Exploring blind online scheduling for mobile cloud multimedia services
Abstract
Mobile cloud is a new emerging technology which can be used to enable users to enjoy abundant multimedia applications in a pervasive computing environment. Therefore, the scheduling of massive multimedia flows with heterogeneous QoS guarantees becomes an important issue for the mobile cloud. Generally, the predominant popular cloud-based scheduling algorithms assume that the request rate and service time, are available for the system operator. However, this assumption can hardly be maintained in many practical scenarios, especially for the largescale mobile cloud. In this article, we consider the scheduling problem for a practical mobile cloud in which the above parameters are unavailable and unknown. Taking into account the performance of the users and the impartial free time among the servers, the highlight of this article lies in proposing a blind online scheduling algorithm (BOSA). Specifically, we assign available multimedia servers based on the last timeslot information of the users' requests, and route all the multimedia flows according to the firstcome- first-served rule. Moreover, we design detailed steps to apply the BOSA to a content recommendation system, and show that the proposed BOSA can achieve asymptotic optimality. 2013 IEEE.
Collections
- Computer Science & Engineering [2519 items ]
Related items
Showing items related by title, author, creator and subject.
-
On the effect of proportional fairness in energy transfer for wireless powered communication networks
Butt M.M.; Mohamed A.; Guizani M. ( Institute of Electrical and Electronics Engineers Inc. , 2015 , Conference)Wireless powered communication network (WPCN) is an emerging area of research where energy is transferred from the access point to the mobile terminals in the downlink and information is transferred in the uplink. In the ... -
Real-Time Scheduling for Electric Vehicles Charging/Discharging Using Reinforcement Learning
Mhaisen, N.; Fetais, N.; Massoud, Ahmed ( Institute of Electrical and Electronics Engineers Inc. , 2020 , Conference)With the increase in Electric Vehicles (EVs) penetration, their charging needs form an additional burden on the grid. Thus, charging coordination is necessary for safe and efficient EV use. The scheduling of EVs is especially ... -
Integrated scheduling of multi-constraint open shop and vehicle routing: Mathematical model and learning-driven brain storm optimization algorithm
Yaping, Fu; Wang, Yifeng; Gao, Kaizhou; Suganthan, Ponnuthurai Nagaratnam; Huang, Min ( Elsevier , 2024 , Article)Recent years have witnessed a surge of interest in integrated production and distribution scheduling problems which can achieve an overall optimization of the production and distribution activities. However, integrated ...

