Szczegóły publikacji

Opis bibliograficzny

A data processing and distribution system based on Apache NiFi / Karol Wnęk, Piotr BORYŁO // Photonics [Dokument elektroniczny]. — Czasopismo elektroniczne ; ISSN 2304-6732. — 2023 — vol. 10 iss. 2 art. no. 210, s. 1–19. — Wymagania systemowe: Adobe Reader. — Bibliogr. s. 19, Abstr. — Publikacja dostępna online od: 2023-02-15

Autorzy (2)

Słowa kluczowe

data processingbig dataETLApache NiFi

Dane bibliometryczne

ID BaDAP145735
Data dodania do BaDAP2023-03-13
Tekst źródłowyURL
DOI10.3390/photonics10020210
Rok publikacji2023
Typ publikacjiartykuł w czasopiśmie
Otwarty dostęptak
Creative Commons
Czasopismo/seriaPhotonics

Abstract

The monitoring of physical and logical networks is essential for the high availability of 5G/6G networks. This could become a challenge in 5G/6G deployments due to the heterogeneity of the optical layer. It uses equipment from multiple vendors, and, as a result, the protocols and methods for gathering monitoring data usually differ. Simultaneously, to effectively support 5G/6G networks, the optical infrastructure should also be dense and ensure high throughput. Thus, vast numbers of photonic transceivers operating at up to 400 Gbps are needed to interconnect network components. In demanding optical solutions for 5G and beyond, enterprise-class equipment will be used—for example, high-capacity and high-density optical switches based on the SONiC distribution. These emerging devices produce vast amounts of data on the operational parameters of each optical transceiver, which should be effectively collected, processed, and analyzed. The aforementioned circumstances may lead to the necessity of using multiple independent monitoring systems dedicated to specific optical hardware. Apache NiFi can be used to address these potential issues. Its high configurability enables the aggregation of unstandardized log files collected from heterogenous devices. Furthermore, it is possible to configure Apache NiFi to absorb huge data streams about each of the thousands of transceivers comprising high-density optical switches. In this way, data can be preprocessed by using Apache NiFi and later uploaded to a dedicated system. In this paper, we focus on presenting the tool, its capabilities, and how it scales horizontally. The proven scalability is essential for making it usable in optical networks that support 5G/6G networks. Finally, we propose a unique optimization process that can greatly improve the performance and make Apache NiFi suitable for high-throughput and high-density photonic devices and optical networks. We also present some insider information on real-life implementations of Apache NiFi in commercial 5G networks that fully rely on optical networks.

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