermitian MBL: level-spacing statistics
[Phys. Rev. Lett. 123, 090603 (2019)]
Level-spacing statistics:
Natural extension of
the Hermitian case!
Ginibre 2D Poisson
(delocalized phase)
< l a t e x i t s h a 1 _ b a s e 6 4 = " P b m n v L K S U j M G 9 N q E Q t E F L U n Y Q
" > A A A I i H i c j Z V L b 9 N A E M e n L Q 8 T H m 3 h g s Q l I i
C V X r F N G W U 1 U u n F A f 9 C E 1
r c d b C 6 f s h 2 Q u U L 4 C 4 A g d O I H F A f A H u X P g C H P
E M c i c e H A f y d O j S x E 1 e N Z + f x m 9 k Z r 1 N l B P F Q h y P j U + c O 3 / h
E p d / n K 1 W u T U 9 P X N y P / I L T k h u U r P 9 y u V i K p H E 9 u x E 6 s 5 H Y Q y
b V X K r u v 9 Y 2 7 f q M
c 3 3 s W H w W y 7 F Z q n m M 7 V i W G a q 3 U 3 J q i F k h h G m a e S 2 Y 8 w 8 F h M X F h a K 5 k D e 1 C V e B k m v F n 5 7 4 R i X a I 5 8 s O i C X J H k U Q 1 Z U
h / O 2 S S
C 6 M j W g C y E 5 b J f U p B x i D + A l 4 V G B d h + / N a x 2 E q 2 H t W Z G H G h i 8 J / i M g 8 z Y i f 4
4 E T / E V / F L / E t l N Z i h a z n C v d q K l c H u 5 O u b 6 3 + H R r m 4 x / S C 7 i M y h L w P W 9 x l Z M T b k D x
h D p 2 H G b t u 5 b P j p 7 k W Z v j W u I B N u
Z X N x t z O V 7 A
r F 3 W Z s 8 l R p L P A 8 H 1 I A 1 k n f K X a m / e n + y / m h t p n F H f B K / M a O P 4 l h 8 x 5 S 8 + h / r 8 6 p c + w C 6 5 n u I e t m p U P d q D 8 w S p D p I + r k p 8 9 r H W m L P i v P p W g u w N Z M q y g u 1 9 O l t O d
a 5 G Z
D G S G k U Q l V f u L 6 G V
O s N O Y d g 9 j O y + K t Q d 9 X D G b R B u
5 a U
u h B d r
d 7 h d S n u w y B e C a t B x N L Q v S q e 8 y D m z k B i O d l 3 O t H m 2 J h p a n F h N r W 9 k 9 1 j 5 / i V q Z m h r 3 I 9 u z d d H M / 5 e x z I 2 V / 3 p l p N 9 a H d p z 7 k z M q F U F G T J O m 9 q f V p 6 + 9 F v 6 / Y i + 1 w r y N 3 Z a t 8 q f G t 8 r h t s 1 3 P 1 m K Q z a g + Z x P d a h + U K k m 6 l Z 2 t 7 6 G f p c G D G f
h W Z 3 O m 7 7 d 1 b N Z H X 5 X u q f 8 F P u 1 Z p f j X p 6 u 4 a w / 1 4 B v d P t D n E 8 X N
z p p g 1 V x 8 U l p a T r 7 V B t + g 2 T r t J 8 7 R E T 2 i F N r A L m 9 7 Q W 3 p n 5 A x h z B u L L d f x s S T m B v V c x v J / v F q x y g = = < / l a t e x i t > <latexit