Game Theoretic Analysis of Cooperative Message Forwarding in Opportunistic Mobile Networks

In cooperative communication, a set of players forming a coalition ensures communal behavior among themselves by helping one another in message forwarding. Opportunistic mobile networks (OMNs) require multihop communications for transferring messages from the source to the destination nodes. However, noncooperative nodes only forward their own messages to others, and drop others’ messages upon receiving them. So, the message delivery overhead increases in OMN. For minimizing the overhead and maximizing the delivery rate, we propose two coalition-based cooperative schemes: 1) simple coalition formation (SCF) and 2) overlapping coalition formation (OCF) game. In SCF, we consider the presence of a central information center, whereas OCF is a fully distributed scheme. In SCF, coalitions are disjoint, whereas in OCF, a node may be the member of multiple coalitions at the same time. All nodes in a coalition help each other cooperatively by forwarding group messages to the intermediate or destination nodes. The goal of the nodes is to achieve high success rate in delivering messages. The proposed SCF scheme is cohesive, in which disjoint coalitions always combine to form grand coalition. In OCF, a node reaches a stable grand coalition when all the nodes of the OMN are members of overlapping coalition of the node. No node gains by deviating from the grand coalition in SCF and OCF. Simulation results based on synthetic mobility model and real-life traces show that the message delivery ratio of OMNs increase by up to 67%, as compared to the noncooperative scenario. Moreover, the message overhead ratio using the proposed coalition-based schemes reduces by up to about (1/3)rd of that of the noncooperative communication scheme.

[1]  Selwyn Piramuthu,et al.  Single RFID Tag Ownership Transfer Protocols , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[2]  Athanasios V. Vasilakos,et al.  On the Partially Overlapped Channel Assignment on Wireless Mesh Network Backbone: A Game Theoretic Approach , 2012, IEEE Journal on Selected Areas in Communications.

[3]  SARA FROEHLICH,et al.  Cooperative Game Theory and the Core , 2019, Game Sutra: Rescuing Game Theory from The Game Theorists.

[4]  Leen-Kiat Soh,et al.  SimCoL: A Simulation Tool for Computer-Supported Collaborative Learning , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[5]  Sarit Kraus,et al.  Formation of overlapping coalitions for precedence-ordered task-execution among autonomous agents * , 1996 .

[6]  Nicholas R. Jennings,et al.  Overlapping Coalition Formation for Efficient Data Fusion in Multi-Sensor Networks , 2006, AAAI.

[7]  Nicholas R. Jennings,et al.  Cooperative Games with Overlapping Coalitions , 2010, J. Artif. Intell. Res..

[8]  Chunming Qiao,et al.  A Game-Theoretic Approach to Stimulate Cooperation for Probabilistic Routing in Opportunistic Networks , 2013, IEEE Transactions on Wireless Communications.

[9]  Donald F. Towsley,et al.  Coalitions Improve Performance in Data Swarming Systems , 2015, IEEE/ACM Transactions on Networking.

[10]  Kwang Mong Sim,et al.  Coalition Formation for Resource Coallocation Using BDI Assignment Agents , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[11]  Paolo Santi,et al.  The COMMIT Protocol for Truthful and Cost-Efficient Routing in Ad Hoc Networks with Selfish Nodes , 2008, IEEE Transactions on Mobile Computing.

[12]  Mehdi Dehghan,et al.  Learning Stationary Correlated Equilibria in Constrained General-Sum Stochastic Games , 2014, IEEE Transactions on Cybernetics.

[13]  Feng Xia,et al.  Overhead Control With Reliable Transmission of Popular Packets in Ad-Hoc Social Networks , 2016, IEEE Transactions on Vehicular Technology.

[14]  Jie Wu,et al.  Incentive-Driven and Freshness-Aware Content Dissemination in Selfish Opportunistic Mobile Networks , 2013, 2013 IEEE 10th International Conference on Mobile Ad-Hoc and Sensor Systems.

[15]  Kevin M. Passino,et al.  Distributed and Cooperative Task Processing: Cournot Oligopolies on a Graph , 2014, IEEE Transactions on Cybernetics.

[16]  Nicholas R. Jennings,et al.  Overlapping Coalition Formation , 2008, WINE.

[17]  Xinyang Deng,et al.  Evidence Combination From an Evolutionary Game Theory Perspective , 2015, IEEE Transactions on Cybernetics.

