A Markov Decision Process-based Collision Avoidance in IoT Applications

Fatima Djiroun, Miloud Bagaa, Tarik Taleb

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaConference contributionScientificvertaisarvioitu

121 Lataukset (Pure)

Abstrakti

IoT covers various scales and types of wireless networks. The first constraint to be respected, for an efficient application, is to reduce as much as possible the amount of energy consumption. The idle listening process in existing Medium Access Control (MAC) protocols is a very energy consuming task. Recently, a new emerging technology based on a low power wake-up radio has shown real benefits by completely eliminating the problem of idle listening. Thanks to the use of this technology, an IoT device keeps its main radio in deep sleep until a wake-up message is received by the wake-up radio that consumes less energy. However, collision can occur among wake-up messages (i.e., wake-up plane). Collision in the wake-up plane, if not handled efficiently, leads to collision at the data plane which is more complicated. In this paper, we address this issue by modeling the wake-up decision using a Markov Decision Process (MDP). The goal is to formulate a decision policy that determines whether to send a wake-up message in the actual time slot or to report it, taking into account the time factor. Experiments have been conducted to determine the decision policies. Results of the proposed approach have been compared against those of RFIDImpulse, a CSMA\CA-based wake-up MAC protocol. The obtained results show the efficiency of the proposed approach.
AlkuperäiskieliEnglanti
Otsikko 2017 IEEE Global Communications Conference, GLOBECOM 2017
KustantajaIEEE
Sivumäärä6
ISBN (elektroninen)978-1-5090-5019-2
DOI - pysyväislinkit
TilaJulkaistu - joulukuuta 2017
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisuussa
TapahtumaIEEE Global Communications Conference - Singapore, Singapore
Kesto: 4 joulukuuta 20178 joulukuuta 2017

Julkaisusarja

NimiIEEE Global Communications Conference
ISSN (painettu)2334-0983

Conference

ConferenceIEEE Global Communications Conference
LyhennettäGLOBECOM
MaaSingapore
KaupunkiSingapore
Ajanjakso04/12/201708/12/2017

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  • Siteeraa tätä

    Djiroun, F., Bagaa, M., & Taleb, T. (2017). A Markov Decision Process-based Collision Avoidance in IoT Applications. teoksessa 2017 IEEE Global Communications Conference, GLOBECOM 2017 (IEEE Global Communications Conference). IEEE. https://doi.org/10.1109/GLOCOM.2017.8253931