Reinforcement learning for autonomous preparation of Floquet-engineered states: Inverting the quantum Kapitza oscillator
- Authors:
- Publication Date:
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1487181
- Resource Type:
- Publisher's Accepted Manuscript
- Journal Name:
- Physical Review B
- Additional Journal Information:
- Journal Name: Physical Review B Journal Volume: 98 Journal Issue: 22; Journal ID: ISSN 2469-9950
- Publisher:
- American Physical Society
- Country of Publication:
- United States
- Language:
- English
Citation Formats
Bukov, Marin. Reinforcement learning for autonomous preparation of Floquet-engineered states: Inverting the quantum Kapitza oscillator. United States: N. p., 2018.
Web. doi:10.1103/PhysRevB.98.224305.
Bukov, Marin. Reinforcement learning for autonomous preparation of Floquet-engineered states: Inverting the quantum Kapitza oscillator. United States. https://doi.org/10.1103/PhysRevB.98.224305
Bukov, Marin. Mon .
"Reinforcement learning for autonomous preparation of Floquet-engineered states: Inverting the quantum Kapitza oscillator". United States. https://doi.org/10.1103/PhysRevB.98.224305.
@article{osti_1487181,
title = {Reinforcement learning for autonomous preparation of Floquet-engineered states: Inverting the quantum Kapitza oscillator},
author = {Bukov, Marin},
abstractNote = {},
doi = {10.1103/PhysRevB.98.224305},
journal = {Physical Review B},
number = 22,
volume = 98,
place = {United States},
year = {2018},
month = {12}
}
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https://doi.org/10.1103/PhysRevB.98.224305
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Works referenced in this record:
Periodically Driven Quantum Systems: Effective Hamiltonians and Engineered Gauge Fields
journal, August 2014
- Goldman, N.; Dalibard, J.
- Physical Review X, Vol. 4, Issue 3
Prethermal Floquet Steady States and Instabilities in the Periodically Driven, Weakly Interacting Bose-Hubbard Model
journal, November 2015
- Bukov, Marin; Gopalakrishnan, Sarang; Knap, Michael
- Physical Review Letters, Vol. 115, Issue 20
Synthetic Gauge Fields in Synthetic Dimensions
journal, January 2014
- Celi, A.; Massignan, P.; Ruseckas, J.
- Physical Review Letters, Vol. 112, Issue 4
Feedback control of quantum systems using continuous state estimation
journal, October 1999
- Doherty, A. C.; Jacobs, K.
- Physical Review A, Vol. 60, Issue 4
Mastering the game of Go with deep neural networks and tree search
journal, January 2016
- Silver, David; Huang, Aja; Maddison, Chris J.
- Nature, Vol. 529, Issue 7587
Heating and many-body resonances in a periodically driven two-band system
journal, April 2016
- Bukov, Marin; Heyl, Markus; Huse, David A.
- Physical Review B, Vol. 93, Issue 15
Universal high-frequency behavior of periodically driven systems: from dynamical stabilization to Floquet engineering
journal, March 2015
- Bukov, Marin; D'Alessio, Luca; Polkovnikov, Anatoli
- Advances in Physics, Vol. 64, Issue 2
Scattering theory for Floquet-Bloch states
journal, March 2015
- Bilitewski, Thomas; Cooper, Nigel R.
- Physical Review A, Vol. 91, Issue 3
Magnetically Generated Spin-Orbit Coupling for Ultracold Atoms
journal, September 2013
- Anderson, Brandon M.; Spielman, I. B.; Juzeliūnas, Gediminas
- Physical Review Letters, Vol. 111, Issue 12
Selective Bond Dissociation and Rearrangement with Optimally Tailored, Strong-Field Laser Pulses
journal, March 2001
- Levis, Robert J.; Menkir, Getahun M.; Rabitz, Herschel
- Science, Vol. 292, Issue 5517, p. 709-713
Frustrated quantum antiferromagnetism with ultracold bosons in a triangular lattice
journal, January 2010
- Eckardt, A.; Hauke, P.; Soltan-Panahi, P.
