Multivariate time series data analysis
JAXA Supercomputer System Annual Report February 2021-January 2022
Report Number: R21EDA201N04
Subject Category: Aeronautical Technology
- Responsible Representative: Takashi Aoyama, Aeronautical Technology Directorate, Numerical Simulation Research Unit
- Contact Information: OHMICHI, Yuya(ohmichi.yuya@jaxa.jp)
- Members: Mami Hayakawa, Keita Nakamoto, Yuya Ohmichi, Kohmi Takahashi, Kento Yamada
Abstract
Knowledge extraction techniques for large datasets are important because the computers and numerical simulation techniques have been highly developed and they are producing a huge amount of data. In this study, we have been developing knowledge extraction tools which extract patterns from large data obtained by unsteady fluid simulations.
Reference URL
N/A
Reasons and benefits of using JAXA Supercomputer System
To perform large-scale data analysis utilizing the large memory capacity and massively parallel simulations.
Achievements of the Year
Steady and unsteady fluid simulations were conducted to obtain a dataset relavant to transonic buffet phenomena, and development of a machine learning model to predict the buffet onset was conducted based on the obtained dataset.
Publications
N/A
Usage of JSS
Computational Information
- Process Parallelization Methods: MPI
- Thread Parallelization Methods: N/A
- Number of Processes: 8 – 512
- Elapsed Time per Case: 20 Hour(s)
JSS3 Resources Used
Fraction of Usage in Total Resources*1(%): 0.24
Details
Please refer to System Configuration of JSS3 for the system configuration and major specifications of JSS3.
System Name | CPU Resources Used(Core x Hours) | Fraction of Usage*2(%) |
---|---|---|
TOKI-SORA | 5517377.19 | 0.27 |
TOKI-ST | 19630.13 | 0.02 |
TOKI-GP | 453.34 | 0.30 |
TOKI-XM | 1751.16 | 1.26 |
TOKI-LM | 1080.98 | 0.08 |
TOKI-TST | 0.00 | 0.00 |
TOKI-TGP | 0.00 | 0.00 |
TOKI-TLM | 0.00 | 0.00 |
File System Name | Storage Assigned(GiB) | Fraction of Usage*2(%) |
---|---|---|
/home | 601.67 | 0.60 |
/data and /data2 | 40306.00 | 0.43 |
/ssd | 698.33 | 0.18 |
Archiver Name | Storage Used(TiB) | Fraction of Usage*2(%) |
---|---|---|
J-SPACE | 6.32 | 0.04 |
*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.
ISV Software Licenses Used
ISV Software Licenses Used(Hours) | Fraction of Usage*2(%) | |
---|---|---|
ISV Software Licenses(Total) | 202.62 | 0.14 |
*2: Fraction of Usage:Percentage of usage relative to each resource used in one year.
JAXA Supercomputer System Annual Report February 2021-January 2022