JP7346176B2 - データ系列の異常検出におけるビン分割された四分位数間範囲の分析のためのシステム及び方法 - Google Patents
データ系列の異常検出におけるビン分割された四分位数間範囲の分析のためのシステム及び方法 Download PDFInfo
- Publication number
- JP7346176B2 JP7346176B2 JP2019160779A JP2019160779A JP7346176B2 JP 7346176 B2 JP7346176 B2 JP 7346176B2 JP 2019160779 A JP2019160779 A JP 2019160779A JP 2019160779 A JP2019160779 A JP 2019160779A JP 7346176 B2 JP7346176 B2 JP 7346176B2
- Authority
- JP
- Japan
- Prior art keywords
- data
- test data
- sensor
- quartile
- variables
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
- G06F16/35—Clustering; Classification
- G06F16/353—Clustering; Classification into predefined classes
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
- G06F11/0703—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation
- G06F11/0751—Error or fault detection not based on redundancy
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
- G06F11/0703—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation
- G06F11/079—Root cause analysis, i.e. error or fault diagnosis
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
- G06F11/0703—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation
- G06F11/0793—Remedial or corrective actions
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2465—Query processing support for facilitating data mining operations in structured databases
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/243—Classification techniques relating to the number of classes
- G06F18/2433—Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Databases & Information Systems (AREA)
- Quality & Reliability (AREA)
- Software Systems (AREA)
- Mathematical Physics (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- Health & Medical Sciences (AREA)
- Biomedical Technology (AREA)
- Probability & Statistics with Applications (AREA)
- Fuzzy Systems (AREA)
- Computational Linguistics (AREA)
- Computing Systems (AREA)
- Medical Informatics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Debugging And Monitoring (AREA)
- Complex Calculations (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US16/143,223 | 2018-09-26 | ||
| US16/143,223 US11157346B2 (en) | 2018-09-26 | 2018-09-26 | System and method for binned inter-quartile range analysis in anomaly detection of a data series |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2020053036A JP2020053036A (ja) | 2020-04-02 |
| JP2020053036A5 JP2020053036A5 (enExample) | 2022-09-12 |
| JP7346176B2 true JP7346176B2 (ja) | 2023-09-19 |
Family
ID=68165425
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2019160779A Active JP7346176B2 (ja) | 2018-09-26 | 2019-09-04 | データ系列の異常検出におけるビン分割された四分位数間範囲の分析のためのシステム及び方法 |
Country Status (3)
| Country | Link |
|---|---|
| US (1) | US11157346B2 (enExample) |
| EP (1) | EP3629197A1 (enExample) |
| JP (1) | JP7346176B2 (enExample) |
Families Citing this family (15)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111881617B (zh) * | 2020-07-02 | 2024-03-26 | 上海电气风电集团股份有限公司 | 数据处理方法、风力发电机组的性能评估方法及系统 |
| US12012094B2 (en) * | 2020-12-07 | 2024-06-18 | Ford Global Technologies, Llc | Detecting vehicle presence at a site |
| CN112883056B (zh) * | 2021-03-11 | 2023-08-11 | 杭州广立微电子股份有限公司 | 一种半导体测试数据处理方法及装置 |
| CN114037010A (zh) * | 2021-11-08 | 2022-02-11 | 广东电网有限责任公司 | 一种电量数据异常的识别方法及装置 |
| CN114138915A (zh) * | 2021-12-10 | 2022-03-04 | 无锡融合大数据创新中心有限公司 | 一种基于滑窗的汽轮机运行工况划分的方法 |
| US12120136B1 (en) * | 2022-01-18 | 2024-10-15 | Rapid7, Inc. | Anomalous data transfer detection |
| CN114841096A (zh) * | 2022-03-24 | 2022-08-02 | 上海哥瑞利软件股份有限公司 | 一种基于箱线图的半导体良率最优路径的分析方法 |
| US12399481B2 (en) * | 2022-04-26 | 2025-08-26 | Hitachi, Ltd. | Versatile anomaly detection system for industrial systems |
| CN115188186B (zh) * | 2022-06-28 | 2024-02-20 | 公安部交通管理科学研究所 | 一种区域内交通流量监测方法 |
| CN114820225B (zh) * | 2022-06-28 | 2022-09-13 | 成都秦川物联网科技股份有限公司 | 基于关键词识别和处理制造问题的工业物联网及控制方法 |
| CN115098740B (zh) * | 2022-07-25 | 2022-11-04 | 广州市海捷计算机科技有限公司 | 一种基于多源异构数据源的数据质量检测方法及装置 |
| US12271256B2 (en) * | 2022-10-28 | 2025-04-08 | Falkonry Inc. | Anomaly diagnosis for time series data |
| CN115858894B (zh) * | 2023-02-14 | 2023-05-16 | 温州众成科技有限公司 | 一种可视化的大数据分析方法 |
| CN116070150B (zh) * | 2023-03-06 | 2023-06-09 | 济南市计量检定测试院 | 基于呼吸机运行参数的异常监测方法 |
| US12190219B1 (en) * | 2023-09-08 | 2025-01-07 | Sas Institute Inc. | Systems and methods for outlier detection and feature transformation in machine learning model training |
Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20130080375A1 (en) | 2011-09-23 | 2013-03-28 | Krishnamurthy Viswanathan | Anomaly detection in data centers |
| US20150341246A1 (en) | 2013-12-27 | 2015-11-26 | Metafor Software Inc. | System and method for anomaly detection in information technology operations |
Family Cites Families (31)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| DE19811574A1 (de) * | 1998-03-17 | 1999-09-23 | Siemens Ag | Verfahren und Vorrichtung zum Überwachen der Funktionsfähigkeit eines Katalysators einer Brennkraftmaschine |
| US8417477B2 (en) * | 2001-05-24 | 2013-04-09 | Test Acuity Solutions, Inc. | Methods and apparatus for local outlier detection |
| US20030191723A1 (en) * | 2002-03-28 | 2003-10-09 | Foretich James Christopher | System and method for valuing real property |
| WO2007098426A2 (en) * | 2006-02-17 | 2007-08-30 | Test Advantage, Inc. | Methods and apparatus for data analysis |
| US7966150B2 (en) * | 2005-11-17 | 2011-06-21 | Florida Power & Light Company | Data analysis applications |
| US20070257017A1 (en) * | 2006-05-04 | 2007-11-08 | Deangelis Alfred R | Calibrated thermal sensing system |
| US8489360B2 (en) * | 2006-09-29 | 2013-07-16 | Fisher-Rosemount Systems, Inc. | Multivariate monitoring and diagnostics of process variable data |
| US7919973B2 (en) * | 2007-06-22 | 2011-04-05 | Microchip Technology Incorporated | Method and apparatus for monitoring via's in a semiconductor fab |
| JP5609176B2 (ja) * | 2010-03-12 | 2014-10-22 | 富士通株式会社 | コンフィグレーション方法及びコンフィグレーション制御回路 |
| EP2543840B1 (en) * | 2011-07-06 | 2015-01-28 | Ford Global Technologies, LLC | Method for estimating the actual efficiency of catalysts placed in an exhaust path of a combustion engine during the operation time |
| US8914317B2 (en) * | 2012-06-28 | 2014-12-16 | International Business Machines Corporation | Detecting anomalies in real-time in multiple time series data with automated thresholding |
| MY172616A (en) * | 2013-03-13 | 2019-12-06 | Telekom Malaysia Berhad | A system for analysing network traffic and a method thereof |
| US20180268264A1 (en) * | 2015-01-28 | 2018-09-20 | Hewlett Packard Enterprise Development Lp | Detecting anomalous sensor data |
| JP6313730B2 (ja) * | 2015-04-10 | 2018-04-18 | タタ コンサルタンシー サービシズ リミテッドTATA Consultancy Services Limited | 異常検出システムおよび方法 |
| US9747152B2 (en) * | 2015-04-27 | 2017-08-29 | Splunk Inc. | Tracking incomplete transactions in correlation with application errors |
| EP3096253A1 (en) * | 2015-05-19 | 2016-11-23 | Universidad de Vigo | System, computer-implemented method and computer program product for individualized multiple-disease quantitative risk assessment |
| US10042697B2 (en) * | 2015-05-28 | 2018-08-07 | Oracle International Corporation | Automatic anomaly detection and resolution system |
| US9913583B2 (en) * | 2015-07-01 | 2018-03-13 | Rememdia LC | Health monitoring system using outwardly manifested micro-physiological markers |
| EP3156941A1 (en) * | 2015-10-12 | 2017-04-19 | Siemens Aktiengesellschaft | System, method and a computer program product for analyzing data |
| US10472206B2 (en) * | 2015-12-04 | 2019-11-12 | Otis Elevator Company | Sensor failure detection and fusion system for a multi-car ropeless elevator system |
| US10387445B2 (en) * | 2016-01-06 | 2019-08-20 | International Business Machines Corporation | Hybrid method for anomaly classification |
| US9753935B1 (en) * | 2016-08-02 | 2017-09-05 | Palantir Technologies Inc. | Time-series data storage and processing database system |
| US11165856B2 (en) * | 2017-04-25 | 2021-11-02 | Citrix Systems, Inc. | Detecting uneven load balancing through multi-level outlier detection |
| US10216695B1 (en) * | 2017-09-21 | 2019-02-26 | Palantir Technologies Inc. | Database system for time series data storage, processing, and analysis |
| US20190102361A1 (en) * | 2017-09-29 | 2019-04-04 | Linkedin Corporation | Automatically detecting and managing anomalies in statistical models |
| WO2019079771A1 (en) * | 2017-10-20 | 2019-04-25 | Appliedea, Inc. | DIAGNOSTICS, PROGNOSTICS AND STATE MANAGEMENT FOR VEHICLES USING KINEMATIC CLUSTERS, BEHAVIORAL SENSOR DATA AND MAINTENANCE IMPACT DATA |
