Abstract
The services are delivered to the user through a protocol interface of different resources. Service delivery conferring on quality of service (QoS) mentioned in service level agreement (SLA) and user satisfaction has been a major problem to access cloud services. To avoid such situations quality of experience (QoE) domain was added to the cloud computing environment to assess user satisfaction and the need for service delivery. In this paper, we present a review of QoE-based solutions, frameworks, and models, which have been proposed for different cloud computing environments. Finally, we discuss the advantages of frameworks and models, their limitations, and open issues for future research in cloud computing.
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References
Lal P, Bharadwaj SS (2016) Understanding the impact of cloud-based services adoption on organizational flexibility: an exploratory study. J Enterp Inform Manage 29(4):566–588
Hashem IA, Targio IY, Anuar NB, Mokhtar S, Gani A, Khan SU (2015) The rise of “big data” on cloud computing: review and open research issues. Inform Syst 47:98–115
Zhang Qi, Cheng Lu, Boutaba R (2010) Cloud computing: state-of-the-art and research challenges. J Internet Services And Applications 1(1):7–18
Buyya R, Yeo CS, Venugopal S, Broberg J, Brandic I (2009) Cloud computing and emerging IT platforms: vision, hype, and reality for delivering computing as the 5th utility. Future Gener Comput Syst 25(6):599–616
Kumar V, Laghari AA, Karim S, Shakir M, Brohi AA (2019) Comparison of fog computing & cloud computing. IJMSC 5:41
Rittinghouse JW, Ransome JF (2016) Cloud computing: implementation, management, and security. CRC Press
Chang V, Kuo Y-H, Ramachandran M (2016) Cloud computing adoption framework: a security framework for business clouds. Futur Gener Comput Syst 57:24–41
Rajan S, Apurva J. 2011 "Cloud computing: The fifth generation of computing." In 2011 International Conference on Communication Systems and Network Technologies, pp. 665–667. IEEE.
Dykstra J, Riehl D (2012) Forensic collection of electronic evidence from infrastructure-as-a-service cloud computing. Rich JL Tech 19:1
Khan S, Nazir B, Khan IA, Shamshirband S, Chronopoulos AT (2017) Load balancing in grid computing: taxonomy, trends and opportunities. J Netw Comput Appl 88:99–111
Hashemi SM, Bardsiri AK (2012) Cloud computing vs. grid computing. ARPN J Syst Softw 2(5):188–194
Hadi MA (2015) Overview of cloud computing towards to future networks. Int J Comput Sci Innov 2015(2):68–78
Bhardwaj S, Jain L, Jain S (2010) Cloud computing: A study of infrastructure as a service (IAAS). Int J Eng Inform Technol 2(1):60–63
Wu L, Garg SK, Buyya R. 2011 "SLA-based resource allocation for software as a service provider (SaaS) in cloud computing environments." In Proceedings of the 2011 11th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, pp. 195–204. IEEE Computer Society
Wu L, Garg SK, Buyya R (2012) SLA-based admission control for a Software-as-a-Service provider in Cloud computing environments. J Comput Syst Sci 78(5):1280–1299
Moreno-Vozmediano R, Montero RS, Llorente IM (2012) Iaas cloud architecture: From virtualized datacenters to federated cloud infrastructures. Computer 45(12):65–72
Rosa F. 2018 "Analysis of requirements and technologies to migrate software development to the PaaS model." PhD diss
Karthikumar SK, Chitra P (2019) Implementing cooperative bacterial foraging optimisation algorithm based resources and VM management in IaaS cloud. Int J Knowl Manage Stud 10(1):69–83
Madni SH, Hussain MS, Latiff A, Ali J (2019) Hybrid gradient descent cuckoo search (HGDCS) algorithm for resource scheduling in IaaS cloud computing environment. Clust Comput 22(1):301–334
