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 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.

[1]  Naseer Sabri,et al.  Fuzzy logic control based adaptive media playout design approach for video streaming , 2016, 2016 3rd International Conference on Electronic Design (ICED).

[2]  Anwar Alsagaf,et al.  Performance Study of Mobile TV over Mobile WiMAX Considering Different Modulation and Coding Techniques , 2014, ArXiv.

[3]  Tihao Chiang,et al.  A novel adaptive video playout control for video streaming over mobile cellular environment , 2005, 2005 IEEE International Symposium on Circuits and Systems.

[4]  Jian Yang,et al.  Online Buffer Fullness Estimation Aided Adaptive Media Playout for Video Streaming , 2011, IEEE Transactions on Multimedia.

[5]  Luming Zhang,et al.  Action2Activity: Recognizing Complex Activities from Sensor Data , 2015, IJCAI.

[6]  Bernd Girod,et al.  Adaptive media playout for low-delay video streaming over error-prone channels , 2004, IEEE Transactions on Circuits and Systems for Video Technology.

[7]  Yi-Hsuan Yang,et al.  Smooth Playout Control for Video Streaming over Error-Prone Channels , 2006, Eighth IEEE International Symposium on Multimedia (ISM'06).

[8]  Guizhong Liu,et al.  Adaptive media playout assisted rate adaptation scheme for HTTP adaptive streaming over lte system , 2016, 2016 IEEE International Conference on Multimedia & Expo Workshops (ICMEW).

[9]  Ming Wang,et al.  Content-Aware Concurrent Multipath Transfer for High-Definition Video Streaming over Heterogeneous Wireless Networks , 2016, IEEE Transactions on Parallel and Distributed Systems.

[10]  Mingfu Li,et al.  Arrival process-controlled adaptive media playout with multiple thresholds for video streaming , 2012, Multimedia Systems.

[11]  Li Liu,et al.  Recognizing Complex Activities by a Probabilistic Interval-Based Model , 2016, AAAI.

[12]  Yi-Hsuan Yang,et al.  Smooth Control of Adaptive Media Playout for Video Streaming , 2009, IEEE Transactions on Multimedia.

[13]  Peng Xu,et al.  Adaptive media playout buffer management for latency optimization of mobile live streaming , 2017, 2017 IEEE International Conference on Multimedia & Expo Workshops (ICMEW).

[14]  Hossam S. Hassanein,et al.  A survey of peer-to-peer live video streaming schemes - An algorithmic perspective , 2012, Comput. Networks.

[15]  Mingfu Li,et al.  Real-Time QoE Monitoring System for Video Streaming Services with Adaptive Media Playout , 2018, Int. J. Digit. Multim. Broadcast..

[16]  Mingfu Li,et al.  Arrival Process-Controlled Adaptive Media Playout for Video Streaming , 2009, FMN.

[17]  Hussein R. Al-Zoubi,et al.  A SURVEY ON RECENT ADVANCES IN IPTV , 2016 .

[18]  Mi Zhengkun,et al.  Safety guaranteed smooth playout algorithm for wireless video streaming , 2010, The 19th Annual Wireless and Optical Communications Conference (WOCC 2010).

[19]  Jian Yang,et al.  Scene aware smooth playout control for portable media players over random VBR channels , 2010, IEEE Transactions on Consumer Electronics.

[20]  Ebrahim H. Mamdani,et al.  An Experiment in Linguistic Synthesis with a Fuzzy Logic Controller , 1999, Int. J. Hum. Comput. Stud..

[21]  Lyle H. Ungar,et al.  Beyond Binary Labels: Political Ideology Prediction of Twitter Users , 2017, ACL.

[22]  Athanasios V. Vasilakos,et al.  QoE in video streaming over wireless networks: perspectives and research challenges , 2015, Wireless Networks.

[23]  Thomas Plagemann,et al.  Challenges and techniques for video streaming over mobile ad hoc networks , 2010, Multimedia Systems.