- EPL (Europhysics Letters), Vol. 89, Issue 1
Tunable Spin-Orbit Coupling via Strong Driving in Ultracold-Atom Systems
journal, March 2015
- Jiménez-García, K.; LeBlanc, L. J.; Williams, R. A.
- Physical Review Letters, Vol. 114, Issue 12
Time-dependent Floquet theory and absence of an adiabatic limit
journal, November 1997
- Hone, Daniel W.; Ketzmerick, Roland; Kohn, Walter
- Physical Review A, Vol. 56, Issue 5
Non-Abelian Gauge Fields and Topological Insulators in Shaken Optical Lattices
journal, October 2012
- Hauke, Philipp; Tieleman, Olivier; Celi, Alessio
- Physical Review Letters, Vol. 109, Issue 14
Whither the Future of Controlling Quantum Phenomena?
journal, May 2000
- Rabitz, Herschel; de Vivie-Riedle, Regina; Motzkus, Marcus
- Science, Vol. 288, Issue 5467, p. 824-828
Phase Transition in Protocols Minimizing Work Fluctuations
journal, May 2018
- Solon, Alexandre P.; Horowitz, Jordan M.
- Physical Review Letters, Vol. 120, Issue 18
Flow Navigation by Smart Microswimmers via Reinforcement Learning
journal, April 2017
- Colabrese, Simona; Gustavsson, Kristian; Celani, Antonio
- Physical Review Letters, Vol. 118, Issue 15
A Survey of Quantum Lyapunov Control Methods
journal, January 2013
- Cong, Shuang; Meng, Fangfang
- The Scientific World Journal, Vol. 2013
Tunable Gauge Potential for Neutral and Spinless Particles in Driven Optical Lattices
journal, May 2012
- Struck, J.; Ölschläger, C.; Weinberg, M.
- Physical Review Letters, Vol. 108, Issue 22
Coherent quantum control of two-photon transitions by a femtosecond laser pulse
journal, November 1998
- Meshulach, Doron; Silberberg, Yaron
- Nature, Vol. 396, Issue 6708, p. 239-242
Cloud Quantum Computing of an Atomic Nucleus
journal, May 2018
- Dumitrescu, E. F.; McCaskey, A. J.; Hagen, G.
- Physical Review Letters, Vol. 120, Issue 21
Ultrafast and reversible control of the exchange interaction in Mott insulators
journal, March 2015
- Mentink, J. H.; Balzer, K.; Eckstein, M.
- Nature Communications, Vol. 6, Issue 1
Resonant Thermalization of Periodically Driven Strongly Correlated Electrons
journal, May 2018
- Peronaci, Francesco; Schiró, Marco; Parcollet, Olivier
- Physical Review Letters, Vol. 120, Issue 19
Quantum control of energy flow in light harvesting
journal, May 2002
- Herek, Jennifer L.; Wohlleben, Wendel; Cogdell, Richard J.
- Nature, Vol. 417, Issue 6888, p. 533-535
Learning to soar in turbulent environments
journal, August 2016
- Reddy, Gautam; Celani, Antonio; Sejnowski, Terrence J.
- Proceedings of the National Academy of Sciences, Vol. 113, Issue 33
QuSpin: a Python package for dynamics and exact diagonalisation of quantum many body systems part I: spin chains
journal, January 2017
- Weinberg, Phillip; Bukov, Marin
- SciPost Physics, Vol. 2, Issue 1
Broken symmetry in a two-qubit quantum control landscape
journal, May 2018
- Bukov, Marin; Day, Alexandre G. R.; Weinberg, Phillip
- Physical Review A, Vol. 97, Issue 5
Femtosecond quantum control of molecular bond formation
journal, May 2010
- Nuernberger, P.; Wolpert, D.; Weiss, H.
- Proceedings of the National Academy of Sciences, Vol. 107, Issue 23
Visualizing edge states with an atomic Bose gas in the quantum Hall regime
journal, September 2015
- Stuhl, B. K.; Lu, H. - I.; Aycock, L. M.
