Radio Environment Maps through Spatial Interpolation: A Web-based Approach

A. Almazi Bipon, Md Shantanu Islam, A. Taufiq Asyhari, Adel Aneiba, Raouf Abozariba

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Abstract

The 5G era has seen the largest number of studies around Radio Environment Maps (REM) than in the previous three generations combined. Visualization of network coverage on interactive maps provides contextual information and numerous benefits to operators, regulators and to the public. In this context, spatial interpolation and extrapolation techniques are used to add synthetic data points between measurements to fill gaps in the data, where techniques such as machine learning, Ordinary Kriging (OK) and Inverse Distance Weighted (IDW) are used to enhance the quality of REMs. In this paper we present a state-of-the-art software package, which integrates a series of interpolation methods, augmented with polygon intersection queries functionality to control data used for estimation of coverage on the roads. The proposed web-based application is powered by a set of modular Python packages, making it future-proof and real-world ready, enabling efficient and precise network management.

Original languageEnglish
Title of host publicationProceedings of IEEE/IFIP Network Operations and Management Symposium 2024, NOMS 2024
EditorsJames Won-Ki Hong, Seung-Joon Seok, Yuji Nomura, You-Chiun Wang, Baek-Young Choi, Myung-Sup Kim, Roberto Riggio, Meng-Hsun Tsai, Carlos Raniery Paula dos Santos
Place of PublicationPiscataway NJ USA
PublisherIEEE, Institute of Electrical and Electronics Engineers
Number of pages7
ISBN (Electronic)9798350327939
ISBN (Print)9798350327946
DOIs
Publication statusPublished - 2024
Externally publishedYes
EventIEEE Network Operations and Management Symposium 2024 - Seoul, Korea, South
Duration: 6 May 202410 May 2024
https://ieeexplore.ieee.org/xpl/conhome/10574855/proceeding (Proceedings)
https://noms2024.ieee-noms.org/ (Website)

Conference

ConferenceIEEE Network Operations and Management Symposium 2024
Abbreviated titleNOMS 2024
Country/TerritoryKorea, South
CitySeoul
Period6/05/2410/05/24
Internet address

Keywords

  • Interpolation
  • Network Analysis
  • REM software

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