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arXiv:2610.37204

QNETSIM for memory assisted design of satellite and hybrid quantum networks

Seid Koudia, Francesco Vista, Heyang Peng, Ilora Maity, Intidhar Bedhief, Juan Carlos Hernandez Hernandez, Symeon Chatzinotas

quant-phSubmitted Oct 27, 2026• Announced Oct 28, 2026• 0 citations
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Abstract

Space-based quantum information networks require simulation tools that capture orbital dynamics, probabilistic quantum operations, and classical coordination. We introduce QNETSIM, a modular discrete-event simulator for the design and performance evaluation of satellite and hybrid space-ground quantum networks. The framework integrates orbital geometry, free-space optical and fiber channels, quantum memories, entanglement generation, and Bell-state measurements within a common event-driven architecture. Physical models account for optical loss, atmospheric turbulence, detector imperfections, finite memory capacity, and storage-induced decoherence. Space-time routing and segmented nesting support entanglement distribution across changing topologies, while a software-defined control plane coordinates generation, storage, and swapping. Configurable scenarios encompass onboard repeaters, satellite constellations, ground-based repeaters, and direct satellite distribution. Through explicit interfaces between physical models, network protocols, and orchestration, QNETSIM links component characteristics and operational policies to entanglement fidelity, throughput, latency, availability, and memory utilization, enabling systematic exploration of architectural and resource-management trade-offs in future space-based quantum information networks.

AI Summary

QNETSIM addresses how orbital motion, probabilistic entanglement operations, finite quantum memories, and classical coordination jointly determine satellite and hybrid quantum-network performance. It introduces a modular discrete-event simulator combining orbital geometry, free-space and fiber links, memory loading and decoherence, entanglement swapping, space–time routing, and controller interfaces. Resource records preserve surviving endpoints’ original storage ages through swaps and distinguish physical completion from herald and Pauli-frame availability. The evaluation uses onboard-repeater, constellation, ground-repeater, and direct-distribution scenarios. An onboard-repeater campaign covers 32 settings with four runs each. Increasing coherence time from $T_2=30$ to $300\,\mathrm{s}$ raises integrated deliveries by only 1.36% for one co-located-terminal geometry, but by factors of 3.35 and 3.55 for two geometries with 500 km terminal separation. A separate Paris–Vienna design pass delivers 19,502 pairs over 600 s, with count-weighted conditional fidelity 0.855 and one memory bank reaching capacity. In the satellite–fiber ground-repeater scenario, approximately 7,900 deliveries meet $F\geq0.8$ for both 60 s and 600 s coherence, versus approximately 2,000 for 6 s and essentially none for 0.6 s. A direct-link calculation additionally optimizes source brightness and coincidence windows under fidelity and detector-dead-time constraints. The reported trajectories use configuration-specific reduced models; detailed Bell-vector and quantum-instrument derivations are reference formulations, not validations of those trajectories. Limitations include unspecified replication statistics for the ground-repeater plots, no demonstrated routing-policy advantage or independent-simulator/controller equivalence, assumed optical and memory parameters, and no hardware or production key-management integration validation.

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Comments
This work was carried out as part of the European Space Agency (ESA) project Quantum information NETworks SIMulator (QNETSIM), under ESA Contract No. 40001 49440125/NL/FGL/lf