sha1_base64="XuJD8tJhHNz9GYW2RVYXfnEaNIc=">AIh3icjZVLTxNRFMcP4GPAB6AbEzfEBqOJgdtilLhC3bgyFCyQ0Eo60zt10juPzAwVbPgCutW4cKWJC+MXcO/GL+Cj2BcYuLGhf97Om3pa9ohdM49j98595y5M2agnCgW4nhicurM2XPnjemZCxcvXZ6dm7+yFfn7oSULlq/8cMcsR1I5nizETqzkThDKsmsquW3WHmv7dl2GkeN7z+LDQJbctVzbMcqx1Dlo725jFgSfC30C9lEyFByrfvzU9+oSBXyaJ9ckmSRzFkRWK8LdLWRIUQFeiBnQhJIftko5oBrH78JLwKENbw28Vq91E62GtmRFHW8i8B8icoEWxU/xRZyIH+Kr+CX+DWU1mKFrOcTdbMbKYG/29bXNvyOjXNxjekF3EBlCrsEWdxgp8TYkD5pDRPp0kLbVi4bfrp7UapvlesIUJPuYzpXd8xtTyW9ghrl7Xpc4lR5yrPwE1YI3knXJX6q/en2w+2Fhs3BSfxG/M6KM4Ft8xJa/+x/qclxsfQNd8D1Ev2xXqXlXALEKqg6SfmxKvfawl9qw4n641A9tRUuUwisv1dCitOVq4q7EZ4UBGCGlcgslPXD9D68dn2EMYdhcjva8KdUdH0GbZBuYW6asgBdiC5XwY7p9oi6FPdhEK+I1SBiceReFc95EHN3ILGU7Hs40ebTYmGlqbmE2tL2T7XCT3Ez01GKPcf29N10cj/l7CtjZX/enmknz7A6tOdKT8y4VQUpPQnab2p9Wr70W/r9CL9XCvIndlqXxO+VT7XDbruXpM0hm1h0ziu62jcgVJt4Zna3noZ+lgYMZ+j1FZnfabvtXV3qwOvyvdU36K/Zqzm+Fenq6h159rwDc62/tF7he2ckvZlSWRv5tZe5R8rQ26Tjdw2rN0n9boCa1TAbuQ9Ibe0jtj2lg27hmrTdfJiSTmKnVdxsP/oGixJg=</latexit>
(in complex plane) random matrix ensemble
for non-Hermitian matrices
Ginibre → Poisson
<latexit sha1_base64="PbmnvLKSUjMG90NqEQtEFLUnYQo=">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</latexit> <latexit sha1_base64="XuJD8tJhHNz9GYW2RVYXfnEaNIc=">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</latexit>
(in real axis)
<latexit sha1_base64="+k6xjBYr92UvsJj8yFY8f7N7FPY=">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</latexit>
large
<latexit sha1_base64="T4JNl3/2qoC8zCqdBe5dw1QTaYQ=">AIkXicjZVLaxNRFMdPWx9jfLS1G8FNMVRakHKTCj5WRTeCIG1qH5CkJTO5E4feTAzja0hX8C9uBAUBRfiF3Dvxi/goh9BXFZw48L/PZ0kzWuSKc2cex6/c+45c2fMQDlRLMTxOTUufMXLhqXMpevXL02PTN7fSvyD0JLblq+8sMdsxJ5XhyM3ZiJXeCUFZcU8ltc/+xtm/XZRg5vc8Pgpk2a3UPMd2rEoMVXFt+SGjUJzMVram8mKZcHXfL+QS4QsJdeaPzv1jUpUJZ8sOiCXJHkUQ1ZUoQh/RcqRoAC6MjWgCyE5bJfUpAxiD+Al4VGBdh+/NayKidbDWjMjraQReE/ROQ8LYif4os4ET/EV/FL/BvKajBD13KEu3kaK4O96dc3Nv6OjHJxj+kF3UFkCHkftrjDSIm3IXnQHCHSp8OU3bZy2fDT3YtSfWtcR4CadB/Tubpjbnsq6RVEWLusTZ9LjDrv8zwcUAPWSN4pd6X+6u3JxsPCQuO2+CR+Y0YfxbH4jil59T/W53VZeAe65nuIetmuUPeqCmYJUh0k/dyUe1jLbFnxfl0rVnYmkmVwygu19OhtOZo4a7GZoQDGSGkcQkmP3H9DK0fn2EPYdhdjPS+KtQdXH0GbRBWsTcNGUeuhBdroEd09KIuhT3YRCvhNUgYmnkXhXPeRCzOJBYTvY9nGjzabGw0tR8Qm1p+6da5af4NFMzxZ5ne/puOrmfcfaVsbLvtmfayTOsDu250hMzblVBSk+C9ptan5bufvTbOr1IP9cKcme2teEb43PdYPteq4ek3RG7SGT+G7rqFxB0q3h2Voe+lk6HJix32NUVqf9pm91tTerw+9K94yfYr/T2W4l2dr6PXnGvCNzvV+kfuFrfxyTizn1u9mVx8lX2uDbtItnPYc3aNVekJrtMm7eEPv6YMxZzwVo3Ed3IiZmjrst4+h8E8bUM</latexit> <latexit sha1_base64="0AeG1Xyz+ysKMxFc2c7H1diRAWw=">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</latexit>
(localized phase)
1D Poisson 1D RMT = Wigner-Dyson
Coincidence of real-complex and MBL transitions?