Joshi N, Shah S (2019) A comprehensive survey of services provided by prevalent cloud computing environments. In: Intelligent S (ed) Suresh Chandra Satapathy, Vikrant Bhateja, Swagatam Das. Computing and Applications, Springer Singapore, Singaporepp Springer, Singapore, pp 413–424
Gong C, Liu J, Zhang Q, Chen H, Gong Z. 2010 "The characteristics of cloud computing. In 2010 39th International Conference on Parallel Processing Workshops IEEE. pp. 275–279
Wu D, Rosen DW, Wang L, Schaefer D (2014) Cloud-based manufacturing: old wine in new bottles? Proced CIRP 17:94–99
Rimal BP, Choi E (2012) "A service-oriented taxonomical spectrum, cloudy challenges and opportunities of cloud computing. Int J Commun Syst 25(6):796–819
Serrano N, Gallardo G, Hernantes J (2015) Infrastructure as a service and cloud technologies. IEEE Softw 32(2):30–36
Venkateswaran S, Sarkar S (2019) Fitness-aware containerization service leveraging machine learning. IEEE Trans Serv Comput 14(6):1751
Chawla N, Kumar D (2019) Desktop Virtualization desktop as a service and formulation of TCO with return on investment. In: Hoda MN (ed) The Software Engineering. Springer, Singapore, pp 599–608
Jain N, Payal M, Choudhary M (2018) Cloud computing & virtualization. J Recent Innov Cloud Comput Virtualiz Appl 2581:544
Fylaktopoulos G, Michael Skolarikis I, Papadopoulos GG, Sotiropoulos A, Maglogiannis I (2018) A distributed modular platform for the development of cloud based applications. Fut Gener Comput Syst 78:127–141
Pflanzner T, Kertész A. 2016 "A survey of IoT cloud providers." In 2016 39th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO), pp. 730–735. IEEE
Golovin D. (2017) "OutSystems as a rapid application development platform for mobile and web applications”
Merlino G, Arkoulis S, Distefano S, Papagianni C, Puliafito A, Papavassiliou S (2016) Mobile crowdsensing as a service: a platform for applications on top of sensing clouds. Futur Gener Comput Syst 56:623–639
Younas M, Jawawi DNA, Ghani I, Fries T, Kazmi R (2018) Agile development in the cloud computing environment. a systematic review. Inform Softw Technol 103:142
CR Panigrahi R Mall B Pati 2017 Software development methodology for cloud computing and its impact In: Ashok Kumar Turuk, Bibhudatta Sahoo, Sourav Kanti Addya (Eds) Resource management and efficiency in cloud computing environments. Pp. 286 307
Jha MM, Ferrer Vilardell RM, Narayan J. 2016 "Scaling agile scrum software development: providing agility and quality to platform development by reducing time to market." In 2016 IEEE 11th international conference on global software engineering (ICGSE), pp. 84–88. IEEE
Talukder AK, Zimmerman L (2010) "Cloud economics: principles, costs, and benefits. Cloud computing. Springer, London, pp 343–360
Stavrinides, Georgios L, Helen D. Karatza. "A cost-effective and qos-aware approach to scheduling real-time workflow applications in paas and saas clouds." In 2015 3rd International Conference on Future Internet of Things and Cloud, pp. 231–239. IEEE, 2015
Rodgers M. 2018 "Configurable search categories including related information and related action functionality over a relational database." U.S. Patent Application 15/656,060, filed March 15
Marr B (2016) Big data in practice: how 45 successful companies used big data analytics to deliver extraordinary results. John Wiley & Sons
Aulkemeier F, Iacob ME, van Hillegersberg J. "Pluggable SaaS integration: quality characteristics for cloud based application services." In 2015 International Conference on Enterprise Systems (ES), pp. 147–152. IEEE, 2015
Shafiullah S, Fatehi F, Venkataraman S, Prabhu JA. 2019 "Software defined SaaS platform." U.S. Patent Application 10/185,601, filed