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Space-based quantum information networks require simulation tools that capture orbital dynamics, probabilistic quantum operations, and classical coordination. We introduce QNETSIM, a modular discrete-event simulator for the design and performance evaluation of satellite and hybrid space-ground quantum networks. The framework integrates orbital geometry, free-space optical and fiber channels, quantum memories, entanglement generation, and Bell-state measurements within a common event-driven architecture. Physical models account for optical loss, atmospheric turbulence, detector imperfections, finite memory capacity, and storage-induced decoherence. Space-time routing and segmented nesting support entanglement distribution across changing topologies, while a software-defined control plane coordinates generation, storage, and swapping. Configurable scenarios encompass onboard repeaters, satellite constellations, ground-based repeaters, and direct satellite distribution. Through explicit interfaces between physical models, network protocols, and orchestration, QNETSIM links component characteristics and operational policies to entanglement fidelity, throughput, latency, availability, and memory utilization, enabling systematic exploration of architectural and resource-management trade-offs in future space-based quantum information networks.
QNETSIM addresses how orbital motion, probabilistic entanglement operations, finite quantum memories, and classical coordination jointly determine satellite and hybrid quantum-network performance. It introduces a modular discrete-event simulator combining orbital geometry, free-space and fiber links, memory loading and decoherence, entanglement swapping, space–time routing, and controller interfaces. Resource records preserve surviving endpoints’ original storage ages through swaps and distinguish physical completion from herald and Pauli-frame availability.
The evaluation uses onboard-repeater, constellation, ground-repeater, and direct-distribution scenarios. An onboard-repeater campaign covers 32 settings with four runs each. Increasing coherence time from T2=30T_2=30T2​=30 to 300 s300\,\mathrm{s}300s raises integrated deliveries by only 1.36% for one co-located-terminal geometry, but by factors of 3.35 and 3.55 for two geometries with 500 km terminal separation. A separate Paris–Vienna design pass delivers 19,502 pairs over 600 s, with count-weighted conditional fidelity 0.855 and one memory bank reaching capacity. In the satellite–fiber ground-repeater scenario, approximately 7,900 deliveries meet F≥0.8F\geq0.8F≥0.8 for both 60 s and 600 s coherence, versus approximately 2,000 for 6 s and essentially none for 0.6 s. A direct-link calculation additionally optimizes source brightness and coincidence windows under fidelity and detector-dead-time constraints.
The reported trajectories use configuration-specific reduced models; detailed Bell-vector and quantum-instrument derivations are reference formulations, not validations of those trajectories. Limitations include unspecified replication statistics for the ground-repeater plots, no demonstrated routing-policy advantage or independent-simulator/controller equivalence, assumed optical and memory parameters, and no hardware or production key-management integration validation.
Satellite optical links may be able to extend quantum communication range beyond that which is possible through optical fibres which are constrained by exponential loss scaling. Quantum repeaters have been proposed to mitigate high channel losses in both fibre and satellite links. Although satellite quantum repeaters could improve entanglement distribution efficiency, the attempt rate is constrained by classical communication latency in the entanglement swapping step. Direct entanglement distribution does not suffer this latency and can therefore compensate for high dual-downlink losses by increasing the source rate. A systematic comparative analysis of repeater-assisted and direct entanglement distribution rates using a satellite is absent from the literature. In addition to entanglement distribution rates, a detailed analysis of the fidelity of entanglement distributed by repeater-assisted satellite links has yet to be performed. Here, we develop an in-depth framework for describing a space quantum link consisting of a single satellite and two ground stations. We compare the entanglement distribution rates of direct and repeater-assisted satellite entanglement distribution, taking into account variations in overpass geometry and quantum memory capacity. The long-term entanglement distribution performance to different pairs of major cities is also considered, and the altitudinal dependence is explored. Furthermore, we develop a Monte Carlo model of the repeater satellite to explore the effect that different memory management policies and capacities have on the waiting time statistics of memory qubits. From these statistics we calculate the fidelity distributions of the entangled pairs established between the ground stations. These results will inform mission design for future space-borne quantum repeater nodes, as well as requirements on space-based memory platforms.
Abstract Quantum repeaters and satellite-based optical links are complementary technological approaches to overcome the exponential photon loss in optical fibers and thus allow quantum communication on a global scale. We analyze architectures which combine these approaches and use satellites as quantum repeater nodes to distribute entanglement to distant optical ground stations. Here we simulate dynamic, three-dimensional ground station passes, going beyond previous studies that typically consider static satellite links. For this, we numerically solve the equations of motion of the dynamic system consisting of three satellites in low Earth orbit. The model of the optical link takes into account atmospheric attenuation, single-mode fiber coupling, beam wandering and broadening, as well as adaptive optics effects. We derive analytical expressions for the Bell state measurement and associated error rates for quantum memory assisted communications, including retrieval efficiency and state coherence. We consider downlink and uplink architectures for continental and intercontinental connections and evaluate the impact of satellite altitude and inter-satellite distance on the expected entanglement swapping rate. Our simulation model enables us to design different orbital configurations for the satellite constellation and analyze the annual performance of the quantum repeater under realistic conditions.
