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Comparing the scalability of communication networks and systems

Please always quote using this URN: urn:nbn:de:bvb:20-opus-349403
  • Scalability is often mentioned in literature, but a stringent definition is missing. In particular, there is no general scalability assessment which clearly indicates whether a system scales or not or whether a system scales better than another. The key contribution of this article is the definition of a scalability index (SI) which quantifies if a system scales in comparison to another system, a hypothetical system, e.g., linear system, or the theoretically optimal system. The suggested SI generalizes different metrics from literature, whichScalability is often mentioned in literature, but a stringent definition is missing. In particular, there is no general scalability assessment which clearly indicates whether a system scales or not or whether a system scales better than another. The key contribution of this article is the definition of a scalability index (SI) which quantifies if a system scales in comparison to another system, a hypothetical system, e.g., linear system, or the theoretically optimal system. The suggested SI generalizes different metrics from literature, which are specialized cases of our SI. The primary target of our scalability framework is, however, benchmarking of two systems, which does not require any reference system. The SI is demonstrated and evaluated for different use cases, that are (1) the performance of an IoT load balancer depending on the system load, (2) the availability of a communication system depending on the size and structure of the network, (3) scalability comparison of different location selection mechanisms in fog computing with respect to delays and energy consumption; (4) comparison of time-sensitive networking (TSN) mechanisms in terms of efficiency and utilization. Finally, we discuss how to use and how not to use the SI and give recommendations and guidelines in practice. To the best of our knowledge, this is the first work which provides a general SI for the comparison and benchmarking of systems, which is the primary target of our scalability analysis.show moreshow less

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Metadaten
Author: Tobias HossfeldORCiD, Poul E. Heegaard, Wolfgang Kellerer
URN:urn:nbn:de:bvb:20-opus-349403
Document Type:Journal article
Faculties:Fakultät für Mathematik und Informatik / Institut für Informatik
Language:English
Parent Title (English):IEEE Access
Year of Completion:2023
Volume:11
Pagenumber:101474-101497
Source:IEEE Access (2023) 11:101474-101497. DOI: 10.1109/ACCESS.2023.3314201
DOI:https://doi.org/10.1109/ACCESS.2023.3314201
Dewey Decimal Classification:0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 004 Datenverarbeitung; Informatik
Tag:availability; communication networks; performance; scalability
Release Date:2024/04/18
Licence (German):License LogoCC BY: Creative-Commons-Lizenz: Namensnennung 4.0 International