DE69217746T2 - Methode und Apparat für automatisiertes Lernen und ein System, das einen solchen Apparat enthält - Google Patents

Methode und Apparat für automatisiertes Lernen und ein System, das einen solchen Apparat enthält

Info

Publication number
DE69217746T2
DE69217746T2 DE69217746T DE69217746T DE69217746T2 DE 69217746 T2 DE69217746 T2 DE 69217746T2 DE 69217746 T DE69217746 T DE 69217746T DE 69217746 T DE69217746 T DE 69217746T DE 69217746 T2 DE69217746 T2 DE 69217746T2
Authority
DE
Germany
Prior art keywords
automated learning
learning
automated
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.)
Expired - Fee Related
Application number
DE69217746T
Other languages
English (en)
Other versions
DE69217746D1 (de
Inventor
Ichiro Enbutsu
Kenzi Baba
Naoki Hara
Mikio Yoda
Shoji Watanabe
Hayao Yahagi
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Hitachi Ltd
Original Assignee
Hitachi Ltd
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 Hitachi Ltd filed Critical Hitachi Ltd
Publication of DE69217746D1 publication Critical patent/DE69217746D1/de
Application granted granted Critical
Publication of DE69217746T2 publication Critical patent/DE69217746T2/de
Anticipated expiration legal-status Critical
Expired - Fee Related legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation
    • G06N5/022Knowledge engineering; Knowledge acquisition
    • G06N5/025Extracting rules from data
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • G05B13/0285Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion using neural networks and fuzzy logic
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/043Architecture, e.g. interconnection topology based on fuzzy logic, fuzzy membership or fuzzy inference, e.g. adaptive neuro-fuzzy inference systems [ANFIS]
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y10TECHNICAL SUBJECTS COVERED BY FORMER USPC
    • Y10STECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y10S706/00Data processing: artificial intelligence
    • Y10S706/90Fuzzy logic
DE69217746T 1991-07-04 1992-06-22 Methode und Apparat für automatisiertes Lernen und ein System, das einen solchen Apparat enthält Expired - Fee Related DE69217746T2 (de)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
JP3164212A JP2605505B2 (ja) 1991-07-04 1991-07-04 プロセス運転支援ルール獲得システム、プロセス運転支援システム、プロセス運転制御システム及びプロセス運転支援ルール獲得方法

Publications (2)

Publication Number Publication Date
DE69217746D1 DE69217746D1 (de) 1997-04-10
DE69217746T2 true DE69217746T2 (de) 1997-10-23

Family

ID=15788800

Family Applications (1)

Application Number Title Priority Date Filing Date
DE69217746T Expired - Fee Related DE69217746T2 (de) 1991-07-04 1992-06-22 Methode und Apparat für automatisiertes Lernen und ein System, das einen solchen Apparat enthält

Country Status (4)

Country Link
US (1) US5465320A (de)
EP (1) EP0521643B1 (de)
JP (1) JP2605505B2 (de)
DE (1) DE69217746T2 (de)

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DE19844179B4 (de) * 1998-09-28 2004-08-19 Usf Wallace & Tiernan Gmbh Verfahren zum Einstellen der Zugabe von Desinfektionsmittel zu Wasser

