Optimize adaptive media playout using dynamic fuzzy logic control for video streaming

Adaptive Media Playout (AMP) controls adapt playout rate to prevent buffer outage and to reduce delay in playout. Most AMP techniques use buffer fullness or its variation as indicator to adapt to playout rate. Nonetheless, selecting a convenient buffer threshold of particular design is a great chall...

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Vydané v:	Multimedia tools and applications Ročník 77; číslo 21; s. 28799 - 28816
Hlavní autori:	Abdul Khalib, Zahereel Ishwar, Ehtiba, Farij Omar, Ahmad, R. Badlishah, Salim, Naseer Sabri, Rahman, Mostafijur, Li, Mingfu
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	New York Springer US 01.11.2018 Springer Nature B.V
Predmet:	Adaptive control Buffers Computer Communication Networks Computer Science Cybersecurity Data Structures and Information Theory Delay Digital media Fuzzy control Fuzzy logic Multimedia Information Systems Special Purpose and Application-Based Systems Video transmission Fuzzy logic control Buffer outage Playout delay Video streaming Adaptive media playout
ISSN:	1380-7501, 1573-7721
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Abstract	Adaptive Media Playout (AMP) controls adapt playout rate to prevent buffer outage and to reduce delay in playout. Most AMP techniques use buffer fullness or its variation as indicator to adapt to playout rate. Nonetheless, selecting a convenient buffer threshold of particular design is a great challenge. Based on this principle, Dynamic Fuzzy Logic (DFL) controls principle fused with AMP technique to propose a new technique, known as DFLAMP. The technique is implemented to reduce playout delay and prevent buffer outage. Moreover, DFLAMP is also utilized to adjust playout rate based on arrival rate variation and adapt playout rate to keep the buffer fullness around the desired level. Simulation results have indicated that DFLAMP technique efficiently outperforms other AMP approaches. DFLAMP shows 14.5% less buffer underflow, 25% less buffer overflow, and 26.4% less distortion of variance as compared to APTA. Moreover, it depicts 7.5% decreased total playout delay as compared to DPTA-APTA.
AbstractList	Adaptive Media Playout (AMP) controls adapt playout rate to prevent buffer outage and to reduce delay in playout. Most AMP techniques use buffer fullness or its variation as indicator to adapt to playout rate. Nonetheless, selecting a convenient buffer threshold of particular design is a great challenge. Based on this principle, Dynamic Fuzzy Logic (DFL) controls principle fused with AMP technique to propose a new technique, known as DFLAMP. The technique is implemented to reduce playout delay and prevent buffer outage. Moreover, DFLAMP is also utilized to adjust playout rate based on arrival rate variation and adapt playout rate to keep the buffer fullness around the desired level. Simulation results have indicated that DFLAMP technique efficiently outperforms other AMP approaches. DFLAMP shows 14.5% less buffer underflow, 25% less buffer overflow, and 26.4% less distortion of variance as compared to APTA. Moreover, it depicts 7.5% decreased total playout delay as compared to DPTA-APTA.
Author	Abdul Khalib, Zahereel Ishwar Salim, Naseer Sabri Ehtiba, Farij Omar Ahmad, R. Badlishah Rahman, Mostafijur Li, Mingfu
Author_xml	– sequence: 1 givenname: Zahereel Ishwar surname: Abdul Khalib fullname: Abdul Khalib, Zahereel Ishwar email: zahereel@unimap.edu.my organization: Embedded, Network and Advanced Computing Research School of Computer and Communication Engineering, University Malaysia Perlis – sequence: 2 givenname: Farij Omar surname: Ehtiba fullname: Ehtiba, Farij Omar organization: Embedded, Network and Advanced Computing Research School of Computer and Communication Engineering, University Malaysia Perlis, Faculty of Information Technology, Misrata University – sequence: 3 givenname: R. Badlishah surname: Ahmad fullname: Ahmad, R. Badlishah organization: Embedded, Network and Advanced Computing Research School of Computer and Communication Engineering, University Malaysia Perlis, Universiti Sultan Zainal Abidin, Kampus Gong Badak – sequence: 4 givenname: Naseer Sabri surname: Salim fullname: Salim, Naseer Sabri organization: Embedded, Network and Advanced Computing Research School of Computer and Communication Engineering, University Malaysia Perlis – sequence: 5 givenname: Mostafijur surname: Rahman fullname: Rahman, Mostafijur organization: Department of Software Engineering, Daffodil International University – sequence: 6 givenname: Mingfu surname: Li fullname: Li, Mingfu organization: Department of Electrical Engineering, School of Electrical and Computer Engineering, College of Engineering, Chang Gung University
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Cites_doi	10.1109/tcsvt2004828335 10.1007/s00530-012-0260-6 10.1109/tmm20092030543 10.1109/tmm20112160158 10.1007/s11276-015-1028-7 10.1016/s0020-7373(75)80002-2 10.1016/jcomnet201206013 10.1155/2018/2619438 10.1007/s00530-010-0187-8 10.1109/TPDS.2015.2416736 10.1109/tce20105681108 10.4236/ijcns.2014.71002 10.18653/v1/P17-1068 10.1007/978-3-642-02472-6_3 10.1109/ICMEW.2017.8026314
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SubjectTerms	Adaptive control Buffers Computer Communication Networks Computer Science Cybersecurity Data Structures and Information Theory Delay Digital media Fuzzy control Fuzzy logic Multimedia Information Systems Special Purpose and Application-Based Systems Video transmission
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Title	Optimize adaptive media playout using dynamic fuzzy logic control for video streaming
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