- Science, Vol. 349, Issue 6255
Adiabatic perturbation theory and geometry of periodically-driven systems
journal, May 2017
- Weinberg, Phillip; Bukov, Marin; D’Alessio, Luca
- Physics Reports, Vol. 688
Incoherent Control of Quantum Systems With Wavefunction-Controllable Subspaces via Quantum Reinforcement Learning
journal, August 2008
- Daoyi Dong,
- IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), Vol. 38, Issue 4
Machine learning & artificial intelligence in the quantum domain: a review of recent progress
journal, June 2018
- Dunjko, Vedran; Briegel, Hans J.
- Reports on Progress in Physics, Vol. 81, Issue 7
Observation of Bose–Einstein condensation in a strong synthetic magnetic field
journal, August 2015
- Kennedy, Colin J.; Burton, William Cody; Chung, Woo Chang
- Nature Physics, Vol. 11, Issue 10
Solving the quantum many-body problem with artificial neural networks
journal, February 2017
- Carleo, Giuseppe; Troyer, Matthias
- Science, Vol. 355, Issue 6325
Q-learning
journal, May 1992
- Watkins, Christopher J. C. H.; Dayan, Peter
- Machine Learning, Vol. 8, Issue 3-4
Light-induced gauge fields for ultracold atoms
journal, November 2014
- Goldman, N.; Juzeliūnas, G.; Öhberg, P.
- Reports on Progress in Physics, Vol. 77, Issue 12
Femtosecond pulse shaping by an evolutionary algorithm with feedback
journal, December 1997
- Baumert, T.; Brixner, T.; Seyfried, V.
- Applied Physics B: Lasers and Optics, Vol. 65, Issue 6, p. 779-782
Control of Chemical Reactions by Feedback-Optimized Phase-Shaped Femtosecond Laser Pulses
journal, October 1998
- Assion, A.; Baumert, T.; Bergt, M.
- Science, Vol. 282, Issue 5390, p. 919-922
Measuring the Chern number of Hofstadter bands with ultracold bosonic atoms
journal, December 2014
- Aidelsburger, M.; Lohse, M.; Schweizer, C.
- Nature Physics, Vol. 11, Issue 2
Shaped-pulse optimization of coherent emission of high-harmonic soft X-rays
journal, July 2000
- Bartels, R.; Backus, S.; Zeek, E.
- Nature, Vol. 406, Issue 6792, p. 164-166
Training Schrödinger’s cat: quantum optimal control: Strategic report on current status, visions and goals for research in Europe
journal, December 2015
- Glaser, Steffen J.; Boscain, Ugo; Calarco, Tommaso
- The European Physical Journal D, Vol. 69, Issue 12
Adaptive femtosecond pulse compression
journal, January 1997
- Yelin, D.; Meshulach, D.; Silberberg, Y.
- Optics Letters, Vol. 22, Issue 23, p. 1793-1795
Optimal control of coupled spin dynamics: design of NMR pulse sequences by gradient ascent algorithms
journal, February 2005
- Khaneja, Navin; Reiss, Timo; Kehlet, Cindie
- Journal of Magnetic Resonance, Vol. 172, Issue 2
Human-level control through deep reinforcement learning
journal, February 2015
- Mnih, Volodymyr; Kavukcuoglu, Koray; Silver, David
- Nature, Vol. 518, Issue 7540
From quantum chaos and eigenstate thermalization to statistical mechanics and thermodynamics
journal, May 2016
- D'Alessio, Luca; Kafri, Yariv; Polkovnikov, Anatoli
- Advances in Physics, Vol. 65, Issue 3
Creating State-Dependent Lattices for Ultracold Fermions by Magnetic Gradient Modulation
journal, August 2015
- Jotzu, Gregor; Messer, Michael; Görg, Frederik
- Physical Review Letters, Vol. 115, Issue 7
Photonic Floquet topological insulators
journal, April 2013
- Rechtsman, Mikael C.; Zeuner, Julia M.; Plotnik, Yonatan
- Nature, Vol. 496, Issue 7444
Photovoltaic Hall effect in graphene
journal, February 2009
- Oka, Takashi; Aoki, Hideo
- Physical Review B, Vol. 79, Issue 8
The theory of variational hybrid quantum-classical algorithms
journal, February 2016
- McClean, Jarrod R.; Romero, Jonathan; Babbush, Ryan
- New Journal of Physics, Vol. 18, Issue 2
Superfluid-Insulator Transition in a Periodically Driven Optical Lattice
journal, December 2005
- Eckardt, André; Weiss, Christoph; Holthaus, Martin
- Physical Review Letters, Vol. 95, Issue 26
Quantum Control of Gas-Phase and Liquid-Phase Femtochemistry
journal, May 2003
- Brixner, Tobias; Gerber, Gustav
- ChemPhysChem, Vol. 4, Issue 5
Rigorous Bound on Energy Absorption and Generic Relaxation in Periodically Driven Quantum Systems
journal, March 2016
- Mori, Takashi; Kuwahara, Tomotaka; Saito, Keiji
- Physical Review Letters, Vol. 116, Issue 12
Dynamical stability of a many-body Kapitza pendulum
journal, September 2015
- Citro, Roberta; Dalla Torre, Emanuele G.; D’Alessio, Luca
- Annals of Physics, Vol. 360
Observation of chiral edge states with neutral fermions in synthetic Hall ribbons
journal, September 2015
- Mancini, M.; Pagano, G.; Cappellini, G.
