WO2001086359A3 - Fuzzy-steuerung mit reinforcement-lernverfahren - Google Patents

Fuzzy-steuerung mit reinforcement-lernverfahren Download PDF

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Publication number
WO2001086359A3
WO2001086359A3 PCT/DE2001/001653 DE0101653W WO0186359A3 WO 2001086359 A3 WO2001086359 A3 WO 2001086359A3 DE 0101653 W DE0101653 W DE 0101653W WO 0186359 A3 WO0186359 A3 WO 0186359A3
Authority
WO
WIPO (PCT)
Prior art keywords
reinforcement learning
learning method
fuzzy control
control strategy
fuzzy
Prior art date
Application number
PCT/DE2001/001653
Other languages
English (en)
French (fr)
Other versions
WO2001086359A2 (de
Inventor
Martin Appl
Original Assignee
Siemens Ag
Martin Appl
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 Siemens Ag, Martin Appl filed Critical Siemens Ag
Publication of WO2001086359A2 publication Critical patent/WO2001086359A2/de
Publication of WO2001086359A3 publication Critical patent/WO2001086359A3/de

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Classifications

    • G—PHYSICS
    • G08—SIGNALLING
    • G08G—TRAFFIC CONTROL SYSTEMS
    • G08G1/00—Traffic control systems for road vehicles
    • G08G1/07—Controlling traffic signals
    • G08G1/081—Plural intersections under common control
    • 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
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265—Adaptive 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
    • G05B13/0275—Adaptive 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 fuzzy logic only

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  • Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • Fuzzy Systems (AREA)
  • Automation & Control Theory (AREA)
  • Feedback Control In General (AREA)
  • Traffic Control Systems (AREA)
  • Control Of Eletrric Generators (AREA)

Abstract

Zum Ermitteln einer Steuerungsstrategie eines technischen Systems werden die Systembeschreibung mittels Fuzzy-Partitionen und entsprechend mit Fuzzy-Zugehörigkeitsfunktionen diskretisiert und in dem diskretisierten Modell wird unter Verwenden von Reinforcement-Lernens die Steuerungsstrategie zum Steuern des technischen Systems ermittelt.
PCT/DE2001/001653 2000-05-05 2001-05-02 Fuzzy-steuerung mit reinforcement-lernverfahren WO2001086359A2 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
DE10021929.2 2000-05-05
DE2000121929 DE10021929A1 (de) 2000-05-05 2000-05-05 Verfahren und Fuzzy-Steuervorrichtung zum rechnergestützten Ermitteln einer Steuerungsstrategie für ein technisches System, Computerlesbares Speichermedium und Computerprogramm-Element

Publications (2)

Publication Number Publication Date
WO2001086359A2 WO2001086359A2 (de) 2001-11-15
WO2001086359A3 true WO2001086359A3 (de) 2002-06-06

Family

ID=7640906

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/DE2001/001653 WO2001086359A2 (de) 2000-05-05 2001-05-02 Fuzzy-steuerung mit reinforcement-lernverfahren

Country Status (2)

Country Link
DE (1) DE10021929A1 (de)
WO (1) WO2001086359A2 (de)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109975800A (zh) * 2019-04-01 2019-07-05 中国电子科技集团公司信息科学研究院 组网雷达资源管控方法及装置、计算机可读存储介质

