Study on multi-dimensional time series data analysis
JAXA Supercomputer System Annual Report April 2020-March 2021
Report Number: R20EDA201N04
Subject Category: Aeronautical Technology
- Responsible Representative: Takashi Aoyama, Aeronautical Technology Directorate, Numerical Simulation Research Unit
- Contact Information: Aeronautical Technology Directorate, Numerical Simulation Research Unit(ohmichi.yuya@jaxa.jp)
- Members: Yuya Ohmichi, Keita Nakamoto, Mami Hayakawa, Kento Yamada, Katsuhito Kozawa, Kohmi Takahashi, Kazuyuki Itoh
Abstract
Knowledge extraction techniques for large datasets are important because the computers and numerical simulation techniques have been highly developed and they produced huge datasets. In this study, we have been developing knowledge extraction tools which extract patterns from large data sets obtained by unsteady fluid simulations.
Reference URL
N/A
Reasons and benefits of using JAXA Supercomputer System
To perform feature extraction analysis utilizing the large scale memory of LM node, and massively parallel analysis using MA nodes.
Achievements of the Year
We analyzed fluid structures in the low-speed flow around a commercial plane was carried out. In addition, steady and unsteady fluid simulations for predicting high-speed buffet phenomena were also conducted, and a buffet prediction model was investigated based on the obtained data.
Publications
N/A
Usage of JSS
Computational Information
- Process Parallelization Methods: MPI
- Thread Parallelization Methods: OpenMP
- Number of Processes: 1 - 480
- Elapsed Time per Case: 12 Hour(s)
Resources Used(JSS2)
Fraction of Usage in Total Resources*1(%): 0.06
Details
Please refer to System Configuration of JSS2 for the system configuration and major specifications of JSS2.
| System Name | Amount of Core Time(core x hours) | Fraction of Usage*2(%) |
|---|---|---|
| SORA-MA | 196,825.23 | 0.04 |
| SORA-PP | 14,720.54 | 0.12 |
| SORA-LM | 43.23 | 0.03 |
| SORA-TPP | 0.00 | 0.00 |
| File System Name | Storage Assigned(GiB) | Fraction of Usage*2(%) |
|---|---|---|
| /home | 475.25 | 0.44 |
| /data | 19,265.50 | 0.37 |
| /ltmp | 6,412.76 | 0.55 |
| Archiver Name | Storage Used(TiB) | Fraction of Usage*2(%) |
|---|---|---|
| J-SPACE | 5.66 | 0.19 |
*1: Fraction of Usage in Total Resources: Weighted average of three resource types (Computing, File System, and Archiver).
*2: Fraction of Usage：Percentage of usage relative to each resource used in one year.
Resources Used(JSS3)
Fraction of Usage in Total Resources*1(%): 0.18
Details
Please refer to System Configuration of JSS3 for the system configuration and major specifications of JSS3.
| System Name | Amount of Core Time(core x hours) | Fraction of Usage*2(%) |
|---|---|---|
| TOKI-SORA | 720,230.49 | 0.15 |
| TOKI-RURI | 14,494.94 | 0.08 |
| TOKI-TRURI | 0.00 | 0.00 |
| File System Name | Storage Assigned(GiB) | Fraction of Usage*2(%) |
|---|---|---|
| /home | 576.97 | 0.40 |
| /data | 26,482.91 | 0.44 |
| /ssd | 697.77 | 0.36 |
| Archiver Name | Storage Used(TiB) | Fraction of Usage*2(%) |
|---|---|---|
| J-SPACE | 5.66 | 0.19 |
*1: Fraction of Usage in Total Resources: Weighted average of three resource types (Computing, File System, and Archiver).
*2: Fraction of Usage：Percentage of usage relative to each resource used in one year.
JAXA Supercomputer System Annual Report April 2020-March 2021