Joshi OS, Simon G. 2018 "Sentiment analysis tool on cloud: software as a service model." In 2018 International Conference On Advances in Communication and Computing Technology (ICACCT), pp. 459–462. IEEE
Pang L, Ren J, Peng H. 2018 "How to Optimize Spending on Retention of SaaS Customers." In 2018 2nd IEEE Advanced Information Management, Communicates, Electronic and Automation Control Conference (IMCEC), pp. 114–118. IEEE
Abtahi A-R, Abdi F (2018) Designing software as a service in cloud computing using quality function deployment. Int J Enterp Inform Syst (IJEIS) 14(4):16–27
Dutt A, Jain H, Kumar S (2018) Providing Software as a Service: a design decision (s) model. Inform Syst e-Bus Manage 16:1–30
Ibrahim AAZA. 2018 "PRESEnCE: a framework for monitoring, modelling and evaluating the performance of cloud saas web services." In 2018 48th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), pp. 83–86. IEEE
Wease G, Boateng K, Chih-Jen Y, Chan L, Barham H (2018) Technology assessment: cloud service adoption decision. Infrastructure and technology management. Springer, Cham, pp 447–471
Chawande NN, Mehare JP (2014) Review on “an analysis of the management security and security algorithms in cloud computing. In: Daim TU, Chan L, Estep J (eds) Technology assessment: cloud service adoption decision. Springer, Cham, pp 447–471
Miller M. 2008 Cloud computing: Web-based applications that change the way you work and collaborate online. Que publishing
Fathi MS, Abedi M, Rambat S, Rawai S, Zakiyudin MZ (2012) Context-aware cloud computing for construction collaboration. J Cloud Comput. https://doi.org/10.5171/2012644927
Pace A (2009) 21st century library systems. J Libr Adm 49(6):641–650
Weill P, Woerner SL (2015) Thriving in an increasingly digital ecosystem. MIT Sloan Manag Rev 56(4):27
Cusumano MA (2008) The changing software business: moving from products to services. Computer 41(1):20–27
Minovski D, Åhlund C, Mitra K, Zhohov R (2020) Defining quality of experience for the internet of things. IT Professional 22(5):62–70
Dong M, Kimata T, Sugiura K, Zettsu K (2014) Quality-of-experience (QoE) in emerging mobile social networks. IEICE Trans Inf Syst 97(10):2606–2612
Le Callet P, Möller S, Perkis A (2012) "Qualinet white paper on definitions of quality of experience. Eur Netw Quality Exp Multimed Syst Serv 3:2012
Laghari AA, He H, Khan A, Karim S (2018) "Impact of video file format on quality of experience (QoE) of multimedia content. 3D Res. https://doi.org/10.1007/s13319-018-0191-x
Brooks P, Hestnes B (2010) User measures of quality of experience: why being objective and quantitative is important. IEEE Network 24(2):8–13
Laghari AA, Sadhayo IH, Channa MI (2015) Enhanced autonomic networking management architecture (Enama). Eng Sci Technol 14(1):9–13
ITU-T, Recommendation P. "10/g. 100 amendment 1 new appendix i-definition of quality of experience (qoe)." International Telecommunication Union (2007)
Laghari AA, Channa MI, Laghari KR, Aman M, Memon M (2013) "EQOM: enhanced quality of experience (QoE) framework for multimedia services. UACEE Int J Comput Sci Appl 3(1):85–89
Karim S, He H, Laghari AA, Memon KA, Khan M, Magsi AH (2020) "The evaluation video quality in social clouds. Entertain Comput 35:100370
Nourikhah H, Akbari MK (2016) Impact of service quality on user satisfaction: modeling and estimating distribution of quality of experience using Bayesian data analysis. Electron Commer Res Appl 17:112–122
Laghari AA, He H, Channa MI (2018) "Measuring effect of packet reordering on quality of experience (QoE) in video streaming. Res. https://doi.org/10.1007/s13319-018-0179-6
