Transfer and routing of Gaussian states through quantum complex networks with and without community structure

Markku Hahto1, Johannes Nokkala1, Guillermo García-Pérez2, Sabrina Maniscalco2,3, and Jyrki Piilo1

1Department of Physics and Astronomy, University of Turku, FI-20014, Turun Yliopisto, Finland
2Algorithmiq Ltd, Kanavakatu 3 C, FI-00160, Helsinki, Finland
3Department of Physics, University of Helsinki, FI-00014 Helsinki, Finland

Find this paper interesting or want to discuss? Scite or leave a comment on SciRate.

Abstract

The goal in quantum state transfer is to avoid the need to physically transport carriers of quantum information. This is achieved by using a suitably engineered Hamiltonian that induces the transfer of the state of one subsystem to another. A less known generalization of state transfer considers multiple systems such that any pair can exchange quantum information and transfers can take place at any time, starting and stopping independently. This is sometimes called routing of quantum states. State transfer in particular has received a great deal of attention, however the vast majority of results in both state transfer and routing concern qubits transferred in a network of restricted structure. Here we consider routing of single-mode Gaussian states and entanglement through complex networks of quantum harmonic oscillators. We compare a protocol where the transfer is completed in a single step but the effective Hamiltonian only approximately transfers the state with one where the transfer can in principle be perfect but the transfer is done in two steps, and also illustrate the state-dependency of the transfer fidelity. We find that even in a random and homogeneous network, the transfer fidelity still depends on the degree of the nodes for any link density, and that in both random and complex networks it is the community structure that controls the appearance of higher frequency normal modes useful for transfer. Finally, we find that networks of sufficient complexity may have superior routing performance over superficially similar random networks. Our results pave the way for further exploration of the role of community structure in state transfer and related tasks.

A key part of future quantum technologies is moving quantum information from one quantum system to another. Quantum state transfer achieves this by having the communicating parties couple to an intermediate system which acts as an information bus. The intermediate system is generally a network of interacting quantum systems which are similar to the communicating systems; this avoids the need to interface between systems of different nature, such as stationary oscillators and flying photons.

In this work, we investigate the role of the structure of the intermediate network on the quality of the transfer when Gaussian states are transferred over a network of quantum harmonic oscillators. Our focus is on finding networks in which multiple simultaneous transfers can happen, which is known as quantum state routing. We also consider how selected network properties, such as the degree distribution, affect the transfers.

Our main result is that networks with community structure are a suitable platform for routing. This may be of interest in quantum computing, since distributed computing potentially leads to modular architectures. The result can also serve as a basis for quantum-inspired community detection algorithms. We also present some tentative results about quantifying the suitability of a network for the routing task.

► BibTeX data

► References

[1] Sougato Bose. ``Quantum communication through an unmodulated spin chain''. Physical review letters 91, 207901 (2003).
https:/​/​doi.org/​10.1103/​PhysRevLett.91.207901

[2] Georgios M Nikolopoulos, Igor Jex, et al. ``Quantum state transfer and network engineering''. Springer. (2014).
https:/​/​doi.org/​10.1007/​978-3-642-39937-4

[3] Dylan Lewis, João P Moutinho, Antonio T Costa, Yasser Omar, and Sougato Bose. ``Low-dissipation data bus via coherent quantum dynamics''. Physical Review B 108, 075405 (2023).
https:/​/​doi.org/​10.1103/​PhysRevB.108.075405

[4] Alastair Kay. ``Basics of perfect communication through quantum networks''. Physical Review A 84, 022337 (2011).
https:/​/​doi.org/​10.1103/​PhysRevA.84.022337

[5] Chris Godsil. ``State transfer on graphs''. Discrete Mathematics 312, 129–147 (2012).
https:/​/​doi.org/​10.1016/​j.disc.2011.06.032

[6] Matthias Christandl, Nilanjana Datta, Tony C Dorlas, Artur Ekert, Alastair Kay, and Andrew J Landahl. ``Perfect transfer of arbitrary states in quantum spin networks''. Physical Review A 71, 032312 (2005).
https:/​/​doi.org/​10.1103/​PhysRevA.71.032312

[7] V Kostak, GM Nikolopoulos, and I Jex. ``Perfect state transfer in networks of arbitrary topology and coupling configuration''. Physical Review A 75, 042319 (2007).
https:/​/​doi.org/​10.1103/​PhysRevA.75.042319

[8] D Portes, Hilario Rodrigues, Sergio B Duarte, and Basilio Baseia. ``Perfect transfer of quantum states in a network of harmonic oscillators''. The European Physical Journal D 67, 1–6 (2013).
https:/​/​doi.org/​10.1140/​epjd/​e2013-40161-y