SLIDE 18 101
6 × 100
10−1
Non-Hermitian MBL: entanglement entropy
[Phys. Rev. Lett. 123, 090603 (2019)]
Entanglement entropy of eigenstates
<latexit sha1_base64="KFEoQLncLoSO57dLtNz6MQFuIYU=">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</latexit> <latexit sha1_base64="alcwRZl2jPogmtOzuBb5W/VIVJ4=">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</latexit> <latexit sha1_base64="6tol0bm+0R6yqpUmNnBTbMTZMs=">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</latexit>
reduced density matrix for
<latexit sha1_base64="2VEJiLGWT9Z7xIFBV9oKgkMeb4U=">AInXicjZVLb9NAEICnLQ8THm1BSEgciIiKQELROomawqkCVeKAqj7oQ6rTyHbXqZX1Q7YbWqL8Af4AB05F4gD9A9y58Ac49CcgjkXiwoHZiZM0TezEVePZeXwzO+O1DV/YcTY6cTk1KXLV64q1zLXb9y8NT0ze3sz9A4Ck2+YnvCbUMPubBdvhHZkeDbfsB1xB8y6i/lPatBg9C23PfREc+rzh6zbUt29QjVFVn7mp1HjWXqpou/H19V3OC5lqrVZ3JsfyzhflCaT7L8oyV1YIqhUK5VCxlVdTIKwfxteLNTn0DfbAxMOwAEOLkQoC9AhxL8dUIGBj7oKNFEXoGSTnUMLMh7gF4cPXTU1vG3hqudWOviWjJDijYxi8D/ACOzMd+si/sjP1gJ+wX+5fIahJD1nKEd6Mdy/3q9Pt7639HRjl4j2AfnmJkgHIdbVGPkRJvoeSi5gjPThM2W0nl4V+snthqm+N6vCxJtnHdK7smNOdSnoFIa4d0qbPJcI6F2geNlJ90nDaKXWl8e7D2frztbnmI/aJ/cYZHbNT9h2n5Db+mJ9X+dpHpEu+i1FvuxXKXu0hU0OpgST53FRo7eGa454F5ZO15tDWiqtMojhUT4/SmaOJdzE2IxjKCFAal2DQEzfIkPrxGVYCw+pjpPdVYN1hH0eQtJj3FukpJFXYBdriE7gicj6hLUh2E8DVfDiNrIvQqa8zDmzlBiJd53MtGi02LiSlILMbWjHZzqHj3F7UytFHuB7Om76eVepuzFsbLvdmfay5NUh/QsXogZtyo/pSd+90tT0t/PwZtvV6kn2uBcm+20tdA3xqd6ybZ5VxdIsmM0oPH8f3WUbn8uFvJ2Toe8lk6HJpx0GNUVrv7pu909WJWm96Vzjk/QX7t2Wol+druOhPNeA3uvMhziYLm4W8yvLqaim3+CL+WitwHx7iaVehDIvwClZg+Z9DF/hRHmgLCmvleW26+REHMH+i5l6z9DYbpt</latexit>
average over eigenstates
<latexit sha1_base64="QrimLZ9rfuZhbtfqK3CmQOmW/a8=">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</latexit>
・Consider right eigenstates Volume to area law Non-Hermitian MBL
transition at
<latexit sha1_base64="H6Jin7GZmIStaiq6hnr9aNjCqyY=">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</latexit>
volume law area law
Coincidence of real-complex and MBL transitions?