Laghari, Asif Ali, Khalil Ur Rehman Laghari, Muhammad Ibrahim Channa, Tiago H. Falk. 2012 "QON: Quality of experience (QoE) framework for network services." In Proceedings of the 4th international conference on software technology and engineering (ICSTE’12)
Laghari AA, Laghari RA, Wagan AA, Umrani AI (2018) "Effect of packet loss and reorder on quality of audio streaming. ICST Trans Scalable Inform. https://doi.org/10.4108/eai.13-7-2018.160390
Baraković S, Husić JB, Maraj D, Maraj A, Krejcar O, Maresova P, Melero FJ (2020) "Quality of life, quality of experience, and security perception in web of things: an overview of research opportunities. Electronics 9(4):700
Laghari AA, He H, Muhammad Shafiq, and Asiya Khan. 2017 "Impact of storage of mobile on quality of experience (QoE) at user level accessing cloud." In 2017 IEEE 9th international conference on communication software and networks (ICCSN), pp. 1402–1409. IEEE
Laghari AA, He H, Ibrahim M, Shaikh S (2017) Automatic network policy change on the basis of quality of experience (QoE). Proced Comput Sci 107:657–659
Di Stefano, Alessandro, Marialisa Scatà, Aurelio La Corte, Sajal K. Das, and Pietro Liò. 2019 "Improving QoE in multi-layer social sensing: a cognitive architecture and game theoretic model." In Proceedings of the Fourth International Workshop on Social Sensing, pp. 18–23. ACM
Laghari AA, He H, Shafiq M, Khan A (2018) "Application of quality of experience in networked services: review, trend & perspectives. Syst Pract Action Res 32:501–519
Wang Q, Dai HN, Di Wu, Xiao H (2018) Data analysis on video streaming QoE over mobile networks. EURASIP J Wirel Commun Netw 2018(1):173
Laghari AA, Laghari MA (2021) Quality of experience assessment of calling services in social network. ICT Express 7(2):158–161
Streijl RC, Winkler S, Hands DS (2016) Mean opinion score (MOS) revisited: methods and applications, limitations and alternatives. Multimedia Syst 22(2):213–227
Senyo PK, Addae E, Boateng R (2018) "Cloud computing research: a review of research themes, frameworks, methods and future research directions. Int J Inform Manage 38(1):128–139
Prakash S (2019) Review of quality of service based techniques in cloud computing. In: Durgesh Kumar M (ed) Data science and big data analytics. Springer, Singapore, pp 255–265
Al-Shammari S, Al-Yasiri A. (2014) "Defining a metric for measuring QoE of SaaS cloud computing." Proceedings of PGNET : 251–256
Alhamad M, Dillon T, Chang E. 2010 "Sla-based trust model for cloud computing." In 2010 13th international conference on network-based information systems, pp. 321–324. IEEE
Manuel P (2015) A trust model of cloud computing based on quality of service. Ann Oper Res 233(1):281–292
Abdelmaboud A, Jawawi DNA, Ghani I, Elsafi A, Kitchenham B (2015) Quality of service approaches in cloud computing: a systematic mapping study. J Syst Softw 101:159–179
Singh S, Chana I (2015) Q-aware: Quality of service based cloud resource provisioning. Comput Electr Eng 47:138–160
Aloqaily M, Kantarci B, Mouftah HT. 2015 "A generalized framework for quality of experience (QoE)-based provisioning in a vehicular cloud." In 2015 IEEE International Conference on Ubiquitous Wireless Broadband (ICUWB), pp. 1–5. IEEE
Ikeda Y, Kouno S, Shiozu A, Noritake K. 2016 "A framework of scalable QoE modeling for application explosion in the Internet of Things." In 2016 IEEE 3rd World Forum on Internet of Things (WF-IoT), pp. 425–429. IEEE
Kumar N, Agarwal S (2014) QoS based cloud service provider selection framework. Res J Recent Sci ISSN 2277:2502
Samet N, Letaïfa AB, Hamdi M, Tabbane S. 2016 "Real-time user experience evaluation for cloud-based Mobile video." In 2016 30th International Conference on Advanced Information Networking and Applications Workshops (WAINA), pp. 204–208. IEEE
