A Bloom Filter-Based Index for Distributed Storage Systems

被引:1
|
作者
Wang, Zhu [1 ]
Luo, Chenxi [2 ]
Luo, Tiejian [2 ]
Chen, Xia [3 ]
Hou, Jinzhong [2 ]
机构
[1] Xingtang Telecommun Technol Co Ltd, Beijing 100083, Peoples R China
[2] Univ Chinese Acad Sci, 19 A Yuquan Rd, Beijing 100049, Peoples R China
[3] SAPPRFT, Beijing 100866, Peoples R China
关键词
D O I
10.1007/978-3-319-19638-1_34
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The indexing technique, which is capable of locating an item, is a key component in distributed storage systems. There have been many solutions for the index in distributed systems. One of the problems is the large number of items and the (relatively) low space available for the index. In this paper we propose a bloom filter based schema for the representation and lookup of items in the distributed systems. In each node, the method selects items and inserts them into a probabilistic data structure. After gathering all the data structures, the index node is in possess of all objects information and is capable of locating items in the system. To reduce the false checking times of the index, we choose items to be recorded in reference with the Internet user behavior pattern. We further use theoretical and experimental analysis to test our proposal. Results show that our method can achieve high performance with limited index space.
引用
收藏
页码:293 / 301
页数:9
相关论文
共 50 条
  • [1] Selection Optimization of Bloom Filter-Based Index Services in Ubiquitous Embedded Systems
    Wang, Zhu
    Luo, Chenxi
    Luo, Tiejian
    [J]. WEB SERVICES - ICWS 2018, 2018, 10966 : 231 - 245
  • [2] Forwarding Anomalies in Bloom Filter-based Multicast
    Saerelae, Mikko
    Rothenberg, Christian Esteve
    Aura, Tuomas
    Zahemszky, Andras
    Nikander, Pekka
    Ott, Joerg
    [J]. 2011 PROCEEDINGS IEEE INFOCOM, 2011, : 2399 - 2407
  • [3] Scaling Bloom filter-based multicast via filter switching
    Tsilopoulos, Christos
    Xylomenos, George
    [J]. 2013 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS (ISCC), 2013,
  • [4] An Analysis of Enrollment and Query Attacks on Hierarchical Bloom Filter-Based Biometric Systems
    Shomaji, Sumaiya
    Ghosh, Pallabi
    Ganji, Fatemeh
    Woodard, Damon
    Forte, Domenic
    [J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2021, 16 : 5294 - 5309
  • [5] Bloom filter-based discovery protocol for DDS middleware
    Sanchez-Monedero, Javier
    Povedano-Molina, Javier
    Lopez-Vega, Jose M.
    Lopez-Soler, Juan M.
    [J]. JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2011, 71 (10) : 1305 - 1317
  • [6] Dynamically Allocated Bloom Filter-Based PIT Architectures
    Jang, Saeyoung
    Byun, Hayoung
    Lim, Hyesook
    [J]. IEEE ACCESS, 2022, 10 : 28165 - 28179
  • [7] A Bloom Filter-Based Data Deduplication for Big Data
    Podder, Shrayasi
    Mukherjee, S.
    [J]. ADVANCES IN DATA AND INFORMATION SCIENCES, VOL 1, 2018, 38 : 161 - 168
  • [8] hdFilter: Toward Faster Bloom Filter-based Packet Forwarding
    Lee, HyunYong
    Nakao, Akihiro
    [J]. 2014 IEEE NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (NOMS), 2014,
  • [9] Sampling Bloom Filter-Based Detection of Unknown RFID Tags
    Liu, Xiulong
    Qi, Heng
    Li, Keqiu
    Stojmenovic, Ivan
    Liu, Alex X.
    Shen, Yanming
    Qu, Wenyu
    Xue, Weilian
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2015, 63 (04) : 1432 - 1442
  • [10] Bloom Filter-Based Scalable Multicast: Methodology, Design and Application
    Tian, Xiaohua
    Cheng, Yu
    [J]. IEEE NETWORK, 2013, 27 (06): : 89 - 94