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Resource Allocation and Management in Multi-Satellite Collaborative Networks: Frameworks, Key Techniques and Challenges

  • Jie Zhang
  • , Liang Yang*
  • , Qingqing Wu
  • , Gaofeng Pan
  • , Lexi Xu
  • , Dusit Niyato
  • , Mohamed Slim Alouini
  • *Corresponding author for this work
  • Hunan University
  • Shanghai Jiao Tong University
  • Beijing Institute of Technology
  • China United Network Communica-tions Corporation
  • Nanyang Technological University
  • King Abdullah University of Science and Technology

Research output: Contribution to journalArticlepeer-review

Abstract

With the rapid deployment of hybrid mega-constellations, efficient resource allocation (RA) in multi-satellite collaborative (MSC) networks has become critical to support diverse, delay-sensitive, and computation-intensive services. This paper presents a structured three-tier collaboration framework, intra-orbit, inter-orbit, and heterogeneous satellite collaboration to transform static RA into adaptive, multi-timescale optimiza-tion. We analyze three fundamental challenges that distinguish MSC networks from terrestrial systems: highly dynamic topology, multi-dimensional onboard resource coupling (power, spectrum, computation, and caching), and complex three-dimensional (3D) interference. For each challenge we survey optimization tech-niques (convex programming, game theory, and deep reinforce-ment learning) and key enabling mechanisms including dynamic spectrum management, joint power/beamforming control, rout-ing and handover, computing resource scheduling, RIS-assisted beamforming, and advanced multiple access. Furthermore, a case study of RA under the proposed MSC framework is presented and realistic constraints are discussed. Finally, we highlight open problems, collaboration formation, green communications, security/privacy, and outline directions for future research.

Original languageEnglish
JournalIEEE Aerospace and Electronic Systems Magazine
DOIs
Publication statusAccepted/In press - 2026
Externally publishedYes

Keywords

  • Multi-satellite collaborative (MSC) networks
  • optimization techniques
  • resource allocation (RA)

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