JOURNAL ARTICLE

Cooperative data offloading in opportunistic mobile networks

Abstract

Opportunistic mobile networks consisting of intermittently connected mobile devices have been exploited for various applications, such as computational offloading and mitigating cellular traffic load. Different from existing work, in this paper, we focus on cooperatively offloading data among mobile devices to maximally improve the probability of data delivery from a mobile device to an intermittently connected remote server or data center within a given time constraint, which is referred to as the cooperative offloading problem. Unfortunately, cooperative offloading is NP-hard. To this end, a heuristic algorithm is designed based on the proposed probabilistic framework, which provides the estimation of the probability of successful data delivery over the opportunistic path, considering both data size and contact duration. Due to the lack of global information, a distributed algorithm is further proposed. The performance of the proposed approaches is evaluated based on both synthetic networks and real traces, and simulation results show that cooperative offloading can significantly improve the data delivery probability and the performance of both heuristic algorithm and distributed algorithm outperforms other approaches.

Keywords:
Computer science Probabilistic logic Small cell Computer network Distributed computing Mobile computing Heuristic Mobile telephony Cellular network Mobile device Data center Constraint (computer-aided design) Server Real-time computing Mobile radio Artificial intelligence

Metrics

48
Cited By
9.25
FWCI (Field Weighted Citation Impact)
30
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Opportunistic and Delay-Tolerant Networks
Physical Sciences →  Computer Science →  Computer Networks and Communications
Caching and Content Delivery
Physical Sciences →  Computer Science →  Computer Networks and Communications
Human Mobility and Location-Based Analysis
Social Sciences →  Social Sciences →  Transportation

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