Philipp A, Vandenbroucke K, Hoßfeld T. (2013) "Need for speed? on quality of experience for cloud-based file storage services." Proceedings of the PQS : 184–190
Lamb ZW, Agrawal DP (2019) Analysis of mobile edge computing for vehicular networks. Sensors 19(6):1303
Abbas N, Zhang Y, Taherkordi A, Skeie T (2018) Mobile edge computing: a survey. IEEE Internet Things J 5(1):450–465
Memon KA, Mohammadani KH, Laghari AA, Yadav R, Das B, Tareen WUK, Xin X (2019) "Dynamic bandwidth allocation algorithm with demand forecasting mechanism for bandwidth allocations in 10-gigabit-capable passive optical network. Optik 183:1032–1042
Mo C, Zhu G, Zhi W, Zhu W. 2018 "Understanding Gaming Experience in Mobile Multiplayer Online Battle Arena Games." In Proceedings of the 28th ACM SIGMM Workshop on Network and Operating Systems Support for Digital Audio and Video, pp. 25–30. ACM
Karn NK, Zhang H, Jiang F, Yadav R, Laghari AA (2019) Measuring bandwidth and buffer occupancy to improve the QoE of HTTP adaptive streaming. Signal Image Video Process. https://doi.org/10.1007/s11760-019-01481-w
https://www.rcrwireless.com/20180214/5g/ensuring-qoe-at-the-mobile-edge-tag17 [accessed on 5/ 10/2019]
Martino Di, Beniamino AE, Damiani E (2019) "Towards AI-powered multiple cloud management. IEEE Internet Comput 23(1):64–71
Alhadithy H, Al-Shargabi B. 2018 "Fuzzy rule based web service composition in cloud." In Proceedings of the First International Conference on Data Science, E-learning and Information Systems, p. 27. ACM
Rojas MA, Redígolo FF, Gonzalez NM et al (2018) Managing the lifecycle of security SLA requirements in cloud computing. In: Rocha A, Reis LP (eds) Developments and advances in intelligent systems and applications. Springer, Cham, pp 119–140
Zhao Y, Calheiros R, Gange G, Bailey J et al (2018) SLA-based profit optimization resource scheduling for big data analytics-as-a-service platforms in cloud computing environment. IEEE Trans Cloud Comput 9(3):1236
Shafiq M, Xiangzhan Y, Laghari AA, Wang D (2017) "Effective feature selection for 5G IM applications traffic classification. Mobile Inform Syst 2017:1–12
Karadimce A, Davcev DP (2018) Towards improved model for user satisfaction assessment of multimedia cloud services. J Mobile Multimedia 14(2):157–196
Laghari AA, He H, Halepoto IA, Memon MS, Parveen S (2017) Analysis of quality of experience frameworks for cloud computing. IJCSNS 17(12):228
Suthar P, Stolic M. 2015 "Carrier grade Telco-Cloud." In 2015 IEEE Asia Pacific Conference on Wireless and Mobile (APWiMob), pp. 101–107. IEEE
Wang X, Kwon T, Choi Y, Wang H, Liu J (2013) Cloud-assisted adaptive video streaming and social-aware video prefetching for mobile users. IEEE Wirel Commun 20(3):72–79
Yadav R, Zhang W, Chen H, Guo T. 2017 "MuMs: Energy-aware VM selection scheme for cloud data center." In 2017 28th International Workshop on Database and Expert Systems Applications (DEXA), pp. 132–136. IEEE
Yadav R, Zhang W, Kaiwartya O, Singh PR, Elgendy IA, Tian YC (2018) Adaptive energy-aware algorithms for minimizing energy consumption and SLA violation in cloud computing. IEEE Access 6:55923–55936
Murtazaev A, Sangyoon Oh (2011) Sercon: Server consolidation algorithm using live migration of virtual machines for green computing. IETE Tech Rev 28(3):212–231
Taleb T, Ksentini A (2013) Follow me cloud: interworking federated clouds and distributed mobile networks. IEEE Network 27(5):12–19
Alhamazani K, Ranjan R, Jayaraman PP, Mitra K, Wang M, Huang ZG, Wang L, Rabhi F (2014) Real-time qos monitoring for cloud-based big data analytics applications in mobile environments. IEEE Int Conf Mobile Data Manage 1:337–340
Wang S, Dey S (2012) Cloud mobile gaming: Modeling and measuring user experience in mobile wireless networks. ACM SIGMOBILE Mob Comput Commun Rev 16(1):10–21
