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