from top to bottom
SLIDE 19 Coincidence of two transition points
[Phys. Rev. Lett. 123, 090603 (2019)]
Adjacent eigenstates do not mix by
non-Hermitian perturbations only in MBL phase
<latexit sha1_base64="GnXF/yayw21W/WowHZjKhRcT0w=">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</latexit> <latexit sha1_base64="NXeb/rNxYWaXD6G+m+I89z0qh0w=">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</latexit> <latexit sha1_base64="u4pnGJN+SpRPYr9OBluIEBn7IYI=">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</latexit> <latexit sha1_base64="TmMAt1xtg/WBAZlpMEn3x+2IObI=">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</latexit> <latexit sha1_base64="H8HX/PLEfkV1lFH1KQWhA/o6/vw=">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</latexit>
(delocalized) (MBL)
cf) M. Serbyn et al., PRX (2015)
→ Coalescence process is suppressed in the MBL phase
<latexit sha1_base64="ZKdOLSBPGoQ4Rgo7sr6Zx8548sA=">AIl3icjZXLbtNAFIZPW6CmXNrCBsQmIioCUXjFNGWDRVIqKuqF3qRmhDZ7ji1Or7IdkNLlBfgBVh0BaILxAuwZ8MLsOgjIJZFYsOCfyZO0jSxE1eNz5zLd86c47HNQDhRzNjpyOjYpctXxrWrE9eu37g5OTV9azPyD0KLb1i+8MNt04i4cDy+ETux4NtByA3XFHzL3H8p7Vs1HkaO72OjwJedo2q59iOZcRQVaYmS3tGXN9sVEpuWF9ealSm8qzAGN1PScFfe4pg7CwMF/U53O6NOHKU3Kt+Nj36hEu+STRQfkEiePYsiCDIrwt0M6MQqgK1MduhCSo+ycGjSB2AN4cXgY0O7jt4rVTqL1sJbMSEVbyCLwHyIyRzPsJ/vCztgP9pX9Yv9SWXFkLUc4W42Y3lQmXx/Z/3vwCgX95j26DEiQ8j7sMUdRka8DcmD5giRPh1m7LaVy4af7F6U6VtVdQSoSfYxmys75rankl1BhLWrtNlziVHnvJqHA2qgNFztVHWl9u7D2fqztZn6A/aJ/caMPrJT9h1T8mp/rJNVvnYMuR7iHrbrlD2ahfMEqQaSPK5Kau1jzXHnoXKJ2vNw9ZIqkyjuKqeDqU1Rwt3MTQj7MsIQ1LMNUT18uQ+uEZdgrD7mJk91Wg7qiLI8+gDdJDzE1SctCF6HIV7JgeDahLqD7045Ww6kcsDdyrUHPux9zpSywn+04n2uq0WFhJajGhtrS9U91VT3EzUyPDXlT27N10ci+r7LNDZX/TnmknT1od0nP2QsywVQUZPQnab2p5Wr70Wvr9CL7XAvIndlKXxO+VXWu68ou5+opkswoPXgS320dlCtIupWereUhn6XDvhl7PQZldpv+lZXL2Z1LvSPecnlF9zdhOql+druOivasA3uvUhzqULm8WCzgr6pP84ovka63RPbqP067THC3SEq3QhvpqH9NnOtHuas+1V9pS03V0JIm5TV2Xtvofyvi3sw=</latexit> <latexit sha1_base64="2lg5J8/9HbUIXgwNxeU+NFPOw=">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</latexit> <latexit sha1_base64="wfGSNWIelsFYUVKNwGVrt3lFpzQ=">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</latexit>
delocalized
Non-Hermitian
<latexit sha1_base64="j95KJIC4hHhZgMahTGVlxf6/MSI=">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</latexit> <latexit sha1_base64="tbqjLv+oRsz6qmjhXxW3HBy4cw=">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</latexit> <latexit sha1_base64="Sr9rJ3U2cMufd26QR3PlFiXvPJ0=">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</latexit>
Hermitian
× ×
<latexit sha1_base64="wfGSNWIelsFYUVKNwGVrt3lFpzQ=">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</latexit>
MBL cf) time-reversal symmetry
SLIDE 20 Introduction Non-Hermitian many-body localization
・Non-Hermitian Hamiltonians ・Many-body localization in Hermitian systems
Universality in non-Hermitian random matrices
R.H., K. Kawabata, N. Kura and M. Ueda.