- Science, Vol. 349, Issue 6255
Floquet Dynamics in Driven Fermi-Hubbard Systems
journal, December 2018
- Messer, Michael; Sandholzer, Kilian; Görg, Frederik
- Physical Review Letters, Vol. 121, Issue 23
Quantum theory of continuous feedback
journal, March 1994
- Wiseman, H. M.
- Physical Review A, Vol. 49, Issue 3
Observation of Photon-Assisted Tunneling in Optical Lattices
journal, February 2008
- Sias, C.; Lignier, H.; Singh, Y. P.
- Physical Review Letters, Vol. 100, Issue 4
Observation of chiral currents with ultracold atoms in bosonic ladders
journal, July 2014
- Atala, Marcos; Aidelsburger, Monika; Lohse, Michael
- Nature Physics, Vol. 10, Issue 8
Control of the Oscillatory Interlayer Exchange Interaction with Terahertz Radiation
journal, March 2017
- Meyer, Uta; Haack, Géraldine; Groth, Christoph
- Physical Review Letters, Vol. 118, Issue 9
Population dynamics in a Floquet realization of the Harper-Hofstadter Hamiltonian
journal, June 2015
- Bilitewski, Thomas; Cooper, Nigel R.
- Physical Review A, Vol. 91, Issue 6
Controlling the Floquet state population and observing micromotion in a periodically driven two-body quantum system
journal, November 2017
- Desbuquois, Rémi; Messer, Michael; Görg, Frederik
- Physical Review A, Vol. 96, Issue 5
Observation of Topological Bloch-State Defects and Their Merging Transition
journal, June 2017
- Tarnowski, Matthias; Nuske, Marlon; Fläschner, Nick
- Physical Review Letters, Vol. 118, Issue 24
Experimental Feedback Control of Quantum Systems Using Weak Measurements
journal, February 2010
- Gillett, G. G.; Dalton, R. B.; Lanyon, B. P.
- Physical Review Letters, Vol. 104, Issue 8
Engineering Ising-XY spin-models in a triangular lattice using tunable artificial gauge fields
journal, September 2013
- Struck, J.; Weinberg, M.; Ölschläger, C.
- Nature Physics, Vol. 9, Issue 11
Fidelity-Based Probabilistic Q-Learning for Control of Quantum Systems
journal, May 2014
- Chunlin Chen,
- IEEE Transactions on Neural Networks and Learning Systems, Vol. 25, Issue 5
Enhancement and sign change of magnetic correlations in a driven quantum many-body system
journal, January 2018
- Görg, Frederik; Messer, Michael; Sandholzer, Kilian
- Nature, Vol. 553, Issue 7689
Recent progress in many-body localization: Recent progress in many-body localization
journal, July 2017
- Abanin, Dmitry A.; Papić, Zlatko
- Annalen der Physik, Vol. 529, Issue 7
Deep reinforcement learning for de novo drug design
journal, July 2018
- Popova, Mariya; Isayev, Olexandr; Tropsha, Alexander
- Science Advances, Vol. 4, Issue 7
Stroboscopic versus nonstroboscopic dynamics in the Floquet realization of the Harper-Hofstadter Hamiltonian
journal, October 2014
- Bukov, Marin; Polkovnikov, Anatoli
- Physical Review A, Vol. 90, Issue 4
Experimental reconstruction of the Berry curvature in a Floquet Bloch band
journal, May 2016
- Flaschner, N.; Rem, B. S.; Tarnowski, M.