[9] Martin B Plenio and Fernando L Semiao. ``High efficiency transfer of quantum information and multiparticle entanglement generation in translation-invariant quantum chains''. New Journal of Physics 7, 73 (2005).
https:/​/​doi.org/​10.1088/​1367-2630/​7/​1/​073

[10] Antoni Wojcik, Tomasz Łuczak, Paweł Kurzyński, Andrzej Grudka, Tomasz Gdala, and Małgorzata Bednarska. ``Multiuser quantum communication networks''. Physical Review A 75, 022330 (2007).
https:/​/​doi.org/​10.1103/​PhysRevA.75.022330

[11] Simone Paganelli, Salvatore Lorenzo, Tony JG Apollaro, Francesco Plastina, and Gian Luca Giorgi. ``Routing quantum information in spin chains''. Physical Review A 87, 062309 (2013).
https:/​/​doi.org/​10.1103/​PhysRevA.87.062309

[12] F Nicacio and FL Semião. ``Coupled harmonic systems as quantum buses in thermal environments''. Journal of Physics A: Mathematical and Theoretical 49, 375303 (2016).
https:/​/​doi.org/​10.1088/​1751-8113/​49/​37/​375303

[13] Russell Merris. ``Laplacian graph eigenvectors''. Linear algebra and its applications 278, 221–236 (1998).
https:/​/​doi.org/​10.1016/​S0024-3795(97)10080-5

[14] A Jamakovic and Piet Van Mieghem. ``On the robustness of complex networks by using the algebraic connectivity''. In NETWORKING 2008 Ad Hoc and Sensor Networks, Wireless Networks, Next Generation Internet: 7th International IFIP-TC6 Networking Conference Singapore, May 5-9, 2008 Proceedings 7. Pages 183–194. Springer (2008).
https:/​/​doi.org/​10.1007/​978-3-540-79549-0_16

[15] Edmond Jonckheere, Frank C Langbein, and Sophie G Schirmer. ``Information transfer fidelity in spin networks and ring-based quantum routers''. Quantum Information Processing 14, 4751–4785 (2015).
https:/​/​doi.org/​10.1007/​s11128-015-1136-4

[16] Abdulsalam H Alsulami, Irene D'Amico, Marta P Estarellas, and Timothy P Spiller. ``Unitary design of quantum spin networks for robust routing, entanglement generation, and phase sensing''. Advanced Quantum Technologies 5, 2200013 (2022).
https:/​/​doi.org/​10.1002/​qute.202200013

[17] MB Plenio, J Hartley, and Jens Eisert. ``Dynamics and manipulation of entanglement in coupled harmonic systems with many degrees of freedom''. New Journal of Physics 6, 36 (2004).
https:/​/​doi.org/​10.1088/​1367-2630/​6/​1/​036

[18] Christopher Chudzicki and Frederick W Strauch. ``Parallel state transfer and efficient quantum routing on quantum networks''. Physical review letters 105, 260501 (2010).
https:/​/​doi.org/​10.1103/​PhysRevLett.105.260501

[19] Kenton R Brown, Christian Ospelkaus, Yves Colombe, Andrew C Wilson, Dietrich Leibfried, and David J Wineland. ``Coupled quantized mechanical oscillators''. Nature 471, 196–199 (2011).
https:/​/​doi.org/​10.1038/​nature09721

[20] Samuel L Braunstein and H Jeff Kimble. ``Teleportation of continuous quantum variables''. Physical Review Letters 80, 869 (1998).
https:/​/​doi.org/​10.1103/​PhysRevLett.80.869

[21] Stefano Pirandola and Stefano Mancini. ``Quantum teleportation with continuous variables: A survey''. Laser Physics 16, 1418–1438 (2006).
https:/​/​doi.org/​10.1134/​S1054660X06100057

[22] Ronald J. Sadlier and Travis S. Humble. ``State-dependent routing dynamics in noisy quantum computing devices'' (2021). arXiv:2012.13131.
arXiv:2012.13131

[23] Mark Webber, Steven Herbert, Sebastian Weidt, and Winfried K Hensinger. ``Efficient qubit routing for a globally connected trapped ion quantum computer''. Advanced Quantum Technologies 3, 2000027 (2020).
https:/​/​doi.org/​10.1002/​qute.202000027

