DE102008025517B3 - Method for computer-aided prediction of parameter for controlling and/or designing technical system i.e. manufacturing system, involves predicting parameter for controlling and/or designing system by model and association parameters - Google Patents

Method for computer-aided prediction of parameter for controlling and/or designing technical system i.e. manufacturing system, involves predicting parameter for controlling and/or designing system by model and association parameters Download PDF

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Publication number
DE102008025517B3
DE102008025517B3 DE102008025517A DE102008025517A DE102008025517B3 DE 102008025517 B3 DE102008025517 B3 DE 102008025517B3 DE 102008025517 A DE102008025517 A DE 102008025517A DE 102008025517 A DE102008025517 A DE 102008025517A DE 102008025517 B3 DE102008025517 B3 DE 102008025517B3
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Prior art keywords
parameter
controlling
designing
computer
model
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Expired - Fee Related
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DE102008025517A
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German (de)
Inventor
Thomas Runkler
Hans Georg Seedig
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Siemens AG
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Siemens AG
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Classifications

    • 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
    • G05B17/00—Systems involving the use of models or simulators of said systems
    • G05B17/02—Systems involving the use of models or simulators of said systems electric
    • Y—GENERAL 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
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/02—Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]

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  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Automation & Control Theory (AREA)
  • Feedback Control In General (AREA)

Abstract

The method involves providing a time series, and transforming the time series to data sets of input data and output data. An input data set is formed through the datasets of input data and an output data set is formed through the data sets of output data. Auto regression models for transformation of the input data set to the output data set are determined based on a classifier. Parameter for controlling and/or designing a technical system is predicted by using model parameter for the models and association parameter for characterizing association of the time series to the models. An independent claim is also included for a computer program product with a program code for executing a method for computer-aided prediction of a parameter.
DE102008025517A 2008-05-28 2008-05-28 Method for computer-aided prediction of parameter for controlling and/or designing technical system i.e. manufacturing system, involves predicting parameter for controlling and/or designing system by model and association parameters Expired - Fee Related DE102008025517B3 (en)

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DE102008025517A DE102008025517B3 (en) 2008-05-28 2008-05-28 Method for computer-aided prediction of parameter for controlling and/or designing technical system i.e. manufacturing system, involves predicting parameter for controlling and/or designing system by model and association parameters

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DE102008025517A DE102008025517B3 (en) 2008-05-28 2008-05-28 Method for computer-aided prediction of parameter for controlling and/or designing technical system i.e. manufacturing system, involves predicting parameter for controlling and/or designing system by model and association parameters

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DE102008025517B3 true DE102008025517B3 (en) 2010-01-28

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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE102016206243A1 (en) * 2016-04-14 2017-10-19 Siemens Aktiengesellschaft Method and forecasting system for the computer-aided prognosis of measured values
CN110991732A (en) * 2019-11-28 2020-04-10 武汉理工大学 Building material equipment manufacturing process optimization scheduling method based on energy consumption clustering

Non-Patent Citations (26)