- Science, Vol. 352, Issue 6289
Quantum optimal control in a chopped basis: Applications in control of Bose-Einstein condensates
journal, August 2018
- Sørensen, J. J. W. H.; Aranburu, M. O.; Heinzel, T.
- Physical Review A, Vol. 98, Issue 2
A variational eigenvalue solver on a photonic quantum processor
journal, July 2014
- Peruzzo, Alberto; McClean, Jarrod; Shadbolt, Peter
- Nature Communications, Vol. 5, Issue 1
Focus on Quantum Control
journal, October 2009
- Rabitz, Herschel
- New Journal of Physics, Vol. 11, Issue 10
Femtosecond pulse shaping using spatial light modulators
journal, May 2000
- Weiner, A. M.
- Review of Scientific Instruments, Vol. 71, Issue 5, p. 1929-1960
Floquet analysis of a quantum system with modulated periodic driving
journal, February 2017
- Novičenko, Viktor; Anisimovas, Egidijus; Juzeliūnas, Gediminas
- Physical Review A, Vol. 95, Issue 2
Measuring Topological Invariants in Photonic Systems
journal, May 2014
- Hafezi, Mohammad
- Physical Review Letters, Vol. 112, Issue 21
Parametric Instability Rates in Periodically Driven Band Systems
journal, May 2017
- Lellouch, S.; Bukov, M.; Demler, E.
- Physical Review X, Vol. 7, Issue 2
Artificial gauge fields in materials and engineered systems
journal, September 2018
- Aidelsburger, Monika; Nascimbene, Sylvain; Goldman, Nathan
- Comptes Rendus Physique, Vol. 19, Issue 6
Quantum Optimally Controlled Transition Landscapes
journal, March 2004
- Rabitz, H. A.
- Science, Vol. 303, Issue 5666
Quantum Simulation of Frustrated Classical Magnetism in Triangular Optical Lattices
journal, July 2011
- Struck, J.; Olschlager, C.; Le Targat, R.
- Science, Vol. 333, Issue 6045
Realization of the Hofstadter Hamiltonian with Ultracold Atoms in Optical Lattices
journal, October 2013
- Aidelsburger, M.; Atala, M.; Lohse, M.
- Physical Review Letters, Vol. 111, Issue 18
Floquet prethermalization and regimes of heating in a periodically driven, interacting quantum system
journal, April 2017
- Weidinger, Simon A.; Knap, Michael
- Scientific Reports, Vol. 7, Issue 1
Autonomous calibration of single spin qubit operations
journal, December 2017
- Frank, Florian; Unden, Thomas; Zoller, Jonathan
- npj Quantum Information, Vol. 3, Issue 1
The cold atom Hubbard toolbox
journal, January 2005
- Jaksch, D.; Zoller, P.
- Annals of Physics, Vol. 315, Issue 1
Realizing the Harper Hamiltonian with Laser-Assisted Tunneling in Optical Lattices
journal, October 2013
- Miyake, Hirokazu; Siviloglou, Georgios A.; Kennedy, Colin J.
- Physical Review Letters, Vol. 111, Issue 18
Quantum Speedup for Active Learning Agents
journal, July 2014
- Paparo, Giuseppe Davide; Dunjko, Vedran; Makmal, Adi
- Physical Review X, Vol. 4, Issue 3
Topologically Robust Transport of Photons in a Synthetic Gauge Field
journal, August 2014
- Mittal, S.; Fan, J.; Faez, S.
