Beyond Dedicated-Active: A General Reliability Provisioning Framework for SFC Placement in Fog Computing

Fuente: arXiv
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Auteurs principaux: Doostar, Negin, Heidarpour, Mohammad Reza, Khorsandi, Amir
Format: Preprint
Publié: 2025
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author Doostar, Negin
Heidarpour, Mohammad Reza
Khorsandi, Amir
author_facet Doostar, Negin
Heidarpour, Mohammad Reza
Khorsandi, Amir
contents The explosive growth of Internet of Things (IoT) devices has strained traditional cloud infrastructures, highlighting the need for low-latency and energy-efficient alternatives. Fog computing addresses this by placing computation near the network edge. However, limited and heterogeneous fog resources pose reliability challenges, especially for mission-critical applications. On the other hand, to improve flexibility, applications are deployed as Service Function Chains (SFCs), where each function runs as a Virtual Network Function (VNF). While scalable, this approach is more failure-prone than monolithic deployments, necessitating intelligent redundancy and placement strategies. This paper addresses the reliability-aware SFC placement problem over heterogeneous fog servers through the lens of reliability theory. We explore four redundancy strategies, combining shared vs. dedicated and active vs. standby modes, and propose a general framework to minimize latency and cost while meeting reliability and deadline constraints. The problem is formulated as an Integer Non-Linear Program (INLP), and two genetic algorithm (GA)-based solutions are developed. Simulation results show that shared-standby redundancy outperforms the conventional dedicated-active approach by up to 84%.
format Preprint
id arxiv_https___arxiv_org_abs_2512_24049
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Beyond Dedicated-Active: A General Reliability Provisioning Framework for SFC Placement in Fog Computing
Doostar, Negin
Heidarpour, Mohammad Reza
Khorsandi, Amir
Networking and Internet Architecture
The explosive growth of Internet of Things (IoT) devices has strained traditional cloud infrastructures, highlighting the need for low-latency and energy-efficient alternatives. Fog computing addresses this by placing computation near the network edge. However, limited and heterogeneous fog resources pose reliability challenges, especially for mission-critical applications. On the other hand, to improve flexibility, applications are deployed as Service Function Chains (SFCs), where each function runs as a Virtual Network Function (VNF). While scalable, this approach is more failure-prone than monolithic deployments, necessitating intelligent redundancy and placement strategies. This paper addresses the reliability-aware SFC placement problem over heterogeneous fog servers through the lens of reliability theory. We explore four redundancy strategies, combining shared vs. dedicated and active vs. standby modes, and propose a general framework to minimize latency and cost while meeting reliability and deadline constraints. The problem is formulated as an Integer Non-Linear Program (INLP), and two genetic algorithm (GA)-based solutions are developed. Simulation results show that shared-standby redundancy outperforms the conventional dedicated-active approach by up to 84%.
title Beyond Dedicated-Active: A General Reliability Provisioning Framework for SFC Placement in Fog Computing
topic Networking and Internet Architecture
url https://arxiv.org/abs/2512.24049