Electromagnetic situation awareness and modeling for space–air–ground integrated networks

  • Jianping An
  • , Yi Tao
  • , Xiaorui Zhang
  • , Zizheng Hua
  • , Shuai Wang
  • , Gaofeng Pan*
  • , Xuanhe Yang*
  • , Dusit Niyato
  • , George K. Karagiannidis
  • *Corresponding author for this work

Research output: Contribution to journalReview articlepeer-review

Abstract

The ever-thriving advancement of the space–air–ground integrated network (SAGIN) has driven global connectivity toward greater heterogeneity, spurring a growing demand for spectrum resources. This evolution fosters the formation of the complex electromagnetic environment (CEME), leading to unprecedented challenges in managing and modeling the dynamic and diverse electromagnetic landscape. In response, this survey aims to provide the first comprehensive review of electromagnetic situation awareness and modeling in fields such as cognitive radio, integrated sensing and communication. Specifically, we summarize the evolution of spectrum situation awareness and the application of artificial intelligence in this field. Based on the generated spectrum situation map, we propose a comprehensive modeling method for dynamic and in-depth analysis of electromagnetic environments. Furthermore, we analyze and establish CEME models for diverse scenarios in SAGINs, considering factors like attenuation and interference. Finally, our exploration leads to the identification of promising future research directions, including technology development, specific communication scenarios and actual demand for covert communication, shedding some light on new insights and perspectives for advancing electromagnetic environment sensing and modeling.

Original languageEnglish
Article numbernwaf492
JournalNational Science Review
Volume13
Issue number1
DOIs
Publication statusPublished - 1 Jan 2026
Externally publishedYes

Keywords

  • agent-based modeling
  • artificial intelligence
  • complex electromagnetic environment modeling
  • situation awareness
  • space–air–ground integrated network
  • spectrum sensing

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