I am currently working on wind uncertainty problems. So I want a reference to look into the process of making a wind model for that from my wind data. Can anyone please help me in this issue?
Hi,
There are several aspects for modelling the uncertainty. I assume you want to model it with scenario-based approach.
These references might help:
1-Generating Short-Term Probabilistic Wind Power Scenarios via Non-Parametric Forecast Error Density Estimators
2-A scenario-based analytical method for probabilistic load flow analysis
DOI:Article A scenario-based analytical method for probabilistic load fl...
3-Probabilistic load flow computation using Copula and Latin hypercube sampling
DOI:10.1049/iet-gtd.2013.0649
The above article explains the LHV method for scenario generation. You also can use Monte-Carlo for sampling, and generating scenarios.
There are many different methods for scenario reduction. One of them is clustering and you can use the Fuzzy C-mean Clustering method for that.
The book "Algorithms for Fuzzy Clustering" might help.
https://doi.org/10.1007/s10586-017-1350-1
Article Uncertainty modeling of wind power frequency regulation pote...
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