Energy-Aware Streaming Multimedia Adaptation: An Educational Perspective

As mobile devices are getting more powerful and more affordable the use of online educational multimedia is also getting very prevalent. Limited battery power is nevertheless a major restricting factor as streaming multimedia drains battery power quickly. Many battery efficient multimedia adaptation techniques have been proposed that achieve battery efficiency by lowering presentation quality of entire multimedia. Adaptation is usually done without considering any impact on the information contents of multimedia. In this paper, based on the results of an experimental study, we argue that without considering any negative impact on information contents of multimedia the adaptation may negatively impact the learning process. Some portions of the multimedia that require a higher visual quality for conveying learning information may lose their learning effectiveness in the adapted lowered quality. We report results of our experimental study that indicate that different parts of the same learning multimedia do not have same minimum acceptable quality. This strengthens the position that power-saving adaptation techniques for educational multimedia must be developed that lower the quality of multimedia based on the needs of its individual fragments for successfully conveying learning information.

[1]  R. McGreal,et al.  The 5 R Adaptation Framework for Location-Based Mobile Learning Systems , 2011 .

[2]  Gabriel-Miro Muntean,et al.  Signal Strength-based Adaptive Multimedia Delivery Mechanism , 2009, 2009 IEEE 34th Conference on Local Computer Networks.

[3]  David E. Millard,et al.  Learner-battery interaction in energy-aware learning multimedia systems , 2014, MUM.

[4]  Cristina Hava Muntean,et al.  EcoLearn : Battery Power Friendly e-Learning Environment for Mobile Device Users , 2011 .

[5]  Fei Li,et al.  An empirical evaluation of battery power consumption for streaming data transmission to mobile devices , 2011, MM '11.

[6]  Rosziati Ibrahim,et al.  A Survey on Content Adaptation Systems towards Energy Consumption Awareness , 2013, Adv. Multim..

[7]  Panagiotis Zervas,et al.  Context-Aware Adaptive and Personalised Mobile Learning Systems , 2013 .

[8]  David E. Millard,et al.  Energy-Aware Adaptation of Educational Multimedia in Mobile Learning , 2013, MoMM '13.

[9]  Matti Siekkinen,et al.  Mobile multimedia streaming techniques: QoE and energy saving perspective , 2013, Pervasive Mob. Comput..

[10]  John R. Smith,et al.  Universal multimedia access , 2001, SPIE Optics East.

[11]  Cristina Hava Muntean,et al.  Towards Personalised and Adaptive Multimedia in M-learning Systems , 2011 .

[12]  Bashir M. Al-Hashimi,et al.  Content-Aware Power Saving Multimedia Adaptation for Mobile Learning , 2013, 2013 Seventh International Conference on Next Generation Mobile Apps, Services and Technologies.

[13]  Gabriel-Miro Muntean,et al.  Energy consumption analysis of video streaming to Android mobile devices , 2012, 2012 IEEE Network Operations and Management Symposium.

[14]  Cristina Hava Muntean,et al.  Assessing Power Saving Techniques and Their Impact on E-learning Users , 2009 .

[15]  Liang-Gee Chen,et al.  Power-aware multimedia: concepts and design perspectives , 2007, IEEE Circuits and Systems Magazine.

[16]  Amin Vahdat,et al.  Application-specific Network Management for Energy-Aware Streaming of Popular Multimedia Formats , 2002, USENIX Annual Technical Conference, General Track.

[17]  Mahadev Satyanarayanan,et al.  Managing battery lifetime with energy-aware adaptation , 2004, TOCS.

[18]  Xinyou Zhao,et al.  Personalized Adaptive Content System for Context-Aware Mobile Learning , 2008 .

[19]  Cristina Hava Muntean,et al.  Subjective Assessment of BitDetect—A Mechanism for Energy-Aware Multimedia Content Adaptation , 2012, IEEE Transactions on Broadcasting.

[20]  Cristina Hava Muntean,et al.  Energy-Aware Mobile Learning:Opportunities and Challenges , 2014, IEEE Communications Surveys & Tutorials.

[21]  Athanasios V. Vasilakos,et al.  A Survey of Green Mobile Networks: Opportunities and Challenges , 2012, Mob. Networks Appl..

[22]  Aggelos K. Katsaggelos,et al.  Power-Aware Mobile Multimedia: a Survey (Invited Paper) , 2009, J. Commun..

[23]  Gabriel-Miro Muntean,et al.  Battery and Stream-Aware Adaptive Multimedia Delivery for wireless devices , 2010, IEEE Local Computer Network Conference.

[24]  Simon K. S. Cheung,et al.  A Study on the Use of Mobile Devices for Distance Learning , 2012, ICHL.

[25]  Gabriel-Miro Muntean,et al.  Power save-based adaptive multimedia delivery mechanism , 2009 .

[26]  Matti Siekkinen,et al.  Energy Efficient Multimedia Streaming to Mobile Devices — A Survey , 2014, IEEE Communications Surveys & Tutorials.

[27]  Touradj Ebrahimi,et al.  From the guest editors - Universal multimedia access , 2003 .

[28]  Wesley De Neve,et al.  NinSuna: a fully integrated platform for format-independent multimedia content adaptation and delivery using Semantic Web technologies , 2009, Multimedia Tools and Applications.

[29]  G.-M. Muntean,et al.  Power Save Adaptation Algorithm for Multimedia Streaming to Mobile Devices , 2007, 2007 IEEE International Conference on Portable Information Devices.

[30]  Chu-Hsing Lin,et al.  Energy Analysis of Multimedia Video Decoding on Mobile Handheld Devices , 2007, 2007 International Conference on Multimedia and Ubiquitous Engineering (MUE'07).

[31]  김대영,et al.  Universal Multimedia Access , 2008, Encyclopedia of Multimedia.