* Cited by examiner, † Cited by third party
Title
C.Furlanello, D.Giuliani, S.Merler, E.Trentin: "Model selection of combined neural nets for speech recognition". A.J.C.Sharkey, editor, Combining Artificial Neural Nets - Ensemble and Modular Multi-Net Systems, 205-233, Springer, 1999 *
C.M.Bishop: "Neural Networks for Pattern Recognition." Oxford University Press, 1995 *
E.E.Gustafson, W.C.Kessel: "Fuzzy clustering with a covariance matrix". IEEE International Conference on Decision and Control, San Diego, 761-766, 1979 *
Euntai Kim, Minkee Park, Seunghwan Ji, Mignon Park: "A new approach to fuzzy modeling." Fuzzy Systems, IEEE Transactions on, Vol.5, No.3, pp.328-337, Aug 1997, doi: 10.1109/91.618271 *
F.Höppner, F.Klawonn: "Obtaining interpretable fuzzy models from fuzzy clustering and fuzzy regression". International Conferenze on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, 162-165, Brighton, UK, 2000 *
G.Box, G.M.Jenkins, G.C.Reinsel: "Time Series Analysis: Forecasting and Control". Prentice Hall, 3rd edition, 1994 *
H.G.Zimmermann, R.Neuneier: "Modeling dynamical systems by recurrent neural networks". International Conference on Data Mining, 557-566, Cambridge, UK, 2000 *
J.Abonyi, F.Szeifert: "Supervised fuzzy clustering for the identification of fuzzy classifiers". Pattern Recognition Letters 24(14):2195-2207, 2003 *
J.Abonyi, R.Babuska, H.Verbruggen, F.Szeifert: "Incorporating prior knowledge in fuzzy model identification". International Journal of Systems Science, 31(5):657-667, 2000 *
J.C.Bezdek, C.Coray, R.Gunderson, J.Watson: "Detection and characterization of cluster substructure, I. Linear structure: Fuzzy c-lines". SIAM Journal on Applied Mathematics, 40(2):339- 357, April 1981 *
J.C.Bezdek, C.Coray, R.Gunderson, J.Watson: "Detection and characterization of cluster substructure, II. Fuzzy c-varieties and convex combinations thereof". SIAM Journal on Applied Mathematics, 40(2):358-372, April 1981 *
J.C.Bezdek: "Pattern Recognition with Fuzzy Objective Function Algorithms". Ple-num Press, New York, 1981 *
L.R.Medsker, L.C.Jain: "Recurrent Neural Networks: Design and Applications". CRC Press, Boca Raton, 2000 *
R.J.Hathaway, J.C.Bezdek: "Switching regression models and fuzzy clustering." IEEE Transactions on Fuzzy Systems, 1(3):195-204, August 1993. doi 10.1109/91.236552 *
R.J.Hathaway, J.W.Davenport, J.C.Bezdek: "Relational duals of the c-means algorithms". Pattern Recognition, 22:205-212, 1989 *
R.Krishnapuram, J.M.Keller: "A possibilistic approach to clustering". IEEE Transactions on Fuzzy Systems, 1(2):98-110, May 1993 *
R.N.Davé: "Characterization and detection of noise in clustering" Pattern Recognition Letters, 12:657-664, 1991 *
R.N.Davé: "Fuzzy shell clustering and application to circle detection in digital images". International Journal on General Systems, 16:343-355, 1990 *
Runkler,T.A., Seedig,H.G.: "Fuzzy c-auto regression models". IEEE International Conference on Fuzzy Systems, 1.-6. June 2008, 1818- 1825, doi 10.1109/FUZZY.2008.4630617 *
T.A.Runkler, J.C.Bezdek: "Alternating cluster estimation: A new tool for clustering an function approximation". IEEE Transactions on Fuzzy Systems, 7(4):377-393, August 1999 *
T.A.Runkler, R.H.Palm: "Identification of nonlinear systems using regular fuzzy c-elliptotype clustering". IEEE International Conference on Fuzzy Systems, 1026-1030, New Orleans, September 1996 *
T.A.Runkler: "Nonlinear system identification with global and local soft computing methods". GMA-Workshop Fuzzy Control, 163- 176, Dortmund, October 2000 *
T.Takagi, M.Sugeno: "Fuzzy identification of systems and its application to modeling and control". IEEE Transactions on Systems, Man, and Cybernetics, 15(1):116-132, 1985 *
Xiaozhe Wang, Wirth,A., Liang Wang: "Structure-Based Statistical Features and Multivariate Time Series Clustering." Data Mining, 2007. ICDM 2007. Seventh IEEE International Conference on, Vol., No., pp.351-360, 28-31 Oct. 2007, doi 10.1109/ICDM.2007.103 *
Yee Leung, Jiang-Hong Ma, Wen-Xiu Zhang: "A new method for mining regression classes in large data sets." Pattern Analysis and Machine Intelligence. IEEE Transactions on, Vol.23, No.1, pp.5-21 Jan 2001, doi: 10.1109/34.899943 *
Youchan Zhu, Yujun He: "Short-term Load Forecasting Model Using Fuzzy C Means Based Radial Basis Function Network." Intelligent Systems Design and Applications, 2006. ISDA '06. Sixth International Conference on, Vol.1, No., pp.579-582, Oct. 2006, doi: 10.1109/ISDA.2006.235 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE102016206243A1 (en) * 2016-04-14 2017-10-19 Siemens Aktiengesellschaft Method and forecasting system for the computer-aided prognosis of measured values
CN110991732A (en) * 2019-11-28 2020-04-10 武汉理工大学 Building material equipment manufacturing process optimization scheduling method based on energy consumption clustering

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