A hybrid quality evaluation approach based on fuzzy inference system for medical video streaming over small cell technology

Small cell technology is expected to be an integral part of future 5G networks in order to meet the increasingly high user demands for traffic volume, frequency efficiency, and energy and cost reductions. Small cell networks can play an important role in enhancing the Quality of Service (QoS) and Quality of Experience (QoE) in m-health applications, and in particular, in medical video streaming. In this paper, we propose a hybrid medical QoE prediction model based on a Fuzzy Inference System (FIS) that correlates the network QoS (NQoS) and application QoS (AQoS) parameters to the QoE. The model is tested on the transmission of medical ultrasound video over small cell technology. The results show that the predicted QoE scores of our proposed model have a high correlation with the subjective scores of medical experts.

[1]  W. Marsden I and J , 2012 .

[2]  Mohammed Alreshoodi,et al.  An empirical study based on a fuzzy logic system to assess the QoS/QoE correlation for layered video streaming , 2013, 2013 IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA).

[3]  Rahim Tafazolli,et al.  A simulation based study of Mobile Femtocell assisted LTE networks , 2011, 2011 7th International Wireless Communications and Mobile Computing Conference.

[4]  Ronny Yongho Kim,et al.  WiMAX femtocell: requirements, challenges, and solutions , 2009, IEEE Communications Magazine.

[5]  M. G. Martini,et al.  Subjective and objective quality assessment in wireless teleultrasonography imaging , 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[6]  Nada Y. Philip,et al.  M-QoE driven context, content and network aware medical video streaming based on fuzzy logic system over 4G and beyond small cells , 2015, IEEE EUROCON 2015 - International Conference on Computer as a Tool (EUROCON).

[7]  Hani Yehia,et al.  A concise review of the quality of experience assessment for video streaming , 2015, Comput. Commun..

[8]  Nada Y. Philip,et al.  Performance analysis of medical video streaming over 4G and beyond small cells for indoor and moving vehicle (ambulance) scenarios , 2014, 2014 4th International Conference on Wireless Mobile Communication and Healthcare - Transforming Healthcare Through Innovations in Mobile and Wireless Technologies (MOBIHEALTH).

[9]  Mohammed Alreshoodi,et al.  QoE Prediction Model Based on Fuzzy Logic System for Different Video Contents , 2013, 2013 European Modelling Symposium.

[10]  Filippo Speranza,et al.  Quality-of-Experience perception for video streaming services: Preliminary subjective and objective results , 2012, Proceedings of The 2012 Asia Pacific Signal and Information Processing Association Annual Summit and Conference.

[11]  Ana R. Cavalli,et al.  Estimation of QoE of video traffic using a fuzzy expert system , 2013, 2013 IEEE 10th Consumer Communications and Networking Conference (CCNC).

[12]  Ketty Savino,et al.  A Study on Quality Assessment for Medical Ultrasound Video Compressed via HEVC , 2014, IEEE Journal of Biomedical and Health Informatics.

[13]  Giuseppe Piro,et al.  Simulating LTE Cellular Systems: An Open-Source Framework , 2011, IEEE Transactions on Vehicular Technology.

[14]  Abdulmotaleb El-Saddik,et al.  A Fuzzy Logic System for Evaluating Quality of Experience of Haptic-Based Applications , 2008, EuroHaptics.

[15]  Nada Philip,et al.  Towards 5G Health for Medical Video Streaming over Small Cells , 2016 .

[16]  Harilaos Koumaras,et al.  Video Quality Prediction Models Based on Video Content Dynamics for H.264 Video over UMTS Networks , 2010, Int. J. Digit. Multim. Broadcast..

[17]  Ali Alinejad,et al.  Medical Quality of Service (m-QoS) and Quality of Experience (m-QoE) for 4G-health Systems , 2013 .

[18]  Jeffrey G. Andrews,et al.  Femtocell networks: a survey , 2008, IEEE Communications Magazine.

[19]  Ray C. C. Cheung,et al.  Traffic-Based Study of Femtocell Access Policy Impacts on HSPA Service Quality , 2009, GLOBECOM 2009 - 2009 IEEE Global Telecommunications Conference.