A Comprehensive Multi-Scenario Routing Algorithm Based on Fuzzy Control Theory in Opportunistic Social Network

With the flourishing of big data and the 5G era, the amount of data to be transmitted in the communication process is increasing, and end-to-end communication in traditional social networks has been unable to meet the current communication needs. Therefore, in order to improve the success rate of data forwarding, social networks propose that the sender of the message should reasonably choose the next hop node. However, existing routing and forwarding algorithms do not take into account nodes that are live in different scenarios, and the applicable next hop node metrics are also different. These algorithms only consider the forwarding preferences of the nodes during working hours and do not consider the forwarding preferences of the nodes during non-working hours. We propose a routing algorithm based on fuzzy decision theory, which aims at a more accurate decision on selecting the next hop. A routing and forwarding algorithm based on fuzzy decision is proposed in this paper. This algorithm symmetrical divides scenes in opportunistic social networks into working time and non-working time according to real human activity. In addition, metrics are designed symmetrically for these two scenarios. Simulation results demonstrate that, in the best case, the proposed scheme presents an average delivery ratio of 0.95 and reduces the average end-to-end delay and average overhead compared with the epidemic routing algorithm, the EIMSTalgorithm, the ICMT algorithm, and the FCNSalgorithm.

[1]  Qing Yang,et al.  Social-aware cooperative caching mechanism in mobile social networks , 2020, J. Netw. Comput. Appl..

[2]  Philippe Bolon,et al.  A Fast and Accurate Rule-Base Generation Method for Mamdani Fuzzy Systems , 2018, IEEE Transactions on Fuzzy Systems.

[3]  Fei Hao,et al.  Social identity–aware opportunistic routing in mobile social networks , 2018, Trans. Emerg. Telecommun. Technol..

[4]  In-Ho Lee,et al.  Non-Orthogonal Multiple Access in Coordinated Direct and Relay Transmission , 2015, IEEE Communications Letters.

[5]  Ming Zhao,et al.  Community recombination and duplication node traverse algorithm in opportunistic social networks , 2020, Peer-to-Peer Netw. Appl..

[6]  Zongyuan Han,et al.  Opportunistic routing with data fusion for multi-source wireless sensor networks , 2019, Wirel. Networks.

[7]  Jia Wu,et al.  Advanced Data Delivery Strategy Based on Multiperceived Community with IoT in Social Complex Networks , 2020, Complex..

[8]  Zhigang Chen,et al.  FCNS: A Fuzzy Routing-Forwarding Algorithm Exploiting Comprehensive Node Similarity in Opportunistic Social Networks , 2018, Symmetry.

[9]  Feng Xia,et al.  PIS: A Multi-Dimensional Routing Protocol for Socially-Aware Networking , 2016, IEEE Transactions on Mobile Computing.

[10]  Zhigang Chen,et al.  Information cache management and data transmission algorithm in opportunistic social networks , 2018, Wireless Networks.

[11]  Jiayi Zhang,et al.  Cooperative Store–Carry–Forward Scheme for Intermittently Connected Vehicular Networks , 2017, IEEE Transactions on Vehicular Technology.

[12]  Zhigang Chen,et al.  An Effective Data Transmission Algorithm Based on Social Relationships in Opportunistic Mobile Social Networks , 2018, Algorithms.

[13]  M. C. Lucas-Estañ,et al.  Mode Selection for 5G Heterogeneous and Opportunistic Networks , 2019, IEEE Access.

[14]  Zhigang Chen,et al.  Effective Data Transmission Strategy Based on Node Socialization in Opportunistic Social Networks , 2019, IEEE Access.

[15]  Zhigang Chen,et al.  Human Activity Optimal Cooperation Objects Selection Routing Scheme in Opportunistic Networks Communication , 2017, Wirel. Pers. Commun..

[16]  Jia Wu,et al.  Hospital evaluation mechanism based on mobile health for IoT system in social networks , 2019, Comput. Biol. Medicine.

[17]  Jia Wu,et al.  Weight distribution and community reconstitution based on communities communications in social opportunistic networks , 2019, Peer Peer Netw. Appl..

[18]  Joel J. P. C. Rodrigues,et al.  A Machine Learning-Based Protocol for Efficient Routing in Opportunistic Networks , 2018, IEEE Systems Journal.

[19]  M. Chitra,et al.  Selective epidemic broadcast algorithm to suppress broadcast storm in vehicular ad hoc networks , 2017 .

[20]  Jia Wu,et al.  Interest Characteristic Probability Predicted Method in Social Opportunistic Networks , 2019, IEEE Access.

[21]  Halikul Lenando,et al.  EpSoc: Social-Based Epidemic-Based Routing Protocol in Opportunistic Mobile Social Network , 2018, Mob. Inf. Syst..

[22]  Kamalrulnizam Abu Bakar,et al.  Preparing opportunistic networks for smart cities: Collecting sensed data with minimal knowledge , 2020, J. Parallel Distributed Comput..

[23]  Annalisa Socievole,et al.  Routing in Mobile Opportunistic Social Networks with Selfish Nodes , 2019, Wirel. Commun. Mob. Comput..

[24]  Ming Zhao,et al.  SECM: status estimation and cache management algorithm in opportunistic networks , 2018, The Journal of Supercomputing.

[25]  Ming Zhao,et al.  An efficient data packet iteration and transmission algorithm in opportunistic social networks , 2019, Journal of Ambient Intelligence and Humanized Computing.

[26]  Di Wu,et al.  Opportunistic Routing Algorithm for Relay Node Selection in Wireless Sensor Networks , 2015, IEEE Transactions on Industrial Informatics.

[27]  Xia Wang,et al.  Fundamental Analysis on Data Dissemination in Mobile Opportunistic Networks With Lévy Mobility , 2017, IEEE Transactions on Vehicular Technology.

[28]  Aihua Li,et al.  An Improved Model of Variable Fuzzy Sets with Normal Membership Function for Crane Safety Evaluation , 2017 .

[29]  Yibo Yang,et al.  Social-aware data dissemination in opportunistic mobile social networks , 2017 .

[30]  Victor C. M. Leung,et al.  Predicting Temporal Social Contact Patterns for Data Forwarding in Opportunistic Mobile Networks , 2017, IEEE Transactions on Vehicular Technology.

[31]  Kao-Shing Hwang,et al.  An Adaptive Routing-Forwarding Control Scheme Based on an Intelligent Fuzzy Decision-Making System for Opportunistic Social Networks , 2019, Symmetry.