A Novel User Classification Method for Femtocell Network by Using Affinity Propagation Algorithm and Artificial Neural Network
Joint Authors
Kibria, S.
Ahmed, Afaz Uddin
Islam, T.
Arshad, Haslina
Ismail, Mahamod
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-07-15
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
An artificial neural network (ANN) and affinity propagation (AP) algorithm based user categorization technique is presented.
The proposed algorithm is designed for closed access femtocell network.
ANN is used for user classification process and AP algorithm is used to optimize the ANN training process.
AP selects the best possible training samples for faster ANN training cycle.
The users are distinguished by using the difference of received signal strength in a multielement femtocell device.
A previously developed directive microstrip antenna is used to configure the femtocell device.
Simulation results show that, for a particular house pattern, the categorization technique without AP algorithm takes 5 indoor users and 10 outdoor users to attain an error-free operation.
While integrating AP algorithm with ANN, the system takes 60% less training samples reducing the training time up to 50%.
This procedure makes the femtocell more effective for closed access operation.
American Psychological Association (APA)
Ahmed, Afaz Uddin& Islam, T.& Ismail, Mahamod& Kibria, S.& Arshad, Haslina. 2014. A Novel User Classification Method for Femtocell Network by Using Affinity Propagation Algorithm and Artificial Neural Network. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-14.
https://search.emarefa.net/detail/BIM-1048918
Modern Language Association (MLA)
Ahmed, Afaz Uddin…[et al.]. A Novel User Classification Method for Femtocell Network by Using Affinity Propagation Algorithm and Artificial Neural Network. The Scientific World Journal No. 2014 (2014), pp.1-14.
https://search.emarefa.net/detail/BIM-1048918
American Medical Association (AMA)
Ahmed, Afaz Uddin& Islam, T.& Ismail, Mahamod& Kibria, S.& Arshad, Haslina. A Novel User Classification Method for Femtocell Network by Using Affinity Propagation Algorithm and Artificial Neural Network. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-14.
https://search.emarefa.net/detail/BIM-1048918
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1048918