ST52F510 datasheet(56/106 Pages) STMICROELECTRONICS

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ST52F510/F513/F514

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8 FUZZY COMPUTATION (DP)

The ST52F510/F513/F514 Decision Processor

(DP) main features are:

Up to 8 Inputs with 8-bit resolution;

1 Kbyte of Program/Data Memory available to

store more than 300 to Membership Functions

(Mbfs) for each Input;

Up to 128 Outputs with 8-bit resolution;

Possibility of processing fuzzy rules with an

UNLIMITED number of antecedents;

UNLIMITED number of Rules and Fuzzy Blocks.

The limits on the number of Fuzzy Rules and

Fuzzy program blocks are only related to the

Program/Data Memory size.

8.1 Fuzzy Inference

The block diagram shown in Figure 8.1 describes

the different steps performed during a Fuzzy

algorithm. The ST52F510/F513/F514 Core allows

for the implementation of a Mamdami type fuzzy

inference with crisp consequents. Inputs for fuzzy

inference are stