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Prognoseverfahren 2 Statistische Erhebung 2 Statistischer Fehler 2 Forecasting, Data revisions 1 Forecasting, Data revisions, Dynamic models 1 In this paper 1 Industrial Engineering 1 Lebenszyklus 1 Life cycle 1 Ltd 1 Market research 1 Marketing management 1 Marketingmanagement 1 Marktforschung 1 Product life cycle 1 Produktlebenszyklus 1 Sustainability 1 Zeitreihenanalyse 1 and the integrated prediction model 1 and the maximum forecast length of the long-term prediction model is 84 h. The wind farm power prediction models are built with five different data mining algorithms. The accuracy of the generated models is analysed. The model generated by a neural network outperforms all other models for both short- and long-term prediction. Two basic prediction methods are presented: the direct prediction model 1 and then the power is generated with the predicted wind speed. The direct prediction model offers better prediction performance than the integrated prediction model. The main source of the prediction error appears to be contributed by the weather forecasting data. 2008 John Wiley Sons 1 forecasting data 1 marketing strategy 1 models for short- and long-term prediction of wind farm power are discussed. The models are built using weather forecasting data generated at different time scales and horizons. The maximum forecast length of the short-term prediction model is 12 h 1 sales analysis 1 whereby the power prediction is generated directly from the weather forecasting data 1 whereby the prediction of wind speed is generated with the weather data 1
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Free 4
Type of publication
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Book / Working Paper 2 Article 1 Other 1
Type of publication (narrower categories)
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Working Paper 2 Article in journal 1 Aufsatz in Zeitschrift 1
Language
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English 3 Undetermined 1
Author
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Kapetanios, George 2 Artiukov, Artem 1 Gauda, Konrad 1 Harrison, Richard T. 1 Kusiak, Andrew 1 Mazurek, Mariusz 1 Skrzypek-Ahmed, Sylwia 1 Song, Zhe 1 Staliński, Piotr 1 Yates, Anthony 1 Zheng, Haiyang 1
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Working Paper 2
Source
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EconStor 2 BASE 1 ECONIS (ZBW) 1
Showing 1 - 4 of 4
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Collection life cycle analysis : enhancing market strategies through advanced data analytics
Mazurek, Mariusz; Gauda, Konrad; Skrzypek-Ahmed, Sylwia; … - 2024
Persistent link: https://www.econbiz.de/10014543362
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Wind farm power prediction: a data-mining approach
Kusiak, Andrew; Zheng, Haiyang; Song, Zhe - 2009
weather forecasting data generated at different time scales and horizons. The maximum forecast length of the short … weather forecasting data, and the integrated prediction model, whereby the prediction of wind speed is generated with the … the weather forecasting data. 2008 John Wiley Sons, Ltd. …
Persistent link: https://www.econbiz.de/10009466082
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Forecasting with measurement errors in dynamic models
Harrison, Richard T.; Kapetanios, George - 2004
In this paper we explore the consequences for forecasting of the following two facts: first, that over time statistical agencies revise and improve published data, so that observations on more recent events are those that are least well measured. Second, that economies are such that observations...
Persistent link: https://www.econbiz.de/10010284100
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Estimating time-variation in measurement error from data revisions: An application to forecasting in dynamic models
Kapetanios, George; Yates, Anthony - 2004
Over time, economic statistics are refined. This means that newer data is typically less well measured than old data. Time variation in measurement error like this influences how forecasts should be made. We show how modelling the behaviour of the statistics agency generates both an estimate of...
Persistent link: https://www.econbiz.de/10010284141
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