Parameter estimation and load forecasting are implemented in the filtering, to be an organic whole.
Open image in new window Fig. 1 General schematic of load forecasting procedure implemented in this paper.
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.
The hardware and software requirements for such a platform has been discussed in our recent work [28], which is an internet based platform with the forecasting server implemented at the service provider side.
Conversely, the MHW forecasting method implemented herein requires a minimum of 36 TS observations plus pseudo-parameter initialization (e.g., α = β = γ = 0.3) for optimization.
The state and event driven forecasting system implements the input data download, input data provision via SOAP based WEB service and the run of the hydrology model with observed and with predicted NWP meteorology fields.
Then LSSVR, as a powerful forecasting tool, is implemented to predict all extracted IMFs independently.
By its examination we observe that all the implemented forecasting methods can perform well or bad, depending on the individual case.
An operational streamflow forecasting testbed was implemented during the Intense Observing Period (IOP) of the Integrated Precipitation and Hydrology Experiment (IPHEx-IOP) in May June 2014 to characterize flood predictability in complex terrain.
For example, how does the behaviour and computation times of Spark change if the necessary data is loaded from and saved into a database or if a forecasting model is implemented as an online streaming service.