[24] Aniruddha Bapat, Andrew M Childs, Alexey V Gorshkov, Samuel King, Eddie Schoute, and Hrishee Shastri. ``Quantum routing with fast reversals''. Quantum 5, 533 (2021).
https:/​/​doi.org/​10.22331/​q-2021-08-31-533

[25] Animesh Sinha, Utkarsh Azad, and Harjinder Singh. ``Qubit routing using graph neural network aided monte carlo tree search''. Proceedings of the AAAI Conference on Artificial Intelligence 36, 9935–9943 (2022).
https:/​/​doi.org/​10.1609/​aaai.v36i9.21231

[26] Xiang Zhan, Hao Qin, Zhi-hao Bian, Jian Li, and Peng Xue. ``Perfect state transfer and efficient quantum routing: A discrete-time quantum-walk approach''. Physical Review A 90, 012331 (2014).
https:/​/​doi.org/​10.1103/​PhysRevA.90.012331

[27] Hengji Li, Jian Li, and Xiubo Chen. ``Discrete-time quantum walk approach to high-dimensional quantum state transfer and quantum routing'' (2021). arXiv:2108.04923.
arXiv:2108.04923

[28] Huixia Gao, Kunkun Wang, Dengke Qu, Quan Lin, and Peng Xue. ``Demonstration of a photonic router via quantum walks''. New Journal of Physics 25, 053011 (2023).
https:/​/​doi.org/​10.1088/​1367-2630/​acd270

[29] Alberto Bottarelli, Massimo Frigerio, and Matteo GA Paris. ``Quantum routing of information using chiral quantum walks''. AVS Quantum Science 5, 025001 (2023).
https:/​/​doi.org/​10.1116/​5.0146805

[30] Nikolaos E Palaiodimopoulos, Simon Ohler, Michael Fleischhauer, and David Petrosyan. ``Chiral quantum router with rydberg atoms''. Physical Review A 109, 032622 (2024).
https:/​/​doi.org/​10.1103/​PhysRevA.109.032622

[31] Rozhin Yousefjani and Abolfazl Bayat. ``Simultaneous multiple-user quantum communication across a spin-chain channel''. Physical Review A 102, 012418 (2020).
https:/​/​doi.org/​10.1103/​PhysRevA.102.012418

[32] Peter J Pemberton-Ross and Alastair Kay. ``Perfect quantum routing in regular spin networks''. Physical review letters 106, 020503 (2011).
https:/​/​doi.org/​10.1103/​PhysRevLett.106.020503

[33] Michelle Girvan and Mark EJ Newman. ``Community structure in social and biological networks''. Proceedings of the national academy of sciences 99, 7821–7826 (2002).
https:/​/​doi.org/​10.1073/​pnas.122653799

[34] Mark EJ Newman and Michelle Girvan. ``Finding and evaluating community structure in networks''. Physical review E 69, 026113 (2004).
https:/​/​doi.org/​10.1103/​PhysRevE.69.026113

[35] Santo Fortunato. ``Community detection in graphs''. Physics reports 486, 75–174 (2010).
https:/​/​doi.org/​10.1016/​j.physrep.2009.11.002

[36] Yoel Tikochinsky. ``On the diagonalization of the general quadratic hamiltonian for coupled harmonic oscillators''. Journal of Mathematical Physics 20, 406–408 (1979).
https:/​/​doi.org/​10.1063/​1.524093

[37] Alessandro Ferraro, Stefano Olivares, and Matteo GA Paris. ``Gaussian states in quantum information''. Napoli Series on physics and Astrophysics. Bibliopolis. (2005).
https:/​/​doi.org/​10.48550/​arXiv.quant-ph/​0503237
arXiv:quant-ph/0503237

[38] Gerardo Adesso, Sammy Ragy, and Antony R Lee. ``Continuous variable quantum information: Gaussian states and beyond''. Open Systems & Information Dynamics 21, 1440001 (2014).
https:/​/​doi.org/​10.1142/​S1230161214400010

[39] Sanjeev Chauhan, Michelle Girvan, and Edward Ott. ``Spectral properties of networks with community structure''. Physical Review E 80, 056114 (2009).
https:/​/​doi.org/​10.1103/​PhysRevE.80.056114

[40] Paul W. Holland, Kathryn Blackmond Laskey, and Samuel Leinhardt. ``Stochastic blockmodels: First steps''. Social Networks 5, 109–137 (1983).
https:/​/​doi.org/​10.1016/​0378-8733(83)90021-7

[41] Wayne W Zachary. ``An information flow model for conflict and fission in small groups''. Journal of anthropological research 33, 452–473 (1977). url: http:/​/​www.jstor.org/​stable/​3629752.
http:/​/​www.jstor.org/​stable/​3629752

[42] Aric A. Hagberg, Daniel A. Schult, and Pieter J. Swart. ``Exploring network structure, dynamics, and function using NetworkX''. In Gaël Varoquaux, Travis Vaught, and Jarrod Millman, editors, Proceedings of the 7th Python in Science Conference. Pages 11 – 15. Pasadena, CA USA (2008).

