loading
Papers Papers/2022 Papers Papers/2022

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Itorobong S. Udoh and Gerald Kotonya

Affiliation: School of Computing and Communications, Lancaster University, Bailrigg, Lancaster, U.K.

Keyword(s): QoS, Internet of Things, Negotiation, IoT Services, Reinforcement Learning.

Abstract: A large number of heterogeneous and mobile devices interacting with each other, leading to the execution of tasks with little human interference, characterizes the Internet of Things (IoT) ecosystem. This interaction typically occurs in a service-oriented manner facilitated by an IoT middleware. The service provision paradigm in the IoT dynamic environment requires a negotiation process to resolve Quality of Service (QoS) contentions between heterogeneous devices with conflicting preferences. This paper proposes a negotiation model that allows negotiating agents to dynamically adapt their strategies using a model-based reinforcement learning as the QoS preferences evolve and the negotiation resources changes due to the changes in the physical world. We use a simulated environment to illustrate the improvements that our proposed negotiation model brings to the QoS negotiation process in a dynamic IoT environment.

CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 3.141.8.247

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Udoh, I. and Kotonya, G. (2020). A Reinforcement Learning QoS Negotiation Model for IoT Middleware. In Proceedings of the 5th International Conference on Internet of Things, Big Data and Security - IoTBDS; ISBN 978-989-758-426-8; ISSN 2184-4976, SciTePress, pages 205-212. DOI: 10.5220/0009350102050212

@conference{iotbds20,
author={Itorobong S. Udoh. and Gerald Kotonya.},
title={A Reinforcement Learning QoS Negotiation Model for IoT Middleware},
booktitle={Proceedings of the 5th International Conference on Internet of Things, Big Data and Security - IoTBDS},
year={2020},
pages={205-212},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009350102050212},
isbn={978-989-758-426-8},
issn={2184-4976},
}

TY - CONF

JO - Proceedings of the 5th International Conference on Internet of Things, Big Data and Security - IoTBDS
TI - A Reinforcement Learning QoS Negotiation Model for IoT Middleware
SN - 978-989-758-426-8
IS - 2184-4976
AU - Udoh, I.
AU - Kotonya, G.
PY - 2020
SP - 205
EP - 212
DO - 10.5220/0009350102050212
PB - SciTePress

- Science and Technology Publications, Lda.
RESOURCES

Proceedings

Papers

Authors

Ontology

CONTACTS

Science and Technology Publications, Lda
Avenida de S. Francisco Xavier, Lote 7 Cv. C,
2900-616 Setúbal, Portugal.

Phone: +351 265 520 185 (National fixed network call)
Fax: +351 265 520 186
Email: info@scitepress.org

EXTERNAL LINKS

PRIMORIS

INSTICC

SCITEVENTS

CROSSREF

PROCEEDINGS SUBMITTED FOR INDEXATION BY:

dblp

Ei Compendex

SCOPUS

Semantic Scholar

Google Scholar

Microsoft Academic