Costa PM, Pitt J, Falcão e Cunha J, Galvão T. 2012 "Cloud2Bubble: enhancing quality of experience in mobile cloud computing settings." In Proceedings of the third ACM workshop on Mobile cloud computing and services, pp. 45–52. ACM
Yang K, Zhang X, Zhao Y, Fan Q, Gao Q, Lyu Y, Yin H, Ma Z. 2019 "Looking Into Online Gaming From Measurement Perspective." In 2019 IEEE International Conference on Service-Oriented System Engineering (SOSE), pp. 203–2035. IEEE
Marchand A, Hennig-Thurau T (2013) Value creation in the video game industry: Industry economics, consumer benefits, and research opportunities. J Interact Mark 27(3):141–157
Feng WC, Chang F, Feng WC, Walpole J. 2002 "Provisioning on-line games: a traffic analysis of a busy counter-strike server." In Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurement, pp. 151–156. ACM
Chang YC, Chen KT, Wu CC, Ho CJ, Lei CL. 2010 "Online game QoE evaluation using paired comparisons." In 2010 IEEE International Workshop Technical Committee on Communications Quality and Reliability (CQR 2010), pp. 1–6. IEEE
Ebner M, Holzinger A (2007) Successful implementation of user-centered game based learning in higher education: an example from civil engineering. Comput Educ 49(3):873–890
Chen K-T, Huang P, Lei C-L (2006) How sensitive are online gamers to network quality? Commun ACM 49(11):34–38
Slivar I, Suznjevic M, Skorin-Kapov L, Matijasevic M. 2014 "Empirical QoE study of in-home streaming of online games." In 2014 13th Annual Workshop on Network and Systems Support for Games, pp. 1–6. IEEE
Cai W, Leung VCM, Long Hu (2014) A cloudlet-assisted multiplayer cloud gaming system. Mobile Netw Appl 19(2):144–152
Hong HJ, Hsu CF, Tsai TH, Huang CY, Chen KT, Hsu C-H (2015) Enabling adaptive cloud gaming in an open-source cloud gaming platform. IEEE Trans Circuits Syst Video Technol 25(12):2078–2091
Jarschel M, Schlosser D, Scheuring S, Hoßfeld T (2013) Gaming in the clouds: QoE and the users’ perspective. Math Comput Model 57(11–12):2883–2894
Calo SBet al. 2018 "Synchronized release of resources used in deferential cloud services." U.S. Patent Application 15/439,146, filed August 23
Huang R, Wei X, Gao Y, Lv C, Mao J, Bao Q (2018) Data-driven QoE prediction for IPTV service. Comput Commun 118:195–204
Zhang Y, van der Schaar M (2013) Incentive provision and job allocation in social cloud systems. IEEE J Select Areas Commun 31(9):607–617
Amerini I, Caldelli R, Del Mastio A, Di Fuccia A, Molinari C, Rizzo AP (2017) Dealing with video source identification in social networks. Signal Process Image Commun 57:1–7
Liu X, Shen C, Guan X, Zhou Y (2018) We know who you are: Discovering similar groups across multiple social networks. IEEE Trans Syst Man Cybern Syst 99:1–12
Laghari AA, He H, Shafiq M, Khan A (2018) Assessment of quality of experience (QoE) of image compression in social cloud computing. Multiagent Grid Syst 14(2):125–143
Laghari AA, He H, Karim S, Shah HA, Karn NK (2017) Quality of experience assessment of video quality in social clouds. Wirel Commun Mobile Comput 2017:1–10
Benkhelifa E, Welsh T, Tawalbeh L, Jararweh Y (2018) "Automated negotiated user profiling across distributed social mobile clouds for resource optimisation. Concurr Comput Pract Exp 32:e4349
Laghari AA, He H, Shafiq M, Khan A.2016 "Assessing effect of Cloud distance on end user's Quality of Experience (QoE)." In 2016 2nd IEEE international conference on computer and communications (ICCC), pp. 500–505. IEEE
Chard K, Caton S, Rana O, Bubendorfer K. 2010 Social cloud: Cloud computing in social networks." In 2010 IEEE 3rd International Conference on Cloud Computing, pp. 99–106. IEEE
