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Q-learning based resource management in 5G networks with CO-existence of human and machine type communications / (Record no. 82770)

MARC details
000 -LEADER
fixed length control field 02624cam a2200325 a 4500
003 - CONTROL NUMBER IDENTIFIER
control field EG-GiCUC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20250223032834.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 211024s2021 ua d f m 000 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency EG-GiCUC
Language of cataloging eng
Transcribing agency EG-GiCUC
041 0# - LANGUAGE CODE
Language code of text/sound track or separate title eng
049 ## - LOCAL HOLDINGS (OCLC)
Holding library Deposite
097 ## - Thesis Degree
Thesis Level Ph.D
099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC)
Classification number Cai01.13.08.Ph.D.2021.Am.Q
100 0# - MAIN ENTRY--PERSONAL NAME
Personal name Amaal Samir Abdelhameed
245 10 - TITLE STATEMENT
Title Q-learning based resource management in 5G networks with CO-existence of human and machine type communications /
Statement of responsibility, etc. Amaal Samir Abdelhameed ; Supervised Khaled M. Fouad
246 15 - VARYING FORM OF TITLE
Title proper/short title ادارة الموارد فى شبكات الجيل الخامس القائمة على التعلم الذاتى فى وجود اتصالات الانسان و الاله
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Cairo :
Name of publisher, distributor, etc. Amaal Samir Abdelhameed ,
Date of publication, distribution, etc. 2021
300 ## - PHYSICAL DESCRIPTION
Extent 87 P. :
Other physical details charts ;
Dimensions 30cm
502 ## - DISSERTATION NOTE
Dissertation note Thesis (Ph.D.) - Cairo University - Faculty of Engineering - Department of Electronics and Communications
520 ## - SUMMARY, ETC.
Summary, etc. The 4th generation (4G) wireless systems and beyond are used to support both Human to Human (H2H) and Machine to Machine (M2M) communications. Since M2M communication is expected to be massive and the characteristics of M2M traffic is different compared to H2H network traffic in both data packets size and transmission time, the LTE-Advanced system must evolve to face this new type of users. In LTE-A, M2M communication devices share the same random access channel (RACH) with the H2H communication devices, consequently the RACH has become a new bottleneck in the LTE-A system. In order to solve this problem, we propose a new random access channel scheme based on Q-learning approach to reduce the congestion problem.The scheme adaptively divides the available preambles between both M2M and H2H devices in a way that provides an acceptable service for the H2H devices and maximizes the number of active M2M devices.The results indicate that the proposed approach provides high random access channel success probability for both M2M and H2H devices even with the huge number of M2M devices with 95% and with 50% raise over the other systems not use the Q-learning.In the second part of the thesis, we study the heterogeneous networks with two layers; Macro-cell and Pico-cell with the co-existence of both H2H and M2M communications
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE
Additional physical form available note Issued also as CD
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Congestion Control
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Q-learning
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Random Access Channel (RACH)
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Khaled M. Fouad ,
Relator term
856 ## - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="http://172.23.153.220/th.pdf">http://172.23.153.220/th.pdf</a>
905 ## - LOCAL DATA ELEMENT E, LDE (RLIN)
Cataloger Nazla
Reviser Revisor
905 ## - LOCAL DATA ELEMENT E, LDE (RLIN)
Cataloger Shimaa
Reviser Cataloger
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Thesis
Holdings
Source of classification or shelving scheme Not for loan Home library Current library Date acquired Full call number Barcode Date last seen Koha item type Copy number
Dewey Decimal Classification   المكتبة المركزبة الجديدة - جامعة القاهرة قاعة الرسائل الجامعية - الدور الاول 11.02.2024 Cai01.13.08.Ph.D.2021.Am.Q 01010110084521000 22.09.2023 Thesis  
Dewey Decimal Classification   المكتبة المركزبة الجديدة - جامعة القاهرة مخـــزن الرســائل الجـــامعية - البدروم 11.02.2024 Cai01.13.08.Ph.D.2021.Am.Q 01020110084521000 22.09.2023 CD - Rom 84521.CD