[18]  Jiafu Wan,et al.  A time-recordable cross-layer communication protocol for the positioning of Vehicular Cyber-Physical Systems , 2016, Future Gener. Comput. Syst..

[19]  Jiafu Wan,et al.  A survey on position-based routing for vehicular ad hoc networks , 2015, Telecommunication Systems.

[20]  Athanasios V. Vasilakos,et al.  Evolutionary coalitional games: design and challenges in wireless networks , 2012, IEEE Wireless Communications.

[21]  Yujing Hu,et al.  Accelerating Multiagent Reinforcement Learning by Equilibrium Transfer , 2015, IEEE Transactions on Cybernetics.

[22]  Athanasios V. Vasilakos,et al.  Game Dynamics and Cost of Learning in Heterogeneous 4G Networks , 2012, IEEE Journal on Selected Areas in Communications.

[23]  Xiang Li,et al.  When Reputation Enforces Evolutionary Cooperation in Unreliable MANETs , 2014, IEEE Transactions on Cybernetics.

[24]  Sudip Misra,et al.  Distributed Information-Based Cooperative Strategy Adaptationin Opportunistic Mobile Networks , 2015, IEEE Transactions on Parallel and Distributed Systems.

[25]  Edith Elkind,et al.  Overlapping coalition formation games: charting the tractability frontier , 2012, AAMAS 2012.

[26]  Chris Greenhalgh,et al.  CRAWDAD dataset nottingham/mall (v.2012-06-22) , 2012 .

[27]  Xiaodong Lin,et al.  Pi: A practical incentive protocol for delay tolerant networks , 2010, IEEE Transactions on Wireless Communications.

[28]  Sajal K. Das,et al.  ConSub: Incentive-Based Content Subscribing in Selfish Opportunistic Mobile Networks , 2013, IEEE Journal on Selected Areas in Communications.

[29]  Utpal Roy,et al.  Coalition Formation for Cooperative Service-Based Message Sharing in Vehicular Ad Hoc Networks , 2016, IEEE Transactions on Parallel and Distributed Systems.

[30]  Winston Khoon Guan Seah,et al.  Game-Theoretic Approach for Improving Cooperation in Wireless Multihop Networks , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[31]  Juan P. Wachs,et al.  Variability Analysis on Gestures for People With Quadriplegia , 2018, IEEE Transactions on Cybernetics.

[32]  Bruce Bueno de Mesquita,et al.  An Introduction to Game Theory , 2014 .

[33]  Jörg Ott,et al.  The ONE simulator for DTN protocol evaluation , 2009, SimuTools.

[34]  Athanasios V. Vasilakos,et al.  Directional routing and scheduling for green vehicular delay tolerant networks , 2012, Wireless Networks.

[35]  Raj Jain,et al.  A Quantitative Measure Of Fairness And Discrimination For Resource Allocation In Shared Computer Systems , 1998, ArXiv.

[36]  Naveen K. Chilamkurti,et al.  Bayesian Coalition Negotiation Game as a Utility for Secure Energy Management in a Vehicles-to-Grid Environment , 2016, IEEE Transactions on Dependable and Secure Computing.

[37]  Joel J. P. C. Rodrigues,et al.  Improvement of Messages Delivery Time on Vehicular Delay-Tolerant Networks , 2009, 2009 International Conference on Parallel Processing Workshops.

[38]  Joel J. P. C. Rodrigues,et al.  Intelligent Mobile Video Surveillance System as a Bayesian Coalition Game in Vehicular Sensor Networks: Learning Automata Approach , 2015, IEEE Transactions on Intelligent Transportation Systems.

[39]  Wei Yuan,et al.  Coalition Formation and Spectrum Sharing of Cooperative Spectrum Sensing Participants , 2017, IEEE Transactions on Cybernetics.

[40]  Athanasios V. Vasilakos,et al.  Noncooperative and Cooperative Optimization of Electric Vehicle Charging Under Demand Uncertainty: A Robust Stackelberg Game , 2016, IEEE Transactions on Vehicular Technology.

[41]  Shaojie Tang,et al.  COUPON: A Cooperative Framework for Building Sensing Maps in Mobile Opportunistic Networks , 2015, IEEE Transactions on Parallel and Distributed Systems.