Primary node election based on probabilistic linguistic term set with confidence interval in the PBFT consensus mechanism for blockchain

Author:

Xie MingyueORCID,Liu JunORCID,Chen Shuyu,Xu Guangxia,Lin Mingwei

Abstract

AbstractThis study proposes a primary node election method based on probabilistic linguistic term set (PLTS) for the practical Byzantine fault tolerance (PBFT) consensus mechanism to effectively enhance the efficiency of reaching consensus. Specifically, a novel concept of the probabilistic linguistic term set with a confidence interval (PLTS-CI) is presented to express the uncertain complex voting information of nodes during primary node election. Then, a novel score function based on the exponential semantic value and confidence approximation value for the PLTS-CI, called Score-ESCA, is used to solve the problems of comparing different nodes with various voting attitudes. This method helps select the node with the highest score by utilizing complex decision attitudes, making it an accurate primary node election solution. Furthermore, the feasibility of our proposed method is proved by both theoretical analysis and experimental evaluations.

Funder

the Chongqing Research Program of Basic Research and Frontier Technology

the Graduate Scientific Research and Innovation Foundation of Chongqing

Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences

the Technology Innovation and Application Development Projects of Chongqing

the Key R & D plan of Hainan Province

Publisher

Springer Science and Business Media LLC

Subject

Computational Mathematics,Engineering (miscellaneous),Information Systems,Artificial Intelligence

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