Skip to main content
SpringerLink
Log in

Design of Big Data Management and Analysis Platform Based on Knowledge Map

  • Conference paper
  • First Online:
2021 International Conference on Big Data Analytics for Cyber-Physical System in Smart City (BDCPS 2021)

Part of the book series: Lecture Notes on Data Engineering and Communications Technologies ((LNDECT,volume 102))

  • 1374 Accesses

Abstract

Semantic knowledge mapping is widely used in search, question answering and analysis scenarios, which needs scalable storage mode and distributed parallel query support. In this paper, we design a distributed aggregate storage model with the characteristics of balanced storage load distribution and local node aggregate storage under the big table model, and a distributed parallel query engine with distributed parallel computing query tree based on group by model. Experimental results show that the storage mode and query engine designed in this paper have good horizontal scalability.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 189.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 249.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Wang L, Li J, Shen Z (2015) Overview of RDF data storage and query technology based on NoSQL. Comput Appl Res (5):1281–1286

    Google Scholar 

  2. Renwu W, Yi Y, Xuping Y (2016) Research on the construction of Chinese business knowledge map based on deep learning and graph database. Library Inform (1):110–117

    Google Scholar 

  3. Hitzler (2012) Fundamentals of semantic web technology. Tsinghua University Press

    Google Scholar 

  4. Huan C, Lin S (2016) Spark best practice. People’s Posts and Telecommunications Press

    Google Scholar 

  5. Ren M (2021) Research on the construction of agricultural big data analysis platform. South Agric Mach (02)

    Google Scholar 

  6. Bao Xun Ge, Zhang JM, Zhang Ji, Shang Tian ting (2021) Design and implementation of power big data intelligent analysis platform. Commun Power Technol (02)

    Google Scholar 

  7. Xu H (2020). Research on network education data analysis platform based on cloud computing. Comput Prod Circ (06)

    Google Scholar 

  8. Yang X (2020) Research on the construction and application of big data analysis platform. Information and computer (theoretical Edition) (09)

    Google Scholar 

  9. Che H (2020) Design and implementation of intelligent traffic situation analysis platform based on big data. Radio Telev Netw (07)

    Google Scholar 

  10. Zhu Z (2020). Application experience of big data information analysis platform in library management and service. LAN Tai Wai (25)

    Google Scholar 

  11. Wang Shuguo, PI Zonghui, Fu Wenhao (2020) Design and implementation of university big data analysis platform. Inform Commun (09)

    Google Scholar 

  12. She X (2017). Research and development of game operation analysis platform based on big data intelligent marketing cloud. Electron Technol Softw Eng (23)

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. University of Science and Technology of China, Hefei, Anhui, 230026, P.R. China

    Yong Chen

  2. North Automatic Control Technology Institute, Taiyuan, China

    Wenjun Xue, Leiyu Wang, Yiyang Li & Xin Xing

Authors
  1. Yong Chen
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Wenjun Xue
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Leiyu Wang
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Yiyang Li
    View author publications

    You can also search for this author in PubMed Google Scholar

  5. Xin Xing
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Yong Chen .

Editor information

Editors and Affiliations

  1. School of Computer Science, University of Oklahoma, Norman, OK, USA

    Mohammed Atiquzzaman

  2. University of Aizu, Aizuwakamatsu, Japan

    Neil Yen

  3. Shanghai Polytechnic University, Shanghai, China

    Zheng Xu

Rights and permissions

Reprints and permissions

Copyright information

© 2022 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Chen, Y., Xue, W., Wang, L., Li, Y., Xing, X. (2022). Design of Big Data Management and Analysis Platform Based on Knowledge Map. In: Atiquzzaman, M., Yen, N., Xu, Z. (eds) 2021 International Conference on Big Data Analytics for Cyber-Physical System in Smart City. BDCPS 2021. Lecture Notes on Data Engineering and Communications Technologies, vol 102. Springer, Singapore. https://doi.org/10.1007/978-981-16-7466-2_67

Download citation

Publish with us

Policies and ethics

Search

Navigation