| Citation: | MENG Xiangxi, ZHANG Ling, GUO Haoming, et al. A new approach of cloud storage for industrial Internet[J]. Journal of Beijing University of Aeronautics and Astronautics, 2019, 45(1): 130-140. doi: 10.13700/j.bh.1001-5965.2018.0174(in Chinese)
|
With the development of industrial informatization, industrial Internet has attracted many attentions, and massive heterogeneous data management is one of the most important issues. However, traditional relational database (RDB) limits the performance of access and retrieval of massive and heterogeneous data, while cloud data management mainly focuses on key-value (K-V) queries, which cannot quickly search data by using any data property other than the prime key. In this paper, a cloud storage framework-StoreCDB is proposed for data management in the industrial Internet. In StoreCDB, the heterogeneous data are represented by a uniform data model firstly and then stored in a distributed file and parallel architecture as unstructured data. In addition, a double-level index is proposed to support both key-value queries and RDB queries. This paper adopts a distributed cluster experimental platform and massive high-speed train operation simulation data to verify the framework. The experimental results show that StoreCDB has satisfactory heterogeneous data access and retrieval performance and provides a good solution for industrial Internet data management.
| [1] |
LI D, WU H, LI S C. Internet of things in industries:A survey[J]. IEEE Transactions on Industrial Informatics, 2014, 10(4):2233-2243. doi: 10.1109/TII.2014.2300753
|
| [2] |
李晓娟.物联网中海量数据管理技术研究[D].广州: 广东工业大学, 2015.
LI X J.Huge amounts of data management technology for internet of things[D]. Guangzhou: Guangdong University of Technology, 2015(in Chinese).
|
| [3] |
孙鹏.动车组维修物联网及其关键技术研究[D].北京: 中国铁道科学研究院, 2013.
SUN P.Study on EMU maintenance in the internet of things and its key technologies[D]. Beijing: China Academy of Railway Sciences, 2013(in Chinese).
|
| [4] |
SANCHEZ L, MUÑOZ L, GALACHE J A, et al.Smartsantander:IoT experimentation over a smart city testbed[J]. Computer Networks, 2014, 61:217-238. doi: 10.1016/j.bjp.2013.12.020
|
| [5] |
宁焕生, 徐群玉.全球物联网发展及中国物联网建设若干思考[J].电子学报, 2010, 38(11):2590-2599.
NING H S, XU Q Y.Research on global internet of things' developments and it's lonstruction in China[J]. Acta Electronica Sinica, 2010, 38(11):2590-2599(in Chinese).
|
| [6] |
ATZORI L, IERA A, MORABITD G.The internet of things:A survey[J]. Computer Networks, 2010, 54(15):2787-2805. doi: 10.1016/j.comnet.2010.05.010
|
| [7] |
康世龙, 杜中一, 雷咏梅, 等.工业物联网研究概述[J].物联网技术, 2013, 3(6):88-90. doi: 10.3969/j.issn.2095-1302.2013.06.035
KANG S L, DU Z Y, LEI Y M, et al.Over view of industrial internet of things[J]. Internet of Things Technologies, 2013, 3(6):88-90(in Chinese). doi: 10.3969/j.issn.2095-1302.2013.06.035
|
| [8] |
GUBBI J, BUYYA R, MARUSIC S, et al.Internet of things (IoT):A vision, architectural elements, and future directions[J]. Future Generation Computer Systems, 2013, 29(7):1645-1660. doi: 10.1016/j.future.2013.01.010
|
| [9] |
ÖZSU M T, VALDURIEZ P.Principles of distributed database systems[M]. 3rd ed.New York:Springer Science & Business Media, 2011:16.
|
| [10] |
STONEBRAKER M.SQL databases v.NoSQL databases[J]. Communications of the ACM, 2010, 53(4):10-11. doi: 10.1145/1721654
|
| [11] |
GILBERT S, LYNCH N.Brewer's conjecture and the feasibility of consistent, available, partition-tolerant web services[J]. ACM SIGACT News, 2002, 33(2):51-59. doi: 10.1145/564585
|
| [12] |
HUANG H, WU Q H, YU D.Robust distributed control of robot formations with parameter uncertainty[J]. Journal of Control Theory and Applications, 2011, 9(4):51-58.
|
| [13] |
XU H G, HAN J H, PAN S P, et al.The research on data consistency of distributed storage system based on two-hop DHT[C]//Procceedings of IEEE ICITIS 2011.Piscataway, NJ: IEEE Press, 2011: 131-132.
|
| [14] |
PETER M, GRANCE T.The NIST definition of cloud computing: SP 800-145[R]. Gaithersbury: NIST, 2011.
|
| [15] |
SHEPLER S, CALLAGHAN B, ROBINSON D, et al.Network file system(NFS)version 4 protocol[R]. Reston: The Internet Society, 2003.
|
| [16] |
GHEMAWAT S, HOWARD G, LEUNG S T.The Google file system[J]. ACM SIGOPS Operating Systems Review, 2003, 37(5):29-43. doi: 10.1145/1165389
|
| [17] |
BORTHAKUR D.HDFS architecture guide[EB/OL]. (2013-10-10)[2018-03-20].
|
| [18] |
CHAIKEN R, JENKINS B, LARSON P A, et al.SCOPE:Easy and efficient parallel processing of massive data sets[J]. PVLDB, 2008, 1(2):1265-1276.
|
| [19] |
BEAVER D, KUMAR S, LI H C, et al.Finding a needle in haystack: Facebook's photo storage[C]//Proceedings of OSDI 2010.Berkeley, CA: USENIX Association, 2010: 47-60.
|
| [20] |
DECANDIA G, HASTORUN D, JAMPANI M, et al.Dynamo: Amazon's highly available key-value store[C]//Proceedings of SOSP 2007.New York: ACM, 2007: 205-220.
|
| [21] |
CHANG F, DEAN J, GHEMAWAT S, et al.Bigtable:A distributed storage system for structured data[J]. ACM Transactions on Computer Systems, 2008, 26(2):1-26.
|
| [22] |
BAKER J.Megastore: Providing scalable, highly available storage for interactive services[C]//Biennial Conference on Innovative Data Systems Research, 2011: 223-234.
|
| [23] |
CORBETT J C, DEAN J, EPSTEIN M, et al.Spanner: Google's globally-distributed database[C]//Usenix Conference on Operating Systems Design and Implementation, 2012: 251-264.
|
Figures(9) / Tables(5)
Copyright © Journal of Beijing University of Aeronautics and Astronautics
Address: Editorial Department of Journal of Beijing University of Aeronautics and Astronautics, 37 Xueyuan Road, Haidian District, Beijing Post Code: 100191 Email: jbuaa@cqjj8.com
Supported by:
Beijing Renhe Information Technology Co., Ltd.
DownLoad:
