Security-Aware GA Based Practical Byzantine Fault Tolerance for Permissioned Blockchain

R. Kashyap, K. Arora, M. Sharma, A. Aazam
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引用次数: 4

Abstract

Achieving good performance in terms of throughput and scalability, with high quality of security has always been a challenging problem in all sorts of scheduling. Permissioned blockchain allows multiple contracts of non-trusting peer organization to be deployed for working in consortium. It is the responsibility of the scheduler often called as an ordering service to form block of transactions to get committed through consensus. Practical Byzantine Fault Tolerance (PBFT) is one of the most popular consensus algorithm used in current implementations of blockchain. Most consensus algorithms including PBFT follow FIFO scheduling strategy to create the block of transactions. With block chain being supported for multi-contract environment, scheduling should consider difference in service requirements specifically security requirement for heterogeneous contracts. The current work proposes SAGA-PBFT (Security-Aware Genetic Algorithm based Practical Byzantine fault Tolerance) scheduler, which uses multi objective genetic algorithm for balancing the security requirement and security overhead at the time of block creations. The algorithm assigns the security level to each transaction as per its security requirement but in an unpredictable manner making security attack difficult. It further uses security aware PBFT for consensus. Experimental simulation proves that SAGA-PBFT when compared with PBFT, achieves better commit time and scalability with best possible security.
基于安全感知遗传算法的实际拜占庭容错许可区块链
在吞吐量和可伸缩性方面实现良好的性能,并具有高质量的安全性一直是各种调度中的一个具有挑战性的问题。被许可的区块链允许部署多个非信任对等组织的合同,以便在联盟中工作。调度程序(通常称为排序服务)负责形成事务块,以便通过共识提交。实用拜占庭容错(PBFT)是当前区块链实现中最流行的共识算法之一。包括PBFT在内的大多数共识算法都采用FIFO调度策略来创建事务块。在多合约环境下支持区块链的情况下,调度应该考虑服务需求的差异,特别是异构合约的安全需求。本文提出了基于安全感知遗传算法的实用拜占庭容错(SAGA-PBFT)调度器,该调度器使用多目标遗传算法来平衡块创建时的安全需求和安全开销。该算法根据每个事务的安全需求为其分配安全级别,但以不可预测的方式使安全攻击变得困难。它进一步使用安全感知PBFT来达成共识。实验仿真证明,与PBFT相比,SAGA-PBFT在提交时间和可扩展性方面具有更好的安全性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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