Quantum repeaters and satellite-based optical links are complementary technological approaches to overcome the exponential photon loss in optical fibers and thus allow quantum communication on a global scale. We analyze architectures which combine these approaches and use satellites as quantum repeater nodes to distribute entanglement to distant optical ground stations. Here we simulate dynamic, three-dimensional ground station passes, going beyond previous studies that typically consider static satellite links. For this, we numerically solve the equations of motion of the dynamic system consisting of three satellites in low Earth orbit. The model of the optical link takes into account atmospheric attenuation, single-mode fiber coupling, beam wandering and broadening, as well as adaptive optics effects. We derive analytical expressions for the Bell state measurement and associated error rates for quantum memory assisted communications, including retrieval efficiency and state coherence. Our simulation model enables us to design different orbital configurations for the satellite constellation and analyze the annual performance of the quantum repeater under realistic conditions.
The realization of the quantum internet as an interconnected network of quantum hardware requires the distribution of entanglement over long distances. Due to the exponential photon loss in optical fibers, the necessary communication rates for end-user applications cannot be achieved if direct links over several hundred kilometers are required. Two possible solutions to increase the link distance are the implementation of quantum repeaters and the use of free-space optical satellite links. A natural extension would be to combine both approaches, by using satellites as quantum repeater nodes and take advantage of the low losses in free-space. However, due to the higher technological requirements for space-based technologies and the already low communications losses in free-space, it is not yet clear whether satellite- based quantum repeaters can lead to an additional improvement in the communication rate. Here we show for which operating scenarios a satellite-based quantum repeater outperforms a single satellite for entanglement distribution. To this end, we developed a satellite simulation software that includes a model of the optical link model and of entanglement swapping in order to analyze entanglement distribution rates of the satellite-based quantum repeater and single satellite. The simulation captures important effects such as the single-mode fiber coupling efficiency, adaptive optics corrections, decoherence and decay of information in the quantum memory as well as its retrieval efficiency. Based on these effects, we show advantages and challenges of satellite constellations for quantum communications in low, medium and geosynchronous orbits.
The deployment of Low Earth Orbit (LEO) satellite constellations is an important step toward global-scale quantum networking. However, evaluating satellite quantum network protocols under spatiotemporal orbital dynamics and quantum physical constraints remains computationally expensive and challenging. In this paper, we propose QUASAR, a lightweight simulator for evaluating entanglement distribution in satellite-based quantum networks. QUASAR provides a decoupled architecture that integrates dynamic orbital topologies, time-varying optical transmittance, and quantum memory decoherence into network- layer attributes. To demonstrate its capabilities, we abstract and implement two representative hardware architectures: Simultaneous Downlink and On-Orbit Stitching. We further introduce an Entanglement Distribution Rate (EDR)-Aware Spatiotemporal Routing (EASR) heuristic as a reference workload. Our case study examines how QUASAR supports different satellite architectures, routing workloads, realistic orbital traces, concurrent requests, and scalable event-driven execution. With over 85% lower network-layer update latency than continuous polling, QUASAR provides a practical and extensible framework for future satellite quantum network protocol evaluation.
A large scale quantum network requires the distribution of high-fidelity end-to-end entanglement. To overcome the range limitations inherent to terrestrial fiber, a leading architecture has emerged: satellite-based sources transmitting entanglement to quantum repeaters on the ground. By bridging the gap between abstract analytical frameworks and computationally heavy numerical simulations, this paper provides the first quantitative answer to the question of such a network's achievable performance with current and near-term space technology, while accounting for entanglement swapping and purification. This is achieved by integrating a detailed physical model of a satellite-to-ground link into an analytical entanglement resource estimation framework for quantum repeaters, enabling an optimization of the end-to-end entanglement rate. Our analysis, performed across leading quantum hardware platforms, shows that Low Earth Orbit satellite constellations combined with quantum repeaters employing Neutral Atom or Nitrogen and Silicon Vacancy qubits, could enable a global quantum network, distributing entanglement over distances up to 20,000 km, sufficient for connecting any two points on Earth. This work highlights the major bottlenecks in space and quantum hardware technologies, which need to be addressed, thereby guiding informed investments necessary for enabling a large scale quantum network.