Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB
Summary: Analyzes how scale, deltas, repetition, and monotonicity affect time-series encoding within Apache IoTDB’s storage constraints. Introduces a feature-controlled benchmark plus industrial datasets, yielding comparative quantitative guidance for encoder selection. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jinzhao Xiao (Beijing Institute of Technology; Tsinghua University)
- 2. Yuxiang Huang (Beijing Institute of Technology; Tsinghua University)
- 3. Changyu Hu (Beijing Institute of Technology; Tsinghua University)
- 4. Shaoxu Song (Beijing Institute of Technology; Tsinghua University)
- 5. Xiangdong Huang (Beijing Institute of Technology; Tsinghua University)
- 6. Jianmin Wang (Beijing Institute of Technology; Tsinghua University)
BibTeX Citation
@article{xiao_vldb22,
title = {{Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB}},
author = {Xiao, Jinzhao and Huang, Yuxiang and Hu, Changyu and Song, Shaoxu and Huang, Xiangdong and Wang, Jianmin},
journal = {PVLDB},
series = {{VLDB} '22},
volume = {15},
number = {10},
pages = {2148--2160},
doi = {10.14778/3547305.3547319},
url = {https://doi.org/10.14778/3547305.3547319},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 13 of 13 citing papers.
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 148 | Gorilla: A Fast, Scalable, In-Memory Time Series Database | 2015 | VLDB | 0.00029001141 |
| 1,638 | Apache IoTDB: Time-series Database for Internet of Things | 2020 | VLDB | 0.00010009319 |
| 4,276 | Combining Databases and Signal Processing in Plato | 2015 | CIDR | 6.688668e-05 |
| 7,033 | The Next Generation Operational Data Historian for IoT Based on Informix | 2014 | SIGMOD | 5.6147004e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 11,117 | In-Database Time Series Clustering | 2025 | SIGMOD |
| 2 | 7,537 | Time Series Representation for Visualization in Apache IoTDB | 2024 | SIGMOD |
| 3 | 9,323 | Apache TsFile: An IoT-native Time Series File Format | 2024 | VLDB |
| 4 | 11,592 | On Reducing Space Amplification with Multi-Column Compaction in Apache IoTDB | 2024 | VLDB |
| 5 | 11,254 | Migration-Free Elastic Storage of Time Series in Apache IoTDB | 2025 | VLDB |
| 6 | 1,638 | Apache IoTDB: Time-series Database for Internet of Things | 2020 | VLDB |
| 7 | 11,702 | Grouping Time Series for Efficient Columnar Storage | 2023 | SIGMOD |
| 8 | 11,323 | Improving Time Series Data Compression in Apache IoTDB | 2025 | VLDB |
| 9 | 7,176 | Frequency Domain Data Encoding in Apache IoTDB | 2023 | VLDB |
| 10 | 3,623 | Apache IoTDB: A Time Series Database for IoT Applications | 2023 | SIGMOD |