Spark-Based Iterative Spatial Overlay Analysis Method
- DOI
- 10.2991/eia-17.2017.49How to use a DOI?
- Keywords
- Spark; overlay analysis; vector data; multi-level grid index
- Abstract
For the spatial overlay analysis of vector data on the condition of mass data and confined memory, the paper proposes spark-based iterative spatial overlay analysis algorithm. The algorithm builds multi-level grid index structure combining the first-level grid with quartering ,designs memory space data structure and implements spatial overlay analysis of mass vector data based on Spark distributed computation platform. The experimental result indicates that the algorithm, compared with spatial overlay analysis algorithm in ArcGIS and spatial database PostGIS and Spark-based quad tree index algorithm, enhances the efficiency of spatial overlay analysis obviously. Therefore, it is more suitable for spatial overlay analysis of vector data on the condition of mass data and confined memory.
- Copyright
- © 2017, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Zheng ZHAO AU - Luo CHEN AU - Ye WU AU - Ning JING PY - 2017/07 DA - 2017/07 TI - Spark-Based Iterative Spatial Overlay Analysis Method BT - Proceedings of the 2017 International Conference on Electronic Industry and Automation (EIA 2017) PB - Atlantis Press SP - 227 EP - 232 SN - 1951-6851 UR - https://doi.org/10.2991/eia-17.2017.49 DO - 10.2991/eia-17.2017.49 ID - ZHAO2017/07 ER -