An Optimized ANN Measure-Correlate-Predict Method for Long-term Wind Prediction in Malaysia
Data mining; Genetic algorithms; Meteorology; Neural networks; Planning; Sustainable development; Weibull distribution; Climate forecasts; Measure-correlate-predict; Measurement instruments; Measurement sites; Meteorological data; Reanalysis; Weibull frequency; Wind measurement; Forecasting
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| Format: | Conference Paper |
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IEEE Computer Society
2023
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| _version_ | 1833349644879396864 |
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| author | Hwang Y.K. Ibrahim M.Z. Ahmed A.N. Albani A. |
| author2 | 57207781142 |
| author_facet | 57207781142 Hwang Y.K. Ibrahim M.Z. Ahmed A.N. Albani A. |
| author_sort | Hwang Y.K. |
| building | UNITEN Library |
| collection | Institutional Repository |
| content_provider | Universiti Tenaga Nasional |
| content_source | UNITEN Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | Data mining; Genetic algorithms; Meteorology; Neural networks; Planning; Sustainable development; Weibull distribution; Climate forecasts; Measure-correlate-predict; Measurement instruments; Measurement sites; Meteorological data; Reanalysis; Weibull frequency; Wind measurement; Forecasting |
| format | Conference Paper |
| id | my.uniten.dspace-24787 |
| institution | Universiti Tenaga Nasional |
| publishDate | 2023 |
| publisher | IEEE Computer Society |
| record_format | dspace |
| spelling | my.uniten.dspace-247872023-05-29T15:27:03Z An Optimized ANN Measure-Correlate-Predict Method for Long-term Wind Prediction in Malaysia Hwang Y.K. Ibrahim M.Z. Ahmed A.N. Albani A. 57207781142 55413616900 57214837520 55772882600 Data mining; Genetic algorithms; Meteorology; Neural networks; Planning; Sustainable development; Weibull distribution; Climate forecasts; Measure-correlate-predict; Measurement instruments; Measurement sites; Meteorological data; Reanalysis; Weibull frequency; Wind measurement; Forecasting The major issues on the wind measurement campaign are the data measured in a short period and the occurrence of missing data due to the failure of the measurement instrument. Meanwhile, Measure-Correlate-Predict (MCP) method had widely been used to predict the long-term condition and missing data at the measurement site based on nearest Malaysian Meteorological Department (MMD), Meteorological Aerodrome Report (METAR) and extended Climate Forecast System Reanalysis (ECFSR) data. In this research, the long-term wind data at selected potential sites in Malaysia were predicted by optimized Artificial Neural Networks (ANNs). The Genetic Algorithm (GA) was applied to optimize the ANN. Five different ANN MCP models had been designed based on different types of reference data and different temporal scales to predict wind data at three target sites. Weibull frequency distributions and RMSE examined predicted wind data. The prediction of ANN had been improved in between 20.562% to 113.573% by GA optimization. The best R-value obtained from optimization were affected the Weibull shape and scale of predicted data. At last, the result revealed that the optimized ANN model could predict the long-term data for the target site with better accuracy. � 2018 Asian Institute of Technology. Final 2023-05-29T07:27:03Z 2023-05-29T07:27:03Z 2019 Conference Paper 10.23919/ICUE-GESD.2018.8635790 2-s2.0-85062879361 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85062879361&doi=10.23919%2fICUE-GESD.2018.8635790&partnerID=40&md5=8169245adf0af7ac042248f7c1613c9d https://irepository.uniten.edu.my/handle/123456789/24787 2018-October 8635790 IEEE Computer Society Scopus |
| spellingShingle | Hwang Y.K. Ibrahim M.Z. Ahmed A.N. Albani A. An Optimized ANN Measure-Correlate-Predict Method for Long-term Wind Prediction in Malaysia |
| title | An Optimized ANN Measure-Correlate-Predict Method for Long-term Wind Prediction in Malaysia |
| title_full | An Optimized ANN Measure-Correlate-Predict Method for Long-term Wind Prediction in Malaysia |
| title_fullStr | An Optimized ANN Measure-Correlate-Predict Method for Long-term Wind Prediction in Malaysia |
| title_full_unstemmed | An Optimized ANN Measure-Correlate-Predict Method for Long-term Wind Prediction in Malaysia |
| title_short | An Optimized ANN Measure-Correlate-Predict Method for Long-term Wind Prediction in Malaysia |
| title_sort | optimized ann measure-correlate-predict method for long-term wind prediction in malaysia |
| url_provider | http://dspace.uniten.edu.my/ |