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Adjust the fan speed according to the room temperature using fuzzy logic

  • Writer: Prem Kumar
    Prem Kumar
  • Nov 30, 2020
  • 1 min read

Let us consider an air conditioning system with 5-level fuzzy logic system. This system adjusts the temperature of air conditioner by comparing the room temperature and the target temperature value.Same fuzzy logic we can use it here.


Algorithm

  • Define linguistic Variables and terms (start)

  • Construct membership functions for them. (start)

  • Construct knowledge base of rules (start)

  • Convert crisp data into fuzzy data sets using membership functions. (fuzzification)

  • Evaluate rules in the rule base. (Inference Engine)

  • Combine results from each rule. (Inference Engine)

  • Convert output data into non-fuzzy values. (defuzzification)


Define linguistic variables and terms

Linguistic variables are input and output variables in the form of simple words or sentences. For room temperature, cold, warm, hot, etc., are linguistic terms.

Temperature (t) = {very-cold, cold, warm, very-warm, hot}

Every member of this set is a linguistic term and it can cover some portion of overall temperature values.

Construct knowledge base rules

Create a matrix of room temperature values versus target temperature values that an air conditioning system is expected to provide.


Build a set of rules into the knowledge base in the form of IF-THEN-ELSE structures.

Obtain fuzzy value

Fuzzy set operations perform evaluation of rules. The operations used for OR and AND are Max and Min respectively. Combine all results of evaluation to form a final result. This result is a fuzzy value.

Perform defuzzification

Defuzzification is then performed according to membership function for output variable

 
 
 

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