| US10496460B2 (en) * | 2017-11-15 | 2019-12-03 | Bank Of America Corporation | System for technology anomaly detection, triage and response using solution data modeling |
| US10929258B1 (en) * | 2017-12-21 | 2021-02-23 | Innovative Defense Technologies, LLC | Method and system for model-based event-driven anomalous behavior detection |
| CN111937078A (zh) * | 2018-03-30 | 2020-11-13 | 株式会社日立制作所 | 身体功能自主辅助装置及其方法 |
| US10832196B2 (en) * | 2018-08-31 | 2020-11-10 | Kinaxis Inc. | Analysis and correction of supply chain design through machine learning |
| US11061915B2 (en) * | 2018-10-25 | 2021-07-13 | Palo Alto Research Center Incorporated | System and method for anomaly characterization based on joint historical and time-series analysis |
-
2018
- 2018-09-26 US US16/143,223 patent/US11157346B2/en active Active
-
2019
- 2019-09-04 JP JP2019160779A patent/JP7346176B2/ja active Active
- 2019-09-24 EP EP19199413.6A patent/EP3629197A1/en not_active Ceased
Patent Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20130080375A1 (en) | 2011-09-23 | 2013-03-28 | Krishnamurthy Viswanathan | Anomaly detection in data centers |
| US20150341246A1 (en) | 2013-12-27 | 2015-11-26 | Metafor Software Inc. | System and method for anomaly detection in information technology operations |
Also Published As
| Publication number | Publication date |
|---|---|
| US20200097351A1 (en) | 2020-03-26 |
| US11157346B2 (en) | 2021-10-26 |
| EP3629197A1 (en) | 2020-04-01 |
| JP2020053036A (ja) | 2020-04-02 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP7346176B2 (ja) | データ系列の異常検出におけるビン分割された四分位数間範囲の分析のためのシステム及び方法 | |
| JP7285187B2 (ja) | 履歴及び時系列の共同分析に基づく異常の特性評価のためのシステム及び方法 | |
| US10592308B2 (en) | Aggregation based event identification | |
| JP5831558B2 (ja) | 運用管理装置、運用管理方法、及びプログラム | |
| JP2020053036A5 (enExample) | ||
| Kaminskyi et al. | Recovery Gaps in Experimental Data. | |
| KR101733708B1 (ko) | 시스템으로부터 획득되는 측정 값들을 평가하기 위한 방법 및 시스템 | |
| JPWO2013042789A1 (ja) | 運用管理装置、運用管理方法、及びプログラム | |
| CN110471945B (zh) | 活跃数据的处理方法、系统、计算机设备和存储介质 | |
| CN110209551B (zh) | 一种异常设备的识别方法、装置、电子设备及存储介质 | |
| US12184518B2 (en) | Methods and systems for inferred information propagation for aircraft prognostics | |
| CN108804914A (zh) | 一种异常数据检测的方法及装置 | |
| US11036561B2 (en) | Detecting device utilization imbalances | |
| EP4377804A1 (en) | Method and system for evaluating peer groups for comparative anomaly | |
| KR20180073302A (ko) | 다변량 시계열 모니터링 시스템에서의 알람정보 분석 시스템 및 방법 | |
| JP2015207818A (ja) | 異常検知装置及び異常検知システム | |
| CN120917480A (zh) | 信息处理方法、信息处理系统以及信息处理程序 | |
| US9054995B2 (en) | Method of detecting measurements in service level agreement based systems | |
| CN111240881A (zh) | 基于贝叶斯网络的Web服务组合异常诊断方法 | |
| US12335127B2 (en) | Data analytics on measurement data | |
| CN111985651A (zh) | 业务系统运维方法和装置 | |
| CN117496419B (zh) | 基于智慧建筑的数据处理方法及系统 | |
| CN112882854A (zh) | 一种请求异常的处理方法及装置 | |
| JP6875702B2 (ja) | ネットワーク評価方法、ネットワーク評価装置及びプログラム | |
| Kalinina et al. | System of modeling and forecasting real estate prices based on machine learning methods |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| RD03 | Notification of appointment of power of attorney |
Free format text: JAPANESE INTERMEDIATE CODE: A7423 Effective date: 20190912 |
|
| RD04 | Notification of resignation of power of attorney |
Free format text: JAPANESE INTERMEDIATE CODE: A7424 Effective date: 20190913 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20220902 |
|
| A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20220902 |
|
| A871 | Explanation of circumstances concerning accelerated examination |
Free format text: JAPANESE INTERMEDIATE CODE: A871 Effective date: 20220902 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20221031 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20230130 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20230420 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20230719 |
|
| TRDD | Decision of grant or rejection written | ||
| A01 | Written decision to grant a patent or to grant a registration (utility model) |
Free format text: JAPANESE INTERMEDIATE CODE: A01 Effective date: 20230807 |
|
| A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20230906 |
|
| R150 | Certificate of patent or registration of utility model |
Ref document number: 7346176 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R150 |