Casas P, Schatz R (2014) Quality of experience in cloud services: Survey and measurements. Comput Netw 68:149–165
Hobfeld T, Schatz R, Varela M, Timmerer C (2012) Challenges of QoE management for cloud applications. IEEE Commun Mag 50(4):28–36
Huang C-Y, Hsu C-H, Chen K-T (2015) GamingAnywhere: an open-source cloud gaming platform. ACM SIGMultimedia Records 7(1):3–5
Lin N (2016) Service-oriented mobile multimedia cooperative storing and delivery scheme based on opportunistic cloud coding and content-centric cloud compression. EURASIP J Wirel Commun Netw 2016(1):151
Zhou X, Li K, Liu C, Li K (2019) An experience-based scheme for energy-SLA balance in cloud data centers. IEEE Access 7:23500–23513
Bhangwar NH, Halepoto IA, Khokhar S, Laghari AA (2017) On routing protocols for high performance. Studies Inform Control 26(4):441–448
Becker M, Lehrig S, Becker S. "Systematically deriving quality metrics for cloud computing systems." In Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering, pp. 169–174. ACM
Liotou E, Pocta P, Melvin H, Siris VA, Zgank A, Jarschel M (2018) Context monitoring for improved system performance and QoE. Auton Control Reliab Internet Serv Methods Models Approaches Techn Algorithm Tools 10768:23
Ahmad N, Wahab A, SchormansJ, Arnab AA.2022 "A Novel Objective Video Quality Assessment Metric For Cloud Gaming Applications." In 2022 International Conference on Communications, Computing, Cybersecurity, and Informatics (CCCI), pp. 1–8. IEEE
George, MM, George JM. 2017 "Determining real-world effects from games." U.S. Patent 9,597,584, issued March 21
Wu J, Yuen C, Cheung NM, Chen J, Chen CW (2016) Streaming mobile cloud gaming video over TCP with adaptive source–FEC Coding. IEEE Trans Circuits Syst Video Technol 27(1):32–48
Susan SP, Sarath G. 2019 "A Trust Network Driven User Authorization Scheme for Social Cloud." In Recent Findings in Intelligent Computing Techniques, pp. 533–542. Springer, Singapore
Piccialli F, Benedusi P, Amato F (2018) S-InTime: a social cloud analytical service oriented system. Futur Gener Comput Syst 80:229–241
Karim S, He H, Laghari AA, Magsi AH, Laghari RA (2020) Quality of service (QoS): measurements of image formats in social cloud computing. Multimed Tools Appl 80:1–26
Kren M, Kos A, Sedlar U (2019) Modeling opinion of IPTV viewers based on implicit feedback and content metadata. IEEE Access 7:14455–14462
Cicco D, Luca SM, Palmisano V (2019) QoE-driven resource allocation for massive video distribution. Ad Hoc Netw 89:170
Baloch JA, Jumani AK, Laghari AA, Estrela VV, . Lopes RT. 2021 A Preliminary study on quality of experience assessment of compressed audio file format." In 2021 IEEE URUCON, pp. 161–165. IEEE
Irene R, Marco M, Orlando D (2018) An inventory-location modeling structure for spare parts supply chain network design problems in industrial end-user sites. IFAC-PapersOnLine 51(11):968–973
Laghari AA, Kaishan W, Laghari RA, Ali M, Khan AA (2021) A review and state of art of internet of things (IoT).". Archiv Comput Methods Eng 29:1–19
Swart J, Peters C, Broersma M (2019) Sharing and discussing news in private social media groups: the social function of news and current affairs in location-based, work-oriented and leisure-focused communities. Digit Journal 7(2):187–205
Paudyal P, Battisti F, Sjöström M, Olsson R, Carli M (2017) Towards the perceptual quality evaluation of compressed light field images. IEEE Trans Broadcast 63(3):507–522
Tesfamicael AD, Liu V, Foo E, Caelli B. 2019 QoE Estimation Model for a Secure Real-Time Voice Communication System in the Cloud." In Proceedings of the Australasian Computer Science Week Multiconference, p. 10. ACM
Nazir R, Kumar K, David S, Ali M (2021) Survey on wireless network security. Arch Comput Methods Eng. https://doi.org/10.1007/s11831-021-09631-5
