[go: up one dir, main page]
More Web Proxy on the site http://driver.im/

TWI800767B - 具有生成對抗網路架構之異常偵測裝置和異常偵測方法 - Google Patents

具有生成對抗網路架構之異常偵測裝置和異常偵測方法 Download PDF

Info

Publication number
TWI800767B
TWI800767B TW109139875A TW109139875A TWI800767B TW I800767 B TWI800767 B TW I800767B TW 109139875 A TW109139875 A TW 109139875A TW 109139875 A TW109139875 A TW 109139875A TW I800767 B TWI800767 B TW I800767B
Authority
TW
Taiwan
Prior art keywords
anomaly detection
method based
generative adversarial
adversarial networks
detection method
Prior art date
Application number
TW109139875A
Other languages
English (en)
Other versions
TW202221504A (zh
Inventor
趙怡翔
謝志宏
石明于
Original Assignee
財團法人工業技術研究院
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by 財團法人工業技術研究院 filed Critical 財團法人工業技術研究院
Priority to TW109139875A priority Critical patent/TWI800767B/zh
Priority to CN202011421442.5A priority patent/CN114510957A/zh
Priority to US17/137,221 priority patent/US20220156580A1/en
Publication of TW202221504A publication Critical patent/TW202221504A/zh
Application granted granted Critical
Publication of TWI800767B publication Critical patent/TWI800767B/zh

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/12—Classification; Matching
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/024—Quantitative history assessment, e.g. mathematical relationships between available data; Functions therefor; Principal component analysis [PCA]; Partial least square [PLS]; Statistical classifiers, e.g. Bayesian networks, linear regression or correlation analysis; Neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G06F16/23—Updating
    • G06F16/2365—Ensuring data consistency and integrity
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/18—Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/047—Probabilistic or stochastic networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Databases & Information Systems (AREA)
  • Probability & Statistics with Applications (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Computational Mathematics (AREA)
  • Computer Security & Cryptography (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Signal Processing (AREA)
  • Operations Research (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Algebra (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Automation & Control Theory (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Image Processing (AREA)
TW109139875A 2020-11-16 2020-11-16 具有生成對抗網路架構之異常偵測裝置和異常偵測方法 TWI800767B (zh)

Priority Applications (3)

Application Number Priority Date Filing Date Title
TW109139875A TWI800767B (zh) 2020-11-16 2020-11-16 具有生成對抗網路架構之異常偵測裝置和異常偵測方法
CN202011421442.5A CN114510957A (zh) 2020-11-16 2020-12-08 具有生成对抗网络架构的异常检测装置和异常检测方法
US17/137,221 US20220156580A1 (en) 2020-11-16 2020-12-29 Anomaly detection device and anomaly detection method based on generative adversarial network architecture

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
TW109139875A TWI800767B (zh) 2020-11-16 2020-11-16 具有生成對抗網路架構之異常偵測裝置和異常偵測方法

Publications (2)

Publication Number Publication Date
TW202221504A TW202221504A (zh) 2022-06-01
TWI800767B true TWI800767B (zh) 2023-05-01

Family

ID=81547150

Family Applications (1)

Application Number Title Priority Date Filing Date
TW109139875A TWI800767B (zh) 2020-11-16 2020-11-16 具有生成對抗網路架構之異常偵測裝置和異常偵測方法

Country Status (3)

Country Link
US (1) US20220156580A1 (zh)
CN (1) CN114510957A (zh)
TW (1) TWI800767B (zh)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11483330B1 (en) * 2021-09-18 2022-10-25 University Of Tabuk Systems and methods for detecting cyberattacks targeting internet of things environments
CN115081555B (zh) * 2022-08-16 2023-12-08 南京航空航天大学 基于生成对抗和双向循环神经网络的异常检测方法及装置
EP4372506A1 (en) * 2022-11-16 2024-05-22 Siemens Aktiengesellschaft System and method of detecting at least one anomaly in an industrial process
CN117574114B (zh) * 2024-01-15 2024-04-19 安徽农业大学 一种旋转机械运行数据远程重建与跳变扰动检测方法

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20180336471A1 (en) * 2017-05-19 2018-11-22 Mehdi Rezagholizadeh Semi-supervised regression with generative adversarial networks
CN110097103A (zh) * 2019-04-22 2019-08-06 西安电子科技大学 基于生成对抗网络的半监督图像分类方法
TW202001681A (zh) * 2018-06-08 2020-01-01 財團法人工業技術研究院 工業影像檢測方法、系統與電腦可讀取記錄媒體
TW202024612A (zh) * 2018-09-21 2020-07-01 美商科磊股份有限公司 透過生成對抗網路之超解析度缺陷視察影像生成
TW202028849A (zh) * 2018-10-17 2020-08-01 荷蘭商Ａｓｍｌ荷蘭公司 產生特徵圖案與訓練機器學習模型之方法

