Neural modeling of link occupancy for wireless transmissions using Markov reward models

Izabella Lokshina; Michael Bartolacci

doi:10.1109/VITAE.2014.6934396

Neural modeling of link occupancy for wireless transmissions using Markov reward models

Izabella Lokshina, Michael Bartolacci

Division of Engineering, Business & Computing (Berks)

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

The paper is devoted to neural modeling of link occupancy distribution. Multi-service (i.e., bandwidth sharing between different traffic classes) models of a single, possibly wireless transmission link for rigid, adaptive and elastic traffic are developed based on Markov reward models. Link occupancy distribution is introduced as embedded, discrete time Markov chain researched with vector quantization. Link occupancy performance is simulated as a combination of single queues with random distributions of arrival processes and holding times in service phases. Link occupancy probability density is determined using learning vector quantization in a two-layered neural structure. Simulation and numerical results are shown.

Original language	English (US)
Title of host publication	2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781479946266
DOIs	https://doi.org/10.1109/VITAE.2014.6934396
State	Published - Oct 22 2014
Event	2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit - Aalborg, Denmark Duration: May 11 2014 → May 14 2014

Publication series

Name	2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit

Other

Other	2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit
Country/Territory	Denmark
City	Aalborg
Period	5/11/14 → 5/14/14

All Science Journal Classification (ASJC) codes

Information Systems
Computer Networks and Communications
Electrical and Electronic Engineering

Access to Document

10.1109/VITAE.2014.6934396

Cite this

Lokshina, I., & Bartolacci, M. (2014). Neural modeling of link occupancy for wireless transmissions using Markov reward models. In 2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit Article 6934396 (2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/VITAE.2014.6934396

Lokshina, Izabella ; Bartolacci, Michael. / Neural modeling of link occupancy for wireless transmissions using Markov reward models. 2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit. Institute of Electrical and Electronics Engineers Inc., 2014. (2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit).

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title = "Neural modeling of link occupancy for wireless transmissions using Markov reward models",

abstract = "The paper is devoted to neural modeling of link occupancy distribution. Multi-service (i.e., bandwidth sharing between different traffic classes) models of a single, possibly wireless transmission link for rigid, adaptive and elastic traffic are developed based on Markov reward models. Link occupancy distribution is introduced as embedded, discrete time Markov chain researched with vector quantization. Link occupancy performance is simulated as a combination of single queues with random distributions of arrival processes and holding times in service phases. Link occupancy probability density is determined using learning vector quantization in a two-layered neural structure. Simulation and numerical results are shown.",

author = "Izabella Lokshina and Michael Bartolacci",

note = "Publisher Copyright: {\textcopyright} 2014 IEEE.; 2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit ; Conference date: 11-05-2014 Through 14-05-2014",

year = "2014",

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doi = "10.1109/VITAE.2014.6934396",

language = "English (US)",

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publisher = "Institute of Electrical and Electronics Engineers Inc.",

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Lokshina, I & Bartolacci, M 2014, Neural modeling of link occupancy for wireless transmissions using Markov reward models. in 2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit., 6934396, 2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit, Institute of Electrical and Electronics Engineers Inc., 2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit, Aalborg, Denmark, 5/11/14. https://doi.org/10.1109/VITAE.2014.6934396

Neural modeling of link occupancy for wireless transmissions using Markov reward models. / Lokshina, Izabella; Bartolacci, Michael.
2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit. Institute of Electrical and Electronics Engineers Inc., 2014. 6934396 (2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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N2 - The paper is devoted to neural modeling of link occupancy distribution. Multi-service (i.e., bandwidth sharing between different traffic classes) models of a single, possibly wireless transmission link for rigid, adaptive and elastic traffic are developed based on Markov reward models. Link occupancy distribution is introduced as embedded, discrete time Markov chain researched with vector quantization. Link occupancy performance is simulated as a combination of single queues with random distributions of arrival processes and holding times in service phases. Link occupancy probability density is determined using learning vector quantization in a two-layered neural structure. Simulation and numerical results are shown.

AB - The paper is devoted to neural modeling of link occupancy distribution. Multi-service (i.e., bandwidth sharing between different traffic classes) models of a single, possibly wireless transmission link for rigid, adaptive and elastic traffic are developed based on Markov reward models. Link occupancy distribution is introduced as embedded, discrete time Markov chain researched with vector quantization. Link occupancy performance is simulated as a combination of single queues with random distributions of arrival processes and holding times in service phases. Link occupancy probability density is determined using learning vector quantization in a two-layered neural structure. Simulation and numerical results are shown.

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M3 - Conference contribution

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Lokshina I, Bartolacci M. Neural modeling of link occupancy for wireless transmissions using Markov reward models. In 2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit. Institute of Electrical and Electronics Engineers Inc. 2014. 6934396. (2014 4th International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit). doi: 10.1109/VITAE.2014.6934396

Neural modeling of link occupancy for wireless transmissions using Markov reward models

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