arXiv:1904.13082
Outline
R.H., K. Kawabata and M. Ueda.
- Phys. Rev. Lett. 123, 090603 (2019)
SLIDE 21 Universality of Hermitian random matrices
Universal statistics of
random matrices
random variables taken from (real Gaussian) (real Bernoulli)
…
e.g.) level-spacing distributions
eigenvalue
1 2 3 0.6 1.2
Non-random but
complicated systems may
- bey the same universality
Nuclei Quantum chaos Mesoscopic
systems
SLIDE 22 Random matrices and symmetry
Dyson’s threefold way: time-reversal symmetry
Different level-spacing distributions (e.g., peak structure)
1 2 3 0.6 1.2
Also appear in e.g. chaotic systems
with the same symmetry
: eigenvalue : Kramers pair of eigenvalues
SLIDE 23
Symmetry classification and universality
in non-Hermitian random matrices
Ginibre’s threefold way: time-reversal symmetry
level-spacing distributions in the complex plane ← Three classes lead to the same universality
unlike the Hermitian threefold way
(symmetry only creates nonlocal correlations)
SLIDE 24
Motivation of our work
Does the threefold different universality appear
even for non-Hermitian random matrices? Our finding Yes, consider transposition symmetry
instead of time-reversal symmetry!
R.H., K. Kawabata, N. Kura and M. Ueda. arXiv:1904.13082
SLIDE 25 Role of transposition symmetry
Transposition differs from complex conjugation!
[D. Bernard and A. LeClair (2002); U. Magnea (2008); Kawabata et al. (2018)]
: eigenvalue : Kramers pair of eigenvalues
SLIDE 26 Threefold way in non-Hermitian random matrices
Transposition alters interactions between eigenvalues, just as
the Hermitian case
Universal level-spacing distributions
(main) Gaussian
(inset) Bernoulli
cf) peak structure
R.H. et al., arXiv:1904.13082
SLIDE 27 Other non-Hermitian symmetries
Only transposition symmetry alters
the level repulsions,
leading to distinct universality of p(s)
R.H. et al., arXiv:1904.13082
TRS: time-reversal symmetry, PHS: particle-hole symmetry
CS: chiral symmetry, SLS: sub lattice symmetry nonlocal correlations
SLIDE 28 Other non-Hermitian symmetries
R.H. et al., arXiv:1904.13082
Only transposition symmetry alters
the level repulsions,
leading to distinct universality of p(s)
TRS: time-reversal symmetry, PHS: particle-hole symmetry
CS: chiral symmetry, SLS: sub lattice symmetry nonlocal correlations
Only three universal level-spacing statistics exist among all non-Hermitian symmetry classes
(38 types)
SLIDE 29 Spectra of the Lindblad many-body operator
Liouvillian spectra {λα}
Only (i) keeps the transposition symmetry
R.H. et al., arXiv:1904.13082
class AI† class A
The universality appears!
SLIDE 30
Conclusion
Real-complex transition can occur due to
non-Hermitian extension of the MBL transition,
characterized by the level-spacing statistics Threefold universality classes for non-Hermitian random matrices are found by considering transposition symmetry,
not complex-conjugation as Ginibre’s classes
R.H., K. Kawabata and M. Ueda. PRL (2019) R.H., K. Kawabata, N. Kura and M. Ueda. arXiv:1904.13082