1. 中国人民大学信息学院,北京 100872
2. 数据工程与知识工程教育部重点实验室,北京 100872
[ "李伟明(1999- ),男,中国人民大学信息学院硕士生,主要研究方向为分布式共识协议" ]
[ "李彤(1989- ),男,博士,中国人民大学信息学院副教授,主要研究方向为新一代互联网体系结构、跨域数据管理和大数据" ]
[ "张大方(1998- ),男,中国人民大学信息学院硕士生,主要研究方向为分布式共识协议" ]
[ "戴隆超(1996- )男,中国人民大学信息学院硕士生,主要研究方向为跨域数据管理和大数据" ]
[ "柴云鹏(1983- ),男,博士,中国人民大学信息学院教授、博士生导师,中国人民大学理工学科建设处副处长、计算机科学与技术系主任,主要研究方向为数据库管理系统、存储系统、云计算" ]
网络首发:2023-07,
纸质出版:2023-07-15
移动端阅览
李伟明, 李彤, 张大方, 等. 跨空间域数据管理分布式共识算法:现状、挑战和展望[J]. 大数据, 2023,9(4):3-15.
Weiming LI, Tong LI, Dafang ZHANG, et al. Distributed consensus algorithms for crossdomain data management: state-of-the-art, challenges and perspectives[J]. Big data research, 2023, 9(4): 3-15.
李伟明, 李彤, 张大方, 等. 跨空间域数据管理分布式共识算法:现状、挑战和展望[J]. 大数据, 2023,9(4):3-15. DOI: 10.11959/j.issn.2096-0271.2023040.
Weiming LI, Tong LI, Dafang ZHANG, et al. Distributed consensus algorithms for crossdomain data management: state-of-the-art, challenges and perspectives[J]. Big data research, 2023, 9(4): 3-15. DOI: 10.11959/j.issn.2096-0271.2023040.
随着数字经济的飞速发展,以及“全国一体化数据中心”和“东数西算”等基础设施的不断完善,数据要素流通的大趋势使数据服务逐步由面向单一空间域的数据管理转变为面向跨空间域的数据管理。跨域数据管理需要通过分布式共识算法使数据一致。然而,已有的分布式共识算法仅考虑单数据中心的情况,没有考虑跨数据中心之间的网络通信的不确定性,从而在跨空间域场景下面临日志同步时延大、系统吞吐量低下等问题。系统地梳理了跨空间域下的分布式共识算法的现状以及面临的新挑战,并针对解决这些挑战的技术路线进行了展望。
With the exponential growth of data and the company's cross-domain disaster recovery requirements
companies increasingly need to manage data across spatial domains.Cross-domain data management requires a distributed consensus algorithm to make the data consistent.However
the existing distributed consensus algorithms only consider the situation of a single data center
and do not consider the uncertainty of network communication between data centers
so they face long log synchronization delays and low system throughput in cross-space region scenarios and other issues.The current status and new challenges of distributed consensus algorithms in the cross-space domain were sorted out systematically
and the technical route to solve these challenges was looked forward.
柴云鹏 , 李彤 , 范举 , 等 . 跨域数据管理的内涵与挑战 [J ] . 中国计算机学会通讯 , 2022 , 18 ( 11 ): 29 - 33 .
CHAI Y P , LI T , FAN J , et al . Crossdomain data management:connotation and challenges [J ] . Communications of China Computer Federation , 2022 , 18 ( 11 ): 29 - 33 .
ZAMANI M , MOVAHEDI M , RAYKOVA M . RapidChain:scaling blockchain via full sharding [C ] // Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security . New York:ACM Press , 2018 : 931 - 948 .
AMIRI M J , LAI Z L , PATEL L , et al . Saguaro:efficient processing of transactions in wide area networks using a hierarchical permissioned blockchain [J ] . arXiv preprint , 2021 ,arXiv:2101.08819.
AMIRI M J , SHU D , MAIYYA S , et al . Ziziphus:scalable data management across byzantine edge severs [C ] // Proceedings of the 2023 IEEE 38th International Conference on Data Engineering . Piscataway:IEEE Press , 2023 .
CHANDRA T D , GRIESEMER R , REDSTONE J . Paxos made live:an engineering perspective [C ] // Proceedings of the 26th Annual ACM Symposium on Principles of Distributed Computing . New York:ACM Press , 2007 : 398 - 407 .
LAMPORT L . Paxos made simple [J ] . ACM Sigact News , 2001 , 32 ( 4 ): 18 - 25 .
LAMPORT L . The part-time parliament [J ] . ACM Transactions on Computer Systems , 1998 , 16 ( 2 ): 133 - 169 .
JUNQUEIRA F P , REED B C , SERAFINI M . Zab:high-performance broadcast for primary-backup systems [C ] // Proceedings of 2011 IEEE/IFIP 41st International Conference on Dependable Systems &Networks (DSN) . Piscataway:IEEE Press , 2011 : 245 - 256 .
ONGARO D , OUSTERHOUT J . In search of an understandable consensus algorithm [C ] // Proceedings of the 2014 USENIX Conference on USENIX Annual Technical Conference . New York:ACM Press , 2014 : 305 - 320 .
HUANG D X , LIU Q , CUI Q , et al . TiDB:a raft-based HTAP database [J ] . Proceedings of the VLDB Endowment , 2020 , 13 ( 12 ): 3072 - 3084 .
CAO W , ZHANG Y , YANG X , et al . PolarDB serverless:a cloud native database for disaggregated data centers [C ] // Proceedings of the 2021 International Conference on Management of Data . New York:ACM Press , 2021 : 2477 - 2489 .
TAFT R , SHARIF I , MATEI A , et al . CockroachDB:the resilient geodistributed SQL database [C ] // Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data . New York:ACM Press , 2020 : 1493 - 1509 .
JUN S M , KANG Y , KIM J , et al . Ultralow-latency services in 5G systems:a perspective from 3GPP standards [J ] . ETRI Journal , 2020 , 42 ( 5 ): 721 - 733 .
FINN N , THUBERT P , VARGA B , et al . Deterministic networking architecture [J ] . RFC , 2019 , 8655 : 1 - 38 .
SONG F , LI L T , YOU I , et al . Enabling heterogeneous deterministic networks with smart collaborative theory [J ] . IEEE Network , 2021 , 35 ( 3 ): 64 - 71 .
郑秀丽 , 蒋胜 , 王闯 . NewIP:开拓未来数据网络的新连接和新能力 [J ] . 电信科学 , 2019 , 35 ( 9 ): 2 - 11 .
ZHENG X L , JIANG S , WANG C . NewIP:new connectivity and capabilities of upgrading future data network [J ] . Telecommunications Science , 2019 , 35 ( 9 ): 2 - 11 .
PARK S J , OUSTERHOUT J . Exploiting commutativity for practical fast replication [J ] . arXiv preprint , 2017 ,arXiv:1710.09921.
MORARU I , ANDERSEN D G , KAMINSKY M . There is more consensus in Egalitarian parliaments [C ] // Proceedings of the 24th ACM Symposium on Operating Systems Principles . New York:ACM Press , 2013 : 358 - 372 .
XU J J , WANG W , ZENG Y , et al . Raft-PLUS:improving raft by multipolicy based leader election with unprejudiced sorting [J ] . Symmetry , 2022 , 14 ( 6 ): 1122 .
NAWAB F , AGRAWAL D , EL ABBADI A . DPaxos:managing data closer to users for low-latency and mobile applications [C ] // Proceedings of the 2018 International Conference on Management of Data . New York:ACM Press , 2018 : 1221 - 1236 .
0
浏览量
471
下载量
0
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621