Title:
DATA INPUT/OUTPUT SATURATION DETECTION APPARATUS AND METHOD
Document Type and Number:
WIPO Patent Application WO/2019/103223
Kind Code:
A1
Abstract:
The present invention relates to a data input/output saturation detection apparatus, and particularly discloses a data input/output saturation detection apparatus which is capable of detecting whether a data input/output state of a data storage device having internal parallelism is saturated using a neural network. The data input/output saturation detection apparatus of the present invention comprises a feature information calculating unit which calculates at least one input/output feature information indicating the data input/output state of the storage device by applying a workload according to data input/output characteristics to a data storage device which determines whether data input/output is saturated; and a detecting unit which detects whether the input/output state of the data storage device is saturated using the neural network which uses the calculated feature information as input and uses whether the data input/output is saturated as output.
Inventors:
PARK SANG HYUN (KR)
KIM JAE HYUNG (KR)
PARK JIN UK (KR)
KIM JAE HYUNG (KR)
PARK JIN UK (KR)
Application Number:
PCT/KR2017/013846
Publication Date:
May 31, 2019
Filing Date:
November 29, 2017
Export Citation:
Assignee:
UNIV INDUSTRY FOUNDATION UIF YONSEI UNIV (KR)
International Classes:
G06F11/30; G06F3/06; G06N3/08
Foreign References:
| US20160188207A1 | 2016-06-30 | |||
| KR20160102690A | 2016-08-31 | |||
| US20170206015A1 | 2017-07-20 | |||
| US20100083274A1 | 2010-04-01 |
Other References:
KIM, JAEHYUNG ET AL.: "Machine Learning Based Performance Modeling of Flash SSDs", PROCEEDINGS OF THE 2017 ACM ON CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT (CIKM '17, 6 November 2017 (2017-11-06), Singapore , Singapore, XP055618566
KIM, JAEHYUNG ET AL.: "Neural Network for Saturation Prediction of Solid State Drives", 2017 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2017, 5 October 2017 (2017-10-05), pages 2069 - 2074, XP033271253
KIM, JAEHYUNG ET AL.: "Neural Network for Saturation Prediction of Solid State Drives", 2017 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2017, 5 October 2017 (2017-10-05), pages 2069 - 2074, XP033271253
Attorney, Agent or Firm:
WOOIN PATENT & LAW FIRM (KR)
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