Abstract
Multimedia services are offered to the demanding user by the multimedia cloud. By the fact, the sudden increase of network users has reduced the service receiving response time. Hence, it is impossible to achieve service satisfaction. Therefore, user experience based characteristic is a main role in the multimedia content acquisition, such as server distribution imbalance, huge user visits and limited bandwidth. In order to withstand these problems, a new multimedia cloud content distribution method is proposed based upon the integrated user utility and interest discovery. Initially, the interest features of users are extracted through applying an important feature extraction method. Subsequently, the separation of service and non-service users are formed through the development of a group depending on the categorization of same service interest and adjacent region included users. Followed with this, the integrated utility value is adopted to introduce user evaluation strategies. The integrated utility values are computed combining different user experience characteristics such as, user reputation, user selfish behaviours and user physical performance. However, the service user number evaluated by employing the Opposition Grasshopper Optimizer (OGHA) has minimized the content distribution time and user cost. Furthermore, the convergence profile and computational speed of standard GHA is enhanced by introducing the notion of opposition based population initialization in the proposed approach. Simulation outcomes have evidently proved the improvement of multimedia cloud users, minimizing the total cost of multimedia cloud users, and improvement of multimedia content utilization.
Similar content being viewed by others
References
Anandaraj M, Ganeshkumar P, Selvaraj K, Vijayakumar KP (2020) An efficient framework for network code based multimedia content distribution in hybrid P2P network. J Circuits Syst Comput 29(10):2050157
Aygun, Betul, Banu Gunel Kilic, Nursal Arici, Ahmet Cosar, and Bedriye Tuncsiper. "Application of binary PSO for public cloud resources allocation system of video on demand (VoD) services." Appl Soft Comput 99 (2021): 106870.
Bhattacharya P, Guo M (2020) An incentive compatible mechanism for replica placement in peer-assisted content distribution. Int J Software Sci Comput Intell (IJSSCI) 12(1):47–67
Jack Fernando Bravo-Torres, Martín López-Nores, Yolanda Blanco-Fernández, José Juan Pazos-Arias, Alberto Gil-Solla, “An improved virtualization layer to support distribution of multimedia contents in pervasive social applications”, J Network Comput Appl, Vol. 51, pp. 1–17, May 2015.
Chunlin L, Yanpei L, Luo Y, Min Z (May 2017) Collaborative content dissemination based on game theory in multimedia cloud. Knowl-Based Syst 124:1–15,15
Coronado E, Villalón J, Garrido A (2020) Improvements to Multimedia Content Delivery over IEEE 802.11 Networks. In NOMS 2020–2020 IEEE/IFIP Network Operations and Management Symposium, pp. 1–6. IEEE
Deane JK, Rakes TR, Agarwal A (2012) Designing content distribution networks for optimal cost and performance. Inform Technol Manag 13(1):1–15
Falkowski-Gilski P, Uhl T (2020) Current trends in consumption of multimedia content using online streaming platforms: a user-centric survey. Comput Sci Rev 37:100268
Garg S, Kaur K, Batra S, Aujla GS, Morgan G, Kumar N, Zomaya AY, Ranjan R (2020) En-ABC: an ensemble artificial bee colony based anomaly detection scheme for cloud environment. J Parallel Distrib Comput 135:219–233
Hu HY, ZhongJin L, Hu H (2013) Cooperative contents distribution in mobile social networks. Chinese Journal of Computers 36(3):613–625
Hu Y, Chen Y, Zheng C (2020) Energy efficient scheduling in content distribution collaborative Mobile clusters. IEEE Access 8:58959–58969
Jose J, Gautam N, Tiwari M, Tiwari T, Suresh A, Sundararaj V, Rejeesh MR (2021) An image quality enhancement scheme employing adolescent identity search algorithm in the NSST domain for multimodal medical image fusion. Biomedical Signal Processing and Control 66:102480
Krishna Priya R, Deepalakshmi R, Saravana Selvam N (2020) Crossover-based improved sine cosine algorithm for multimedia content distribution in cloud environment. J Circuits Syst Comput 2130002
Li C, Liu Y, Luo Y (2017) Multimedia cloud content distribution based on interest discovery and integrated utility of user. Comput Ind Eng 109:1–14
Lu X, Yu Z, Guo B (2014) Predicting the content dissemination trends by repost behavior modeling in mobile social networks. J Network Comput Appl 42(3):197–207
Patsakis C, Zigomitros A, Papageorgiou A, Galván-López E (2014) Distributing Privacy Policies Over Multimedia Content Across Multiple Online Social Networks. Computer Networks 75, Part B:531–543
Rana S, Mishra D (2020) Secure and ubiquitous authenticated content distribution framework for IoT enabled DRM system. Multimed Tools Appl 79(27):20319–20341
Rejeesh MR (2019) Interest point based face recognition using adaptive neuro fuzzy inference system. Multimed Tools Appl 78(16):22691–22710
Rosaci D, Sarné GML (April 2013) Recommending multimedia web services in a multi-device environment. Inf Syst 38(2):198–212
Roy P, Sarker S, Razzaque MA, Hassan MM, AlQahtani SA, Aloi G, Fortino G (2020) AI-enabled mobile multimedia service instance placement scheme in mobile edge computing. Comput Netw 182:107573
Sasikala S, Gomathi S, Geetha V, Murali L (2021) A proposed framework for cloud-aware multimodal multimedia big data analysis toward optimal resource allocation. Comput J
Shakkottai S, Johari R (2010) Demand-aware content distribution on the internet. IEEE/ACM Trans Networking 18(2):476–489
Sundararaj V (2016) An efficient threshold prediction scheme for wavelet based ECG signal noise reduction using variable step size firefly algorithm. Int J Intell Eng Syst 9(3):117–126
Sundararaj V (2019) Optimised denoising scheme via opposition-based self-adaptive learning PSO algorithm for wavelet-based ECG signal noise reduction. Int J Biomed Eng Technol 31(4):325
Sundararaj V, Muthukumar S, Kumar RS (2018) An optimal cluster formation based energy efficient dynamic scheduling hybrid MAC protocol for heavy traffic load in wireless sensor networks. Comput Secur 77:277–288
Sundararaj V, Anoop V, Dixit P, Arjaria A, Chourasia U, Bhambri P, MR, R. and Sundararaj, R. (2020) CCGPA-MPPT: Cauchy preferential crossover-based global pollination algorithm for MPPT in photovoltaic system. Prog Photovolt Res Appl 28(11):1128–1145
Vinu S (2019) Optimal task assignment in mobile cloud computing by queue based ant-bee algorithm. Wireless Pers Commun 104(1):173–197
Virat database (2020) on http://www.viratdata.org/
Xiang Z, Zhang Q, Zhu W, Zhang Z, Zhang Y-Q (2004) Peer-to-Peer Based Multimedia Distribution Service. IEEE Trans Multimed 6(2)
Yang J, Wang H, Lv Z, Wei W, He S (May 2017) Multimedia recommendation and transmission system based on cloud platform. Futur Gener Comput Syst 70:94–103
Zhou Z, Zhao L (2020) Cloud computing model for big data processing and performance optimization of multimedia communication. Comput Commun 160:326–332
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Sundararaj, V., Selvi, M. Opposition grasshopper optimizer based multimedia data distribution using user evaluation strategy. Multimed Tools Appl 80, 29875–29891 (2021). https://doi.org/10.1007/s11042-021-11123-4
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11042-021-11123-4