[43] Mark EJ Newman. ``Finding community structure in networks using the eigenvectors of matrices''. Physical review E 74, 036104 (2006).
https:/​/​doi.org/​10.1103/​PhysRevE.74.036104

[44] Mohsen Razavi. ``An introduction to quantum communications networks: Or, how shall we communicate in the quantum era?''. 2053-2571. Morgan & Claypool Publishers. (2018).
https:/​/​doi.org/​10.1088/​978-1-6817-4653-1

[45] Shi-Hai Wei, Bo Jing, Xue-Ying Zhang, Jin-Yu Liao, Chen-Zhi Yuan, Bo-Yu Fan, Chen Lyu, Dian-Li Zhou, You Wang, Guang-Wei Deng, et al. ``Towards real-world quantum networks: A review''. Laser & Photonics Reviews 16, 2100219 (2022).
https:/​/​doi.org/​10.1002/​lpor.202100219

[46] GD de Moraes Neto, FM Andrade, V Montenegro, and S Bose. ``Quantum state transfer in optomechanical arrays''. Physical Review A 93, 062339 (2016).
https:/​/​doi.org/​10.1103/​PhysRevA.93.062339

[47] Wenlin Li, Chong Li, and Heshan Song. ``Quantum synchronization and quantum state sharing in an irregular complex network''. Physical Review E 95, 022204 (2017).
https:/​/​doi.org/​10.1103/​PhysRevE.95.022204

[48] Warren Fon, Matthew H Matheny, Jarvis Li, Lev Krayzman, Michael C Cross, Raissa M D’Souza, James P Crutchfield, and Michael L Roukes. ``Complex dynamical networks constructed with fully controllable nonlinear nanomechanical oscillators''. Nano letters 17, 5977–5983 (2017).
https:/​/​doi.org/​10.1021/​acs.nanolett.7b02026

[49] Matthew H Matheny, Jeffrey Emenheiser, Warren Fon, Airlie Chapman, Anastasiya Salova, Martin Rohden, Jarvis Li, Mathias Hudoba de Badyn, Márton Pósfai, Leonardo Duenas-Osorio, et al. ``Exotic states in a simple network of nanoelectromechanical oscillators''. Science 363, eaav7932 (2019).
https:/​/​doi.org/​10.1126/​science.aav7932

[50] Johannes Nokkala, Francesco Arzani, Fernando Galve, Roberta Zambrini, Sabrina Maniscalco, Jyrki Piilo, Nicolas Treps, and Valentina Parigi. ``Reconfigurable optical implementation of quantum complex networks''. New Journal of Physics 20, 053024 (2018).
https:/​/​doi.org/​10.1088/​1367-2630/​aabc77

[51] P. Renault, J. Nokkala, G. Roeland, N.Y. Joly, R. Zambrini, S. Maniscalco, J. Piilo, N. Treps, and V. Parigi. ``Experimental optical simulator of reconfigurable and complex quantum environment''. PRX Quantum 4, 040310 (2023).
https:/​/​doi.org/​10.1103/​PRXQuantum.4.040310

[52] Markku Hahto, Jyrki Piilo, and Johannes Nokkala. ``State transfer in noisy modular quantum networks''. Advanced Quantum Technologies 8, 2400316 (2025).
https:/​/​doi.org/​10.1002/​qute.202400316

[53] Martin B Plenio and Susana F Huelga. ``Dephasing-assisted transport: quantum networks and biomolecules''. New Journal of Physics 10, 113019 (2008).
https:/​/​doi.org/​10.1088/​1367-2630/​10/​11/​113019

[54] Filippo Caruso, Alex W Chin, Animesh Datta, Susana F Huelga, and Martin B Plenio. ``Highly efficient energy excitation transfer in light-harvesting complexes: The fundamental role of noise-assisted transport''. The Journal of Chemical Physics 131, 105106 (2009).
https:/​/​doi.org/​10.1063/​1.3223548

[55] Silvia Viciani, Manuela Lima, Marco Bellini, and Filippo Caruso. ``Observation of noise-assisted transport in an all-optical cavity-based network''. Physical Review Letters 115, 083601 (2015).
https:/​/​doi.org/​10.1103/​PhysRevLett.115.083601