- Physical Review Letters, Vol. 113, Issue 8
Spin–orbit coupling in quantum gases
journal, February 2013
- Galitski, Victor; Spielman, Ian B.
- Nature, Vol. 494, Issue 7435
Toward Strong Field Mode-Selective Chemistry
journal, December 1999
- Weinacht, T. C.; White, J. L.; Bucksbaum, P. H.
- The Journal of Physical Chemistry A, Vol. 103, Issue 49, p. 10166-10168
Quantum control landscape for a two-level system near the quantum speed limit
journal, August 2018
- Larocca, Martín; Poggi, Pablo M.; Wisniacki, Diego A.
- Journal of Physics A: Mathematical and Theoretical, Vol. 51, Issue 38
Chiral ground-state currents of interacting photons in a synthetic magnetic field
journal, October 2016
- Roushan, P.; Neill, C.; Megrant, A.
- Nature Physics, Vol. 13, Issue 2
Tunneling control and localization for Bose-Einstein condensates in a frequency modulated optical lattice
journal, April 2010
- Zenesini, A.; Lignier, H.; Sias, C.
- Laser Physics, Vol. 20, Issue 5
Active learning machine learns to create new quantum experiments
journal, January 2018
- Melnikov, Alexey A.; Poulsen Nautrup, Hendrik; Krenn, Mario
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 6
Interaction Dependent Heating and Atom Loss in a Periodically Driven Optical Lattice
journal, November 2017
- Reitter, Martin; Näger, Jakob; Wintersperger, Karen
- Physical Review Letters, Vol. 119, Issue 20
Experimental realization of the topological Haldane model with ultracold fermions
journal, November 2014
- Jotzu, Gregor; Messer, Michael; Desbuquois, Rémi
- Nature, Vol. 515, Issue 7526
Measurement-based adaptation protocol with quantum reinforcement learning
journal, October 2018
- Albarrán-Arriagada, F.; Retamal, J. C.; Solano, E.
- Physical Review A, Vol. 98, Issue 4
Avoided-Level-Crossing Spectroscopy with Dressed Matter Waves
journal, December 2008
- Eckardt, André; Holthaus, Martin
- Physical Review Letters, Vol. 101, Issue 24
Floquet–Magnus theory and generic transient dynamics in periodically driven many-body quantum systems
journal, April 2016
- Kuwahara, Tomotaka; Mori, Takashi; Saito, Keiji
- Annals of Physics, Vol. 367
Transport properties of nonequilibrium systems under the application of light: Photoinduced quantum Hall insulators without Landau levels
journal, December 2011
- Kitagawa, Takuya; Oka, Takashi; Brataas, Arne
- Physical Review B, Vol. 84, Issue 23
Feedback quantum control of molecular electronic population transfer
journal, November 1997
- Bardeen, Christopher J.; Yakovlev, Vladislav V.; Wilson, Kent R.
- Chemical Physics Letters, Vol. 280, Issue 1-2, p. 151-158
Spin Polarization through Floquet Resonances in a Driven Central Spin Model
journal, August 2018
- Claeys, Pieter W.; De Baerdemacker, Stijn; Araby, Omar El
- Physical Review Letters, Vol. 121, Issue 8
Reinforcement Learning in Different Phases of Quantum Control
journal, September 2018
- Bukov, Marin; Day, Alexandre G. R.; Sels, Dries
- Physical Review X, Vol. 8, Issue 3
Reinforcement Learning with Neural Networks for Quantum Feedback
journal, September 2018
- Fösel, Thomas; Tighineanu, Petru; Weiss, Talitha
- Physical Review X, Vol. 8, Issue 3
Automatic spin-chain learning to explore the quantum speed limit
journal, May 2018
- Zhang, Xiao-Ming; Cui, Zi-Wei; Wang, Xin
- Physical Review A, Vol. 97, Issue 5
Маятник с вибрирующим подвесом
journal, January 1951
- Kapitza, P. L.
- Uspekhi Fizicheskih Nauk, Vol. 44, Issue 5
Quantum machine learning with glow for episodic tasks and decision games
journal, February 2018
- Clausen, Jens; Briegel, Hans J.
- Physical Review A, Vol. 97, Issue 2