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Hourly_Electricity_Demand_Preditciton_using_Fuzzy_Logic_System

Fuzzy Logic System

A Fuzzy Logic System is a type of artificial intelligence system that makes decisions based on fuzzy logic, a mathematical logic that attempts to solve problems with an open, imprecise spectrum of data, enabling it to operate akin to human brains. These systems are designed to mimic human decision-making processes and are widely used in various fields, including control systems and prediction models.

Dataset Link: https://data.mendeley.com/datasets/fdfftr3tc2/1

Librarires Used

  1. scikit-learn
  2. pandas
  3. numpy

Data Preprocessing

  1. Dataset Statistics Information
  2. Date Time Formatting
  3. Data Resampling
  4. Datatype Formatting
  5. Outlier Checking
  6. Dimensionality Reduction
  7. Label Encoding

EDA

  1. Correlation Heatmap
  2. LinePlot
  3. HistPlot
  4. BoxPlot

Membership Functions used

  1. Triangluar
  2. Trapezoidal

Rules used

  1. If it is night and the season is winter, then the electric demand is high.
  2. If it is morning or evening and it is not the weekend, then the electric demand is high.
  3. If the temperature is very high, then the electric demand is high.
  4. If the humidity is high and the temperature is very high, then the electric demand is high.
  5. If it is afternoon and the season is spring or autumn, then the electric demand is medium.
  6. If the temperature is very low and the humidity is low, then the electric demand is low.
  7. If the wind speed is medium and the temperature is medium, then the electric demand is medium.
  8. If it is morning and the wind speed is high, then the electric demand is low.
  9. If it is night and the temperature is very high, then the electric demand is high.
  10. If it is afternoon and the wind speed is high, then the electric demand is low.
  11. If it is afternoon and the season is summer, then the electric demand is high.
  12. If it is evening or night and the season is winter, then the electric demand is high.
  13. If it is afternoon, the wind speed is high, and the season is autumn, then the electric demand is low.

Result/Outcome

System has MAE of +- 9508.16 KW image