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11080918B2 (en) * 2016-05-25 2021-08-03 Metail Limited Method and system for predicting garment attributes using deep learning
US10365876B2 (en) * 2017-04-19 2019-07-30 International Business Machines Corporation Automatic real-time configuration of a multi-head display system
US10592779B2 (en) * 2017-12-21 2020-03-17 International Business Machines Corporation Generative adversarial network medical image generation for training of a classifier
DE102019209565A1 (de) * 2019-06-28 2020-12-31 Robert Bosch Gmbh Verfahren und Vorrichtung zum Überprüfen der Robustheit eines künstlichen neuronalen Netzes
EP3792830A1 (en) * 2019-09-10 2021-03-17 Robert Bosch GmbH Training a class-conditional generative adverserial network
JP7434829B2 (ja) * 2019-11-21 2024-02-21 オムロン株式会社 モデル生成装置、推定装置、モデル生成方法、及びモデル生成プログラム
US11769056B2 (en) * 2019-12-30 2023-09-26 Affectiva, Inc. Synthetic data for neural network training using vectors
EP4094187A4 (en) * 2020-01-23 2023-09-06 Telefonaktiebolaget Lm Ericsson (Publ) IMAGE CLASSIFICATION METHOD AND APPARATUS
US11961219B2 (en) * 2020-02-27 2024-04-16 KLA Corp. Generative adversarial networks (GANs) for simulating specimen images
US11927967B2 (en) * 2020-08-31 2024-03-12 Woven By Toyota, U.S., Inc. Using machine learning models for generating human-like trajectories
US20220121932A1 (en) * 2020-10-16 2022-04-21 Adobe Inc. Supervised learning techniques for encoder training
US11403496B2 (en) * 2020-11-04 2022-08-02 Silicon Laboratories Inc. Detecting anomalous events in a discriminator of an embedded device

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20180336471A1 (en) * 2017-05-19 2018-11-22 Mehdi Rezagholizadeh Semi-supervised regression with generative adversarial networks
TW202001681A (zh) * 2018-06-08 2020-01-01 財團法人工業技術研究院 工業影像檢測方法、系統與電腦可讀取記錄媒體
TW202024612A (zh) * 2018-09-21 2020-07-01 美商科磊股份有限公司 透過生成對抗網路之超解析度缺陷視察影像生成
TW202028849A (zh) * 2018-10-17 2020-08-01 荷蘭商Ａｓｍｌ荷蘭公司 產生特徵圖案與訓練機器學習模型之方法
CN110097103A (zh) * 2019-04-22 2019-08-06 西安电子科技大学 基于生成对抗网络的半监督图像分类方法

Also Published As

Publication number Publication date
TW202221504A (zh) 2022-06-01
US20220156580A1 (en) 2022-05-19
CN114510957A (zh) 2022-05-17

Similar Documents

Publication Publication Date Title
TWI800767B (zh) 具有生成對抗網路架構之異常偵測裝置和異常偵測方法
EP4080914A4 (en) CONFIGURATION ACTIVATION METHOD AND DEVICE
EP3979416A4 (en) METHOD AND DEVICE FOR DETECTING ANOMALIES
EP4156645A4 (en) MESSAGE FORWARDING METHOD AND DEVICE AND ELECTRONIC DEVICE
EP4060958A4 (en) ATTACK BEHAVIOR DETECTION METHOD AND APPARATUS, AND ATTACK DETECTION DEVICE
EP4117249A4 (en) MEASUREMENT METHOD AND DEVICE AND DEVICES
EP4024807A4 (en) METHOD OF SENDING MESSAGE AND DEVICE
EP4171101A4 (en) ROUTING CONFIGURATION METHOD AND APPARATUS
EP4152782A4 (en) MESSAGE PUSHING METHOD AND APPARATUS
EP4102401A4 (en) METHOD AND DEVICE FOR DETECTING TRAFFIC ANOMALIES, DEVICE, STORAGE MEDIUM AND PROGRAM PRODUCT
EP4270897A4 (en) MESSAGE PROCESSING METHOD AND ASSOCIATED APPARATUS
EP3930260A4 (en) NETWORK DETECTION METHOD AND ASSOCIATED APPARATUS
EP4235402A4 (en) PARAMETER CONFIGURATION METHOD, DEVICE AND SYSTEM
EP4283555A4 (en) APPARATUS AND METHOD FOR PROVIDING MENUS
EP4206857A4 (en) MULTI-DIRECTIONAL EXTENSION APPARATUS AND METHOD
EP4156852A4 (en) METHOD, APPARATUS AND APPARATUS FOR CAPACITY NOTIFICATION AND PROCESSING AND MEDIUM
EP4071616A4 (en) METHOD FOR GENERATING A TOPOLOGY DIAGRAM, ANOMALY DETECTION METHOD, APPARATUS, APPARATUS AND STORAGE MEDIUM
EP4060055A4 (en) PRODUCTION EQUIPMENT MONITORING METHOD, PRODUCTION EQUIPMENT MONITORING APPARATUS AND PRODUCTION EQUIPMENT OPERATING METHOD
EP4109939A4 (en) MESSAGE TRANSFER METHOD AND APPARATUS
EP4246953A4 (en) CONFIGURATION METHOD AND APPARATUS
EP4142323A4 (en) METHOD AND DEVICE FOR REPORTING THE CAPACITY OF A USER DEVICE
EP4276667A4 (en) ENCRYPTION METHOD AND APPARATUS, ELECTRONIC DEVICE AND MEDIUM
EP4120768A4 (en) DETECTION METHOD AND DEVICE
EP4120632A4 (en) ROUTER CONFIGURATION METHOD AND ROUTER CONFIGURATION DEVICE
EP4184907A4 (en) ZOOM METHOD AND APPARATUS