Proceedings of the 2nd International Conference - Resilience by Technology and Design (RTD 2024)

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A Zone-based Data Lake Architecture for Smart Crop Farming in Vietnam: A Strategic Perspective

Authors
Toan Pham Minh1, *, Huy Ha Quang1, Tuan Nguyen Manh1
1UEH College of Technology and Design, UEH University, Ho Chi Minh City, Vietnam
*Corresponding author. Email: toanphamminh03@gmail.com
Corresponding Author
Toan Pham Minh
Available Online 26 November 2024.
DOI
10.2991/978-94-6463-583-6_4How to use a DOI?
Keywords
Big data; data lake; smart crop farming; zone
Abstract

The rapid growth of smart crop farming technologies in Vietnam has resulted in an unforeseen surge in the volume, variety, and velocity of agricultural data. This paper suggests a zone-based data lake architecture to address the issues of managing, integrating, and analyzing the huge amount of heterogeneous data collected by several sources in smart crop farming. The proposed architecture utilizes big data technologies and its development follows a nine-step data lake architecture framework (DLAF). The paper covers the integration of batch and real-time processing technologies so as to develop predictive models, real-time monitoring, and data-driven decision support systems for smart crop farming. The paper illustrates the practical application of the proposed architecture in smart crop farming via many use cases, including crop yield estimation, disease detection, resource optimization, and climate risk assessment. It also covers the key aspects of metadata management, data security and data governance to meet the standards of data quality, lineage, and compliance.

Copyright
© 2024 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 2nd International Conference - Resilience by Technology and Design (RTD 2024)
Series
Advances in Intelligent Systems Research
Publication Date
26 November 2024
ISBN
978-94-6463-583-6
ISSN
1951-6851
DOI
10.2991/978-94-6463-583-6_4How to use a DOI?
Copyright
© 2024 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Toan Pham Minh
AU  - Huy Ha Quang
AU  - Tuan Nguyen Manh
PY  - 2024
DA  - 2024/11/26
TI  - A Zone-based Data Lake Architecture for Smart Crop Farming in Vietnam: A Strategic Perspective
BT  - Proceedings of the 2nd International Conference - Resilience by Technology and Design (RTD 2024)
PB  - Atlantis Press
SP  - 29
EP  - 44
SN  - 1951-6851
UR  - https://doi.org/10.2991/978-94-6463-583-6_4
DO  - 10.2991/978-94-6463-583-6_4
ID  - Minh2024
ER  -