Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Computing
Published in: Computing 9/2019

11-02-2019

A fully distributed learning algorithm for power allocation in heterogeneous networks

Authors: Hajar El Hammouti, Loubna Echabbi, Rachid El Azouzi

Published in: Computing | Issue 9/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this work, we present a fully distributed Learning algorithm for power allocation in HetNets, referred to as the FLAPH, that reaches the global optimum given by the total social welfare. Using a mix of macro and femto base stations, we discuss opportunities to maximize users global throughput. We prove the convergence of the algorithm and compare its performance with the well-established Gibbs and Max-logit algorithms which ensure convergence to the global optimum. Algorithms are compared in terms of computational complexity, memory space, and time convergence.
previous article EPiC: efficient privacy-preserving counting for MapReduce
next article Special issue on NETYS’17 selected papers

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now
Literature
1.
Ghosh A, Ratasuk R, Mondal B, Mangalvedhe N, Thomas T (2010) LTE-advanced: next-generation wireless broadband technology. IEEE Wirel Commun 17(3):10–22CrossRef
2.
Advanced Wireless Technology Group (AWTG) (2013) Heterogeneous networks (HetNets) using small cells. White paper
3.
4.
Adeane J, Rodrigues MRD, Wassell IJ (2005) Centralized and distributed power allocation algorithms in cooperative networks. In: IEEE 6th international workshop on signal processing advances in wireless communications (SPAWC), New York, pp 333–337
5.
Li J, Chen X, Botella C, Svensson T, Eriksson T (2012) Resource allocation for OFDMA systems with multi-cell joint transmission. In: IEEE 13th international workshop on signal processing advances in wireless communications (SPAWC), Cesme, pp 179–183
6.
Li J, Svensson T, Botella C, Eriksson T, Xu X, Chen X (2012) Joint scheduling and power control in coordinated multi-point clusters. In: IEEE vehicular technology conference (VTC Fall), Yokohama, pp 1–5
7.
Kauffmann B, Baccelli F, Chaintreau A, Mhatre V, Papagiannaki K, Diot C (2007) Measurement-based self organization of interfering 802.11 wireless access networks. In: 26th IEEE international conference on computer communications (INFOCOM), Anchorage, pp 1451–1459
8.
Chen C, Baccelli F (2010) Self-optimization in mobile cellular networks: power control and user association. In: IEEE international conference on communications (ICC), Cape Town, pp 1–6
9.
Borst S, Markakis M, Saniee I (2011) Distributed power allocation and user assignment in OFDMA cellular networks. In: The annual conference on communication, control, and computing, Allerton Park, pp 46–64
10.
11.
12.
Song Y, Wong SHY, Lee K (2011) A Game theoretical approach to gateway selections in multi-domain wireless networks. In: Proceedings of the fifth annual conference of the international technology alliance
13.
Xing Y, Maille P, Tuffin B, Chandramouli R (2009) User strategy learning when pricing a red buffer. Simul Model Pract Theor 17:548–557CrossRef
14.
Raghunathan V, Kumar P (2004) On delay-adaptive routing in wireless networks. In: 44th IEEE conference on decision and control (CDC), Seville, pp 4661–4666
15.
Tuffin B, Maille P (2006) How many parallel TCP sessions to open: a pricing perspective. In: ICQT 2006. LNCS, vol 4033. Springer, Heidelberg, pp 2–12
16.
Barth D, Echabbi L, Hamlaoui C (2008) Optimal transit price negotiation: the distributed learning perspective. J Univ Comput Sci 14(5):745–765
17.
Xing Y, Chandramouli R (2008) Stochastic learning solution for distributed discrete power control game in wireless data networks. IEEE ACM Trans Netw 16(4):932–944CrossRef
18.
Shannon CE (1949) Communication in the presence of noise. In: Proceedings of the institute of radio engineers, pp 10–21
19.
Borst S, Markakis M, Saniee I (2013) Nonconcave utility maximization in locally coupled systems, with applications to wireless and wireline networks. IEEE ACM Trans Netw 22(2):674–687CrossRef
20.
Ahmed Khan M, Tembine H, Vasilakos AV (2012) Game dynamics and cost of learning in heterogeneous 4G networks. IEEE J Sel Areas Commun 30(1):198–213CrossRef
21.
Metadata
Title
A fully distributed learning algorithm for power allocation in heterogeneous networks
Authors
Hajar El Hammouti
Loubna Echabbi
Rachid El Azouzi
Publication date
11-02-2019
Publisher
Springer Vienna
Published in
Computing / Issue 9/2019
Print ISSN: 0010-485X
Electronic ISSN: 1436-5057
DOI
https://doi.org/10.1007/s00607-019-00700-z

Other articles of this Issue 9/2019

Computing 9/2019 Go to the issue

OriginalPaper

Anomalies and similarities among consensus numbers of variously-relaxed queues

OriginalPaper

Policy expressions and the bottom-up design of computing policies

OriginalPaper

Competitive clustering of stochastic communication patterns on a ring

Editorial

Special issue on NETYS’17 selected papers

OriginalPaper

On understanding price-QoS war for competitive market and confused consumers

OriginalPaper

Optimal torus exploration by oblivious robots

Premium Partner

    Image Credits