DeP-D: A Decentralized Primal-Dual Optimization Algorithm for Industrial Wireless Sensor Networks

Hossam Farag, Mikael Gidlund, Patrik Österberg

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2 Citationer (Scopus)

Abstrakt

Industrial Wireless Sensor Networks (IWSNs) are emerged as flexible and cost-efficient alternatives to the traditional wired networks in various monitoring and control applications within the industrial domain. Low delay is a key feature of delay-sensitive applications as the data is typically valid for a short interval of time. If data arrives too late it is of limited use which may lead to performance drops or even system outages which can create significant economical losses. In this paper, we propose a decentralized optimization algorithm to minimize the End-to-End (E2E) delay of multi-hop IWSNs. Firstly, we formulate the optimization problem by considering the objective function as the network delay where the constraint is the stability criteria based on the total arrival rate and the total service rate. The objective function is proved to be strictly convex for the entire network, then a Decentralized Primal-Dual (DeP-D) algorithm is proposed based on the sub-gradient method to solve the formulated optimization problem. The performance of the proposed DeP-D is evaluated through simulations and compared with WirelessHART network and the results show that the proposed DeP-D can achieve at least 40% reduction in the average E2E delay.
OriginalsprogEngelsk
Titel2019 15th IEEE International Workshop on Factory Communication Systems (WFCS)
Antal sider5
ForlagIEEE Communications Society
Publikationsdato29 maj 2019
Sider1-5
Artikelnummer8757934
ISBN (Trykt)978-1-7281-1269-5
DOI
StatusUdgivet - 29 maj 2019
Udgivet eksterntJa
Begivenhed2019 15th IEEE International Workshop on Factory Communication Systems (WFCS) - Sundsvall, Sweden
Varighed: 27 maj 201929 maj 2019

Konference

Konference2019 15th IEEE International Workshop on Factory Communication Systems (WFCS)
LokationSundsvall, Sweden
Periode27/05/201929/05/2019

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