QoS-Aware Energy-Efficient Cooperative Scheme for Cluster-Based IoT SystemsShow others and affiliations
2017 (English)In: IEEE Systems Journal, ISSN 1932-8184, E-ISSN 1937-9234, Vol. 11, no 3, p. 1447-1455Article in journal (Refereed) Published
Abstract [en]
The Internet of Things (IoT) technology with huge number of power-constrained devices has been heralded to improve the operational efficiency of many industrial applications. It is vital to reduce the energy consumption of each device; however, this could also degrade the quality of service (QoS) provisioning. In this paper, we study the problem of how to achieve the tradeoff between the QoS provisioning and the energy efficiency for the industrial IoT systems. We first formulate the multiobjective optimization problem to achieve the objective of balancing the outage performance and the network lifetime. Then, we propose to combine the quantum particle swarm optimization (QPSO) with the improved nondominated sorting genetic algorithm (NSGA-II) to obtain the Pareto-optimal front. In particular, NSGA-II is applied to solve the formulated multiobjective optimization problem, and the QPSO algorithm is used to obtain the optimum cooperative coalition. The simulation results suggest that the proposed algorithm can achieve the tradeoff between the energy efficiency and the QoS provisioning by sacrificing about 10% network lifetime but improving about 15% outage performance. © 2017 IEEE
Place, publisher, year, edition, pages
Piscataway, NJ: IEEE, 2017. Vol. 11, no 3, p. 1447-1455
Keywords [en]
Cluster, cooperative communication, industrial Internet of Things (IoT) system, network lifetime, nondominated sorting genetic algorithm (NSGA-II), quality of service (QoS), quantum particle swarm optimization (QPSO)
National Category
Communication Systems Telecommunications
Identifiers
URN: urn:nbn:se:hh:diva-34694DOI: 10.1109/JSYST.2015.2465292ISI: 000417373200025Scopus ID: 2-s2.0-85023750084OAI: oai:DiVA.org:hh-34694DiVA, id: diva2:1130395
2017-08-092017-08-092020-02-03Bibliographically approved