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Reliable Data Analysis through Blockchain based Crowdsourcing in Mobile Ad-hoc Cloud

机译:移动自组织云中基于区块链的众包进行可靠的数据分析

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Mobile Ad-hoc Cloud (MAC) is the constellation of nearby mobile devices to serve the heavy computational needs of the resource-constrained edge devices. One of the major challenges of MAC is to convince the mobile devices to offer their limited resources for the shared computational pool. Credit-based rewarding system is considered as an effective way of incentivizing the arbitrary mobile devices for joining the MAC network and to earn the credits through computational crowdsourcing. The next challenge is to get the reliable computation as incentives attract the malicious devices to submit fake computational results for claiming their reward and we have used the blockchain based reputation system for identifying the malicious participants of MAC. This paper presents a malicious node identification algorithm integrated within the Iroha based permissioned blockchain. Iroha is a project of hyperledger which is focused on mobile devices and thus light-weight in nature. It is used for keeping the track of rewarding and reputation system driven by the malicious node detection algorithm. Experiments are conducted for evaluating the implemented test-bed and results show the effectiveness of algorithm in identifying the malicious devices and conducting reliable data analysis through the blockchain based computational crowdsourcing in MAC.
机译:移动自组织云(MAC)是附近移动设备的星座,可满足资源受限的边缘设备的大量计算需求。 MAC的主要挑战之一是说服移动设备为共享的计算池提供有限的资源。基于信用的奖励系统被认为是激励任意移动设备加入MAC网络并通过计算众包获得信用的有效方法。下一个挑战是要获得可靠的计算,因为诱因吸引了恶意设备提交虚假计算结果以要求其奖励,并且我们已使用基于区块链的信誉系统来识别MAC的恶意参与者。本文提出了一种基于Iroha的许可区块链中集成的恶意节点识别算法。 Iroha是Hyperledger的一个项目,该项目专注于移动设备,因此自然而轻便。它用于跟踪由恶意节点检测算法驱动的奖励和信誉系统。通过实验评估了已实现的测试平台,结果表明了该算法通过基于MAC的基于区块链的计算众包来识别恶意设备和进行可靠的数据分析的有效性。

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