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In this study, a system based on machine learning algorithm is implemented to forecast the security of a standalone microgrid and based on the forecasting, schedule multiple backup diesel generators under the contingency of loss of a major generating unit.
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A modified version of this profiler has been implemented to forecast TEC values over Europe as a joint effort with the CLRC Rutherford Appleton Laboratory in the United Kingdom and the Geophysical Institute, Sofia, Bulgaria.
The technique will be implemented to forecast rainfall for a number of times using rainfall hyetograph of recording rain gauges in the Upper Parramatta catchment in the western suburbs of Sydney, Australia.
The analysis based on Lippiello et al. (2012), hereinafter referred to as the seismicity density analysis, can be implemented to forecast the size of the mainshock.
A pharmacoeconomic model, and in particular a Markov model (MM), 6 was implemented to forecast the total expenditure trend over the next 4 years.
Then LSSVR, as a powerful forecasting tool, is implemented to predict all extracted IMFs independently.
For the area with no direct EV historical data, a system dynamics (SD) method is implemented to simulate and forecast the scale of EVs, according to main factors that impact EV scale development greatly.
Moreover, the ultra-short term load forecasting is implemented to help adjust the day-ahead operation scheduling to reduce the errors in real-time MG EMS.
Whilst the cohort study is being implemented to the forecast timeline, the end of the process evaluation is now forecast to be in Spring 2016.
This paper also elaborates on the metrics assessment which was implemented to evaluate the forecast model performances.
An intermediate complexity regional model with a 10 km resolution was implemented to downscale the NCEP CFS ensemble forecasts for lead times out to 41.5 days.
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