Optimization of Handover Problem Using Q-Learning for LTE Network

被引：0

作者：

Adel, Mohamed ^{[1
,2
]}

Darweesh, M. Saeed ^{[1
,3
]}

Mostafa, Hassan ^{[2
,3
]}

Kamal, Hanan ^{[2
]}

El-Ghoneimy, Mona ^{[2
]}

机构：

[1] Inst Aviat Engn & Technol, Giza, Egypt

[2] Cairo Univ, Fac Engn, Giza, Egypt

[3] Zewail City Sci & Technol, Nanotechnol Dept, Giza, Egypt

来源：

2018 30TH INTERNATIONAL CONFERENCE ON MICROELECTRONICS (ICM) | 2018年

关键词：

Q-Learning; Handover; LTE; HOM; TTT; Optimization; FUZZY-LOGIC;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

In this work, Q-learning technique on level of optimization is used to improve the performance of handover parameters such as handover margin (HOM) and time to trigger (TTT) and evaluated in terms of total system delay, average number of handover and system throughput in purpose to provide long term evolution (LTE) technology seamless and fast handover from one cell to another, knowing that optimization is based on Q-karning technique which achieves minimum average number of handover per user and also have maximum throughput than the literature work of optimization using fuzzy logic optimization.

引用

页码：188 / 191

页数：4

共 14 条

[1]

Abdelmohsen A, 2018, MIDWEST SYMP CIRCUIT, P194, DOI 10.1109/MWSCAS.2018.8623826

[2]

[Anonymous], 2006, TR 25.814 (V7.0.0)

[3]

Dahlman E., 2006, VEH TECHN C MAY

[4] Predicting the Probability of Spectrum Sensing with LMS Process in Heterogeneous LTE Networks [J].

Hachemi, Mohammed Hicham ;

Feham, Mohammed ;

Adardour, Harroun Errachid .

RADIOENGINEERING, 2016, 25 (04) :808-820

[5]

LIN CC, 2011, INT J WIRELESS MOBIL, V3, DOI DOI 10.1016/J.PROCS.2010.12.047

[6]

Mwanje SS, 2014, IEEE S COMP COMM ISC

[7] An Enhanced Mobility State Estimation Based Handover Optimization Algorithm in LTE-A Self-organizing Network [J].

Nie, Shiwen ;

Wu, Di ;

Zhao, Ming ;

Gu, Xinyu ;

Zhang, Lin ;

Lu, Liyang .

6TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT-2015), THE 5TH INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY INFORMATION TECHNOLOGY (SEIT-2015), 2015, 52 :270-277

[8]

Omri A., 2010, INT J WIRELESS MOBIL, V2

[9] Novel type-2 fuzzy logic technique for handover problems in a heterogeneous network [J].

Saeed, Mohamed ;

Kamal, Hanan ;

El-Ghoneimy, Mona .

ENGINEERING OPTIMIZATION, 2018, 50 (09) :1533-1543

[10]

Saeed Mohamed, 2016, INT J ADV SCI TECHNI, V6, P119

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