Affiliation:
1. Department of Information Science and Technology, CEG, Anna University, Guindy, Chennai, Tamil Nadu, India
Abstract
The resourceful mobile devices with augmented capabilities around human pave the way for utilizing it as delegators for resource-constrained devices to run compute-intensive applications. Such collaborative resource sharing policy among mobile devices throws challenges like identifying competent alternatives for offloading and diminishing time consumption of pre-offload process to accomplish remarkable offloading. This paper presents a Mobile Cloud Computing framework with Predictive Context-Aware Collaborative Offloading Process (PCA-COP) that fixes these challenges through conductive alternative discovery. This context-aware discovery adapts a multi-criteria decision making model of Analytic Hierarchy Process (AHP) accompanied with Fuzzy categorization to rank the alternatives and classify them into Highly, Fairly, Less offload-suitable devices. Moreover, to make alternative selection optimal, a Dataset Curtailment enabled Artificial Neural Network (DCANN) prediction is incorporated on AHP-Fuzzy model, which truncates training dataset using Conditioned Stratified Sampling (CSS). The prototype framework is evaluated with mobile applications in the classroom under dynamic context environments.
Subject
Artificial Intelligence,General Engineering,Statistics and Probability
Reference21 articles.
1. Energy efficient hierarchical resource management for mobile cloud computing;Ahmad;IEEE Transactions on Sustainable Computing,2017
2. Using socio-spatial context in mobile cloud offload process for energy conservation in wireless devices;Bourdena;IEEE Transactions on Cloud Computing,2015
3. Comparison of AHP and fuzzy AHP for the multi-criteria decision making processes with linguistic evaluations;Özdaolu;Istanbul Ticaret Universitesi,2007
4. mCloud: A context-aware offloading framework for heterogeneous mobile cloud;Zhou;IEEE Transactions on Services Computing,2017
5. Cloud service evaluation method-based Multi-Criteria Decision-Making: A systematic literature review;Alabool;Journal of Systems and Software,2018
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