Missing months in Prediction with Fuzzy Logic

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Hello guys,
I am using Fuzzy Logic to conduct predictions on electricity prices.
I have designed a FIS with 8 inputs and 1 output, but I am consistently getting the same error. The predictions I get always miss the same months: february, march, september, october, november and december. Hence, I am only obtaining predictions for half of the months I need. I have data from 6 years and this happens all over the years, always "ignoring" the same months. I have attatched an image of the plot I am obtaining, in case I haven't explained the problem.
Would anyone happen to know why this may be happening? My knowledge in this matter is limited and i don't know where the problem could be.
I would really appreciate if anyone could provide some insight,
Many thanks,
Natalia
  2 个评论
Athul Prakash
Athul Prakash 2020-4-3
Could you provide more details as to the data you are using or the code you're running to generate the Fuzzy Inference System?
NATALIA ARREGUI GONZALEZ
Hello,
I am using 8 variables (Month, Day of the week, period referring to the hour of the day [1 24], wether if it is a working day or not, temperature, load, last 24 hours load, last week load) to predict electricity price. I have data from the last 6 years. I will attach pictures of the plot that I am obtaining with the predicted prices, and 2 pictures of the fuzzy network I have created. The fuzzy network I have created it with the Neuro-Fuzzy designer app.
I hope this helps to understand the problem,
Many thanks for your response,
Natalia

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