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Performance analysis of a polling model with BMAP and across-queue state-dependent service discipline

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Cao, Jianyu, Feng, Wei, Chen, Yunfei, Ge, Ning and Wang, Shulan (2019) Performance analysis of a polling model with BMAP and across-queue state-dependent service discipline. IEEE Access, 7 . 127230 -127253. doi:10.1109/ACCESS.2019.2939387 ISSN 2169-3536.

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Official URL: https://doi.org/10.1109/ACCESS.2019.2939387

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Abstract

As various video services become popular, video streaming will dominate the mobile data traffic. The H.264 standard has been widely used for video compression. As the successor to H.264, H.265 can compress video streaming better, hence it is gradually gaining market share. However, in the short term H.264 will not be completely replaced, and will co-exist with H.265. Using H.264 and H.265 standards, three types of frames are generated, and among different types of frames exist dependencies. Since the radio resources are limited, using dependencies and quantities of frames in buffers, an appropriate time division transmission policy can be applied to transmit different types of frames sequentially, in order to avoid the occurrence of video carton or decoding failure. Polling models with batch Markovian arrival process (BMAP) and across-queue state-dependent service discipline are considered to be effective means in the design and optimization of appropriate time division transmission policies. However, the BMAP and across-queue state-dependent service discipline of the polling models lead to the large state space and several coupled state transition processes, which complicate the performance analysis. There have been very few researches in this regard. In this paper, a polling model of this type is analyzed. By constructing a supplementary embedded Markov chain and applying the matrix-analytic method based on the semi-regenerative process, the expressions of important performance measures including the joint queue length distribution, the customer blocking probability and the customer mean waiting time are obtained. The analysis will provide inspiration for analyzing the polling models with BMAP and across-queue state-dependent service discipline, to guide the design and optimization of time division transmission policies for transmitting the video compressed by H.264 and H.265.

Item Type: Journal Article
Subjects: Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software
T Technology > TA Engineering (General). Civil engineering (General)
T Technology > TK Electrical engineering. Electronics Nuclear engineering
Divisions: Faculty of Science, Engineering and Medicine > Engineering > Engineering
Library of Congress Subject Headings (LCSH): Markov processes, Streaming video , Streaming technology (Telecommunications) , Video compression , Video compression -- Standards
Journal or Publication Title: IEEE Access
Publisher: IEEE
ISSN: 2169-3536
Official Date: 4 September 2019
Dates:
DateEvent
4 September 2019Published
29 August 2019Accepted
Volume: 7
Page Range: 127230 -127253
DOI: 10.1109/ACCESS.2019.2939387
Status: Peer Reviewed
Publication Status: Published
Access rights to Published version: Open Access (Creative Commons)
Date of first compliant deposit: 12 September 2019
Date of first compliant Open Access: 12 September 2019
RIOXX Funder/Project Grant:
Project/Grant IDRIOXX Funder NameFunder ID
61771286[NSFC] National Natural Science Foundation of Chinahttp://dx.doi.org/10.13039/501100001809
61701457[NSFC] National Natural Science Foundation of Chinahttp://dx.doi.org/10.13039/501100001809
91638205[NSFC] National Natural Science Foundation of Chinahttp://dx.doi.org/10.13039/501100001809
61702341[NSFC] National Natural Science Foundation of Chinahttp://dx.doi.org/10.13039/501100001809
L172041[NSFC] National Natural Science Foundation of Chinahttp://dx.doi.org/10.13039/501100001809
2018YFA0701601National Basic Research Program of China (973 Program)http://dx.doi.org/10.13039/501100012166
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