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DE4304676C1 (de) * 1993-02-16 1994-06-23 Optum Umwelttech Gmbh Verfahren zum Betrieb einer Abwasserreinigungsanlage sowie zugehörige Abwasserreinigungsanlage
DE4323439A1 (de) * 1993-07-13 1995-01-19 Siemens Ag Anordnung zur Modellierung eines nichtlinearen Prozesses
US5535148A (en) * 1993-09-23 1996-07-09 Motorola Inc. Method and apparatus for approximating a sigmoidal response using digital circuitry
CA2129510C (en) * 1993-10-21 1999-04-13 Sasisekharan Raguram Automatic temporospatial pattern analysis and prediction in a telecommunications network using rule induction
JPH0877010A (ja) * 1994-09-07 1996-03-22 Hitachi Ltd データ分析方法および装置
US5761387A (en) * 1994-09-12 1998-06-02 Fuji Xerox Co., Ltd. System controller
US5729786A (en) * 1994-09-13 1998-03-17 Fuji Xerox Co., Ltd. Image forming control apparatus which retreives control rules via control cases stored in control clusters
EP0707247B1 (de) * 1994-10-11 2007-02-07 Endress + Hauser Conducta Gesellschaft für Mess- und Regeltechnik mbH + Co.KG. Analysegerät, insbesondere für Abwasser
JP3283716B2 (ja) * 1995-04-07 2002-05-20 シャープ株式会社 ヒータ制御装置
US5809490A (en) * 1996-05-03 1998-09-15 Aspen Technology Inc. Apparatus and method for selecting a working data set for model development
US5993194A (en) * 1996-06-21 1999-11-30 Lemelson; Jerome H. Automatically optimized combustion control
US5799293A (en) * 1996-11-04 1998-08-25 Ford Global Technologies, Inc. Method for optimizing the design of a product using knowledge-based engineering techniques
US6336109B2 (en) 1997-04-15 2002-01-01 Cerebrus Solutions Limited Method and apparatus for inducing rules from data classifiers
US6289329B1 (en) * 1997-11-26 2001-09-11 Ishwar K. Sethi System for converting neural network to rule-based expert system using multiple-valued logic representation of neurons in feedforward network
GB2350695B (en) * 1999-05-07 2003-08-13 Wivenhoe Technology Ltd Genetic-Fuzzy real-time controller
US6468069B2 (en) 1999-10-25 2002-10-22 Jerome H. Lemelson Automatically optimized combustion control
US6564198B1 (en) * 2000-02-16 2003-05-13 Hrl Laboratories, Llc Fuzzy expert system for interpretable rule extraction from neural networks
US20050278362A1 (en) * 2003-08-12 2005-12-15 Maren Alianna J Knowledge discovery system
GB0621734D0 (en) 2006-11-01 2006-12-13 Univ Lancaster Machine learning
WO2008120030A1 (en) * 2007-04-02 2008-10-09 Sobha Renaissance Information Latent metonymical analysis and indexing [lmai]
TWI415015B (zh) * 2010-02-05 2013-11-11 Univ Ishou Fuzzy rule making device and method
US8775341B1 (en) 2010-10-26 2014-07-08 Michael Lamport Commons Intelligent control with hierarchical stacked neural networks
US9015093B1 (en) 2010-10-26 2015-04-21 Michael Lamport Commons Intelligent control with hierarchical stacked neural networks
DE112013005151T5 (de) * 2012-10-25 2015-08-13 Siemens Aktiengesellschaft Verfahren zum Ermitteln eines Problems in Eigenschaften eines Regelwerks für eine automatisierte Überwachung eines technischen Systems und eine Vorrichtung zum Durchführen des Verfahrens
DE102013101989A1 (de) * 2013-02-28 2014-09-18 B. Braun Avitum Ag Fuzzy-Logik
JP6861653B2 (ja) * 2018-01-10 2021-04-21 三菱電機株式会社 監視制御支援装置
JP6933585B2 (ja) * 2018-01-12 2021-09-08 株式会社豊田中央研究所 情報処理装置、情報処理方法、コンピュータプログラム、制御装置
CN111325307B (zh) * 2020-02-05 2023-07-21 齐齐哈尔大学 一种物理矛盾求解的仿生设计方法
CN111474965B (zh) * 2020-04-02 2021-10-26 中国水利水电科学研究院 基于模糊神经网络的串联输水渠道水位预测与控制方法

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JPS6326726A (ja) * 1986-07-21 1988-02-04 Toshiba Corp 情報処理装置
JPS63170743A (ja) * 1987-01-09 1988-07-14 Nippon Atom Ind Group Co Ltd エキスパ−トシステムにおける知識獲得方法
WO1989011684A1 (en) * 1988-05-20 1989-11-30 Matsushita Electric Industrial Co., Ltd. Inference rule determination method and inference apparatus
JPH02113338A (ja) * 1988-10-24 1990-04-25 Nippon Telegr & Teleph Corp <Ntt> 知識ベースシステムの知識獲得制御方式
JPH02231670A (ja) * 1989-03-03 1990-09-13 Sharp Corp ニューラル・ネットワークの学習装置
JP2533942B2 (ja) * 1989-03-13 1996-09-11 株式会社日立製作所 知識抽出方法およびプロセス運転支援システム
JPH02292602A (ja) * 1989-05-02 1990-12-04 Nkk Corp 人工神経回路網型ファジィ制御装置
JPH0395603A (ja) * 1989-09-08 1991-04-22 Hitachi Ltd 多元判断によるプロセスの運転支援方法
JPH03102425A (ja) * 1989-09-14 1991-04-26 Meidensha Corp ファジイ推論装置
US5046019A (en) * 1989-10-13 1991-09-03 Chip Supply, Inc. Fuzzy data comparator with neural network postprocessor
US5875284A (en) * 1990-03-12 1999-02-23 Fujitsu Limited Neuro-fuzzy-integrated data processing system

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE19844179B4 (de) * 1998-09-28 2004-08-19 Usf Wallace & Tiernan Gmbh Verfahren zum Einstellen der Zugabe von Desinfektionsmittel zu Wasser

Also Published As

Publication number Publication date
DE69217746D1 (de) 1997-04-10
EP0521643A1 (de) 1993-01-07
US5465320A (en) 1995-11-07
JPH0512019A (ja) 1993-01-22
EP0521643B1 (de) 1997-03-05
JP2605505B2 (ja) 1997-04-30

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Legal Events

Date Code Title Description
8364 No opposition during term of opposition
8339 Ceased/non-payment of the annual fee