[56] Patrick Rebentrost, Masoud Mohseni, Ivan Kassal, Seth Lloyd, and Alán Aspuru-Guzik. ``Environment-assisted quantum transport''. New Journal of Physics 11, 033003 (2009).
https:/​/​doi.org/​10.1088/​1367-2630/​11/​3/​033003

[57] Devon N Biggerstaff, René Heilmann, Aidan A Zecevik, Markus Gräfe, Matthew A Broome, Alessandro Fedrizzi, Stefan Nolte, Alexander Szameit, Andrew G White, and Ivan Kassal. ``Enhancing coherent transport in a photonic network using controllable decoherence''. Nature communications 7, 11282 (2016).
https:/​/​doi.org/​10.1038/​ncomms11282

[58] Morteza Rafiee, Cosmo Lupo, and Stefano Mancini. ``Noise to lubricate qubit transfer in a spin network''. Physical Review A—Atomic, Molecular, and Optical Physics 88, 032325 (2013).
https:/​/​doi.org/​10.1103/​PhysRevA.88.032325

[59] Chen Wang and Jeffrey M Gertler. ``Autonomous quantum state transfer by dissipation engineering''. Physical Review Research 1, 033198 (2019).
https:/​/​doi.org/​10.1103/​PhysRevResearch.1.033198

[60] Analia Zwick, Gonzalo A Álvarez, Guy Bensky, and Gershon Kurizki. ``Optimized dynamical control of state transfer through noisy spin chains''. New Journal of Physics 16, 065021 (2014).
https:/​/​doi.org/​10.1088/​1367-2630/​16/​6/​065021

[61] Mauro Faccin, Piotr Migdał, Tomi H Johnson, Ville Bergholm, and Jacob D Biamonte. ``Community detection in quantum complex networks''. Physical Review X 4, 041012 (2014).
https:/​/​doi.org/​10.1103/​PhysRevX.4.041012

[62] Johannes Nokkala. ``Quantum complex networks''. PhD thesis. University of Turku. (2018).

[63] J Robert Johansson, Paul D Nation, and Franco Nori. ``QuTiP: An open-source python framework for the dynamics of open quantum systems''. Computer physics communications 183, 1760–1772 (2012).
https:/​/​doi.org/​10.1016/​j.cpc.2012.02.021

[64] Horia Scutaru. ``Fidelity for displaced squeezed thermal states and the oscillator semigroup''. Journal of Physics A: Mathematical and General 31, 3659 (1998).
https:/​/​doi.org/​10.1088/​0305-4470/​31/​15/​025

[65] Leonardo Banchi, Samuel L Braunstein, and Stefano Pirandola. ``Quantum fidelity for arbitrary gaussian states''. Physical review letters 115, 260501 (2015).
https:/​/​doi.org/​10.1103/​PhysRevLett.115.260501

[66] Gerardo Adesso and Fabrizio Illuminati. ``Gaussian measures of entanglement versus negativities: Ordering of two-mode gaussian states''. Physical Review A—Atomic, Molecular, and Optical Physics 72, 032334 (2005).
https:/​/​doi.org/​10.1103/​PhysRevA.72.032334

[67] Chiara Orsini, Marija M Dankulov, Pol Colomer-de Simón, Almerima Jamakovic, Priya Mahadevan, Amin Vahdat, Kevin E Bassler, Zoltán Toroczkai, Marián Boguná, Guido Caldarelli, et al. ``Quantifying randomness in real networks''. Nature communications 6, 8627 (2015).
https:/​/​doi.org/​10.1038/​ncomms9627

[68] Pol Colomer-de Simón. ``Randnetgen''. https:/​/​github.com/​polcolomer/​RandNetGen (2014).
https:/​/​github.com/​polcolomer/​RandNetGen

[69] M Ángeles Serrano and Marian Boguna. ``Clustering in complex networks. I. General formalism''. Physical Review E—Statistical, Nonlinear, and Soft Matter Physics 74, 056114 (2006).
https:/​/​doi.org/​10.1103/​PhysRevE.74.056114

Cited by

[1] Markku Hahto, Jyrki Piilo, and Johannes Nokkala, "State Transfer in Noisy Modular Quantum Networks", arXiv:2407.02145, (2024).

The above citations are from SAO/NASA ADS (last updated successfully 2026-08-10 16:51:30). The list may be incomplete as not all publishers provide suitable and complete citation data.

On Crossref's cited-by service no data on citing works was found (last attempt 2026-08-10 16:51:28).