Families Citing this family (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AT500832B1 (de) * 2004-10-13 2007-06-15 Rudolf Dr Stricker Verfahren und einrichtung zur regelung von verkehrsströmen
DE102007017259B4 (de) * 2007-04-12 2009-04-09 Siemens Ag Verfahren zur rechnergestützten Steuerung und/oder Regelung eines technischen Systems
GB0916204D0 (en) 2009-09-16 2009-10-28 Road Safety Man Ltd Traffic signal control system and method
EP2386987B1 (de) * 2010-04-20 2013-09-11 Alcatel Lucent Verfahren zum bestärkenden Lernen, entsprechendes Computerprogrammprodukt und Datenspeichervorrichtung dafür
AT510248B1 (de) * 2010-07-29 2023-01-15 Dr Kuhn Andreas Verfahren zur verkehrsregelung eines strassenzuges
DE102011075337A1 (de) * 2011-05-05 2012-11-08 Siemens Ag Verfahren und Vorrichtung zur Ansteuerung einer Anlage
CN105632198A (zh) * 2016-01-26 2016-06-01 新誉集团有限公司 基于模糊控制的城市区域道路交通协调控制方法及系统
EP3623881A1 (de) * 2018-09-17 2020-03-18 Siemens Aktiengesellschaft Computerimplementiertes verfahren zum abschätzen eines technischen verhaltens einer vorrichtung
DE102021200804A1 (de) 2021-01-29 2022-08-04 Yunex Gmbh Verfahren zur Ansteuerung von Anzeigequerschnitten

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE4436339A1 (de) * 1994-10-11 1996-04-18 Ifu Gmbh Verfahren zur verkehrsadaptiven Steuerung einer Verkehrsampelanlage
WO1997034274A1 (de) * 1996-03-12 1997-09-18 Siemens Aktiengesellschaft Verkehrsabhängige steuerung von verkehrs-lichtsignalanlagen mit hilfe von fuzzy-logik
WO2001018767A1 (de) * 1999-09-02 2001-03-15 Siemens Aktiengesellschaft Steuerungsvorrichtung für eine verkehrsampelkreuzung

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE4436339A1 (de) * 1994-10-11 1996-04-18 Ifu Gmbh Verfahren zur verkehrsadaptiven Steuerung einer Verkehrsampelanlage
WO1997034274A1 (de) * 1996-03-12 1997-09-18 Siemens Aktiengesellschaft Verkehrsabhängige steuerung von verkehrs-lichtsignalanlagen mit hilfe von fuzzy-logik
WO2001018767A1 (de) * 1999-09-02 2001-03-15 Siemens Aktiengesellschaft Steuerungsvorrichtung für eine verkehrsampelkreuzung

Non-Patent Citations (4)

* Cited by examiner, † Cited by third party
Title
APPL M ET AL: "FUZZY Q-LEARNING IN NONSTATIONARY ENVIRONMENTS", EUROPEAN CONGRESS ON INTELLIGENT TECHNIQUES AND SOFT COMPUTING PROCEEDINGS, XX, XX, PAGE(S) 284, XP001000981 *
BERENJI ET AL: "Clustering in product space for fuzzy inference", PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS. SAN FRANCISCO, MAR. 28 - APR. 1, 1993, NEW YORK, IEEE, US, VOL. VOL. 2 CONF. 2, PAGE(S) 1402-1407, ISBN: 0-7803-0614-7, XP010103946 *
BERENJI ET AL: "Competition and collaboration among fuzzy reinforcement learning agents", FUZZY SYSTEMS PROCEEDINGS, 1998. IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE., THE 1998 IEEE INTERNATIONAL CONFERENCE ON ANCHORAGE, AK, USA 4-9 MAY 1998, NEW YORK, NY, USA,IEEE, US, PAGE(S) 622-627, ISBN: 0-7803-4863-X, XP010287575 *
BERENJI ET AL: "Fuzzy Q-learning for generalization of reinforcement learning", FUZZY SYSTEMS, 1996., PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON NEW ORLEANS, LA, USA 8-11 SEPT. 1996, NEW YORK, NY, USA,IEEE, US, PAGE(S) 2208-2214, ISBN: 0-7803-3645-3, XP010195919 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109975800A (zh) * 2019-04-01 2019-07-05 中国电子科技集团公司信息科学研究院 组网雷达资源管控方法及装置、计算机可读存储介质
CN109975800B (zh) * 2019-04-01 2020-12-29 中国电子科技集团公司信息科学研究院 组网雷达资源管控方法及装置、计算机可读存储介质

Also Published As

Publication number Publication date
WO2001086359A2 (de) 2001-11-15
DE10021929A1 (de) 2001-11-15

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