Laghari AA, Memon KA, Soomro MB, Laghari RA, Kumar V (2020) Quality of experience (QoE) assessment of games on workstations and mobile. Entertain Comput 34:100362
Yang, Qifan, Zhenhua Li, Yunhao Liu, Hai Long, Yuanchao Huang, Jiaming He, Tianyin Xu, and Ennan Zhai. "Mobile Gaming on Personal Computers with Direct Android Emulation." (2019)
Suznjevic M, Skorin-Kapov L, Cerekovic A, Matijasevic M (2019) "How to measure and model QoE for networked games? Multimed Syst 25:1–26
Madiha H, Lei L, Laghari AA, Sajida K. 2020 "Quality of Experience and Quality of Service of Gaming Services in Fog Computing." In Proceedings of the 2020 4th International Conference on Management Engineering, Software Engineering and Service Sciences, pp. 225–228
Jin H, Zhu X, Zhao C (2019) Computation offloading optimization based on probabilistic SFC for mobile online gaming in heterogeneous network. IEEE Access 7:52168
Laghari AA, He H, Laghari RA, Khan A, Yadav R (2019) "Cache performance optimization of QoC framework. ICST Trans Scalable Inform Syst. https://doi.org/10.4108/eai.13-7-2018.156594
Ahmed B, Malik AW, Hafeez T, Ahmed N (2019) Services and simulation frameworks for vehicular cloud computing: a contemporary survey. EURASIP J Wireless Com Netw. https://doi.org/10.1186/s13638-018-1315-y
Möller S eds. Quality of experience: advanced concepts, applications and methods. Springer
Laghari AA, Jumani AK, Laghari RA (2021) "Review and state of art of fog computing. Arch Comput Methods Eng 28(5):3631–3643
Metzger F, Geißler S, Grigorjew A, Loh F, Moldovan C, Seufert M, Hoßfeld T (2022) An Introduction to online video game QoS and QoE influencing factors. IEEE Commun Surv Tutor 24(3):1894–1925
Mongi AF (2022) Analyzing the influence of smart-device visual features, viewing distance, and content factors on video streaming QoE. Tanzan J Eng Technol 41(2):178
Sabet SS (2023) Gaming QoE assessment. The influence of delay on cloud gaming quality of experience. Springer, Cham, pp 7–30
Laghari AA, He H, Khan A, Laghari RA, Yin S, Wang J (2022) Crowdsourcing platform for QoE evaluation for cloud multimedia services. Computer Science and Information Systems 00(2022):38–38
Jalal L, Anedda M, Popescu V, Murroni M (2018) "QoE assessment for IoT-based multi-sensorial media broadcasting. IEEE Trans Broadcast 64(2):552–560
Deng X, Zhang J, Zhang H, Jiang P (2022) Deep reinforcement learning-based resource allocation for cloud gaming via edge computing. IEEE Internet Things J 10:5364
Cao T, Jin Y, Xiongfeng Hu, Zhang S, Qian Z, Ye B, Sanglu Lu (2022) Adaptive provisioning for mobile cloud gaming at edges. Comput Netw 205:108704
Li X, Darwich M, Salehi MA, Bayoumi M (2021) A survey on cloud-based video streaming services. Adv Comput 123:193–244
Xu Y, Yin J, Yang Q, Yang L (2022) Andrew peter gower “Media production using cloud and edge computing: recent progress and NBMP-based implementation.” IEEE Trans Broadcast 68:545
Schmidt S (2022) Assessing the quality of experience of cloud gaming services. Springer Nature, Cham
Slivar I, Kresimir B, Irena O, Lea SK, Mirko S 2022. CGD: a cloud gaming dataset with gameplay video and network recordings." In Proceedings of the 13th ACM Multimedia Systems Conference, pp. 272–278
Desbiens F (2023) Edge computing. Building enterprise IoT solutions with eclipse IoT technologies. Apress, Berkeley, CA, pp 271–296
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Laghari, A.A., Zhang, X., Shaikh, Z.A. et al. A review on quality of experience (QoE) in cloud computing. J Reliable Intell Environ 10, 107–121 (2024). https://doi.org/10.1007/s40860-023-00210-y
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DOI: https://doi.org/10.1007/s40860-023-00210-y