Juan A. Fraire

Researcher in Space Networking and Informatics

Inria CONICET Saarland University

Publications Journal article · Orbital computing · 2026

Optimal Design of Space-Based Data Center Constellations for In-Orbit Computing Services

Wenxiao Ge, Juan A. Fraire, and Kanglian Zhao

IEEE Communications Letters, vol. 30, pp. 1880–1884, 2026

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Abstract

With the increasing demand for in-orbit computing services, the architectural design of Space-Based Data Center (SBDC) constellations has emerged as a critical research challenge. However, existing design methodologies remain tailored to traditional constellations and lack specialized models to evaluate the unique cost-performance trade-offs. This letter proposes a comprehensive multi-objective optimization model for SBDC constellation design, aiming to minimize cost and delay while maximizing computational performance. To efficiently solve this complex problem, a novel SBDC Constellation Design Optimization (SCDO) framework, built upon NSGA-II, is developed to obtain the optimal constellation architectures. Extensive simulations demonstrate the effectiveness of the proposed framework, reveal two primary design paradigms, and provide an in-depth analysis of the impact of task characteristics.

Cite

DOI 10.1109/lcomm.2026.3688042

BibTeX
@article{DBLP:journals/icl/GeFZ26,
  author  = {Wenxiao Ge and Juan A. Fraire and Kanglian Zhao},
  title   = {Optimal Design of Space-Based Data Center Constellations for In-Orbit Computing Services},
  journal = {IEEE Communications Letters},
  volume  = {30},
  pages   = {1880--1884},
  year    = {2026},
  doi     = {10.1109/lcomm.2026.3688042}
}

More on orbital computing

  1. Dark Clouds Rising in Low-Earth Orbit: On Environmental Limits to Massive Orbital AI Robin Ohs, Gregory F. Stock, Andreas Schmidt, Juan A. Fraire, Jörg Ott, and Holger Hermanns ACM Workshop on LEO Networking and Communication (LEO-NET), co-located with ACM SIGCOMM, 2026
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    In 2026, we saw rising numbers of proposals for orbital data centers to facilitate AI, e.g., by SpaceX (up to one million satellites), Blue Origin, and Google—yet none include rigorous lifecycle sustainability analysis. We present ESpaS-ODC, a lifecycle carbon model that accounts for the three subsystems physically unavoidable at GPU-class power densities but absent from prior work: a thermal radiator sized from ISS data, solar-array degradation and eclipse margin, and cold-standby spares for no-repair access. Applying the model to an edge data center in a 510 km orbit reveals that the service-overhead-scaled radiator weighs about eleven times the GPU it serves and that modeled power and thermal infrastructure dominate launched component mass—not compute. Using mission duration T as the denominator to amortize launch, re-entry, and manufacturing carbon, model-boundary parity with a global-average terrestrial DC occurs within the first two mission years in our parameter sweep. With respect to a renewables-powered green-energy DC (Finland grid intensity: 68 gCO2e/kWh, PUE: 1.2), parity requires multi-year missions with cold-standby spares compensating the shorter component lifetimes. Idealized dawn-dusk SSO (no-eclipse regime, β > βcrit) eliminates the eclipse battery, cutting modeled component mass significantly (e.g., 25% on the 1 kW-ODC for a 3 yr mission), but leaves the radiator unchanged: high-beta orbits solve the battery problem, not the thermal problem. Finally, carrying one full cold spare (r = 2) increases amortized carbon per GPU hour by 40% on Starship and 34% on Falcon-9 at T = 3 yr, while its dependability benefit remains to be quantified.

  2. Space Cloud Networks: Technologies, Architectures, and Key Enablers Wenxiao Ge, Juan A. Fraire, Xinxin Shen, and Kanglian Zhao IEEE Communications Magazine, 2026
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    The rapid growth of artificial intelligence models and global computing demands has placed an unsustainable burden on ground-based data centers, exacerbating energy consumption and environmental concerns. Simultaneously, emerging space-based infrastructures face stringent real-time processing requirements, while underserved regions experience persistent connectivity gaps. To address these challenges, we propose a space cloud network powered by space-based data centers interconnected through high-speed laser links. We present a three-layer architecture comprising cloud, access, and user layers and analyze the strengths and limitations of different orbits and configurations. We advocate for a multi-layer heterogeneous fusion network that leverages dawn-dusk and inclined orbits to balance performance, latency, and coverage. Additionally, we identify key enabling technologies, including space cloud operating systems, file systems, network management, and network security. This work presents a comprehensive framework for establishing the space cloud network, aiming to enhance global connectivity and computational efficiency.

  3. Dirty Bits in Low-Earth Orbit: The Carbon Footprint of Launching Computers Robin Ohs, Gregory F Stock, Andreas Schmidt, Juan A. Fraire, and Holger Hermanns ACM SIGENERGY Energy Informatics Review, 2025
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    Low-Earth Orbit (LEO) satellites are increasingly proposed for communication and in-orbit computing, achieving low-latency global services. However, their sustainability remains largely unexamined. This paper investigates the carbon footprint of computing in space, focusing on lifecycle emissions from launch over orbital operation to re-entry. We present ESpaS, a lightweight tool for estimating carbon intensities across CPU usage, memory, and networking in orbital vs. terrestrial settings. Three worked examples compare (i) launch technologies (state-of-the-art rocket vs. potential next generation) and (ii) operational emissions of data center workloads in orbit and on the ground. Results show that, even under optimistic assumptions, in-orbit systems incur significantly higher carbon costs—up to an order of magnitude more than terrestrial equivalents—primarily due to embodied emissions from launch and re-entry. Our findings advocate for carbon-aware design principles and regulatory oversight in developing sustainable digital infrastructure in orbit.