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On modeling channel selection in LTE-U as a repeated game
- Source :
- Recercat. Dipósit de la Recerca de Catalunya, instname, UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), WCNC
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE)
-
Abstract
- This paper addresses the channel selection problem for Long Term Evolution Unlicensed (LTE-U). Channel selection is a frequency-domain mechanism that facilitates the coexistence of multiple networks sharing the unlicensed band. In particular, the paper considers a fully distributed approach where each small cell autonomously selects the channel to set-up an LTE-U carrier. The problem is modeled using a non-cooperative repeated game and the Iterative Trial and Error Learning - Best Action (ITEL-BA) learning algorithm is used to drive convergence towards a Nash Equilibrium. The proposed approach is evaluated by means of simulations in different situations analyzing both the throughput performance and the convergence behavior.
- Subjects :
- Mathematical optimization
Artificial intelligence
Learning (artificial intelligence)
Computer science
Iterative trial and error learning-best action
050801 communication & media studies
Throughput
02 engineering and technology
Nash equilibrium
symbols.namesake
0508 media and communications
0202 electrical engineering, electronic engineering, information engineering
LTE-U
Jocs, Teoria de
Learning algorithm
Selection (genetic algorithm)
Matemàtiques i estadística::Investigació operativa::Teoria de jocs [Àrees temàtiques de la UPC]
Game theory
Long term evolution
business.industry
Intel·ligència artificial
05 social sciences
020206 networking & telecommunications
Long term evolution unlicensed
Telecommunication channels
Modeling channel selection
Channel selection problem
Repeated game
symbols
Informàtica::Intel·ligència artificial [Àrees temàtiques de la UPC]
business
Communication channel
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Recercat. Dipósit de la Recerca de Catalunya, instname, UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), WCNC
- Accession number :
- edsair.doi.dedup.....9d7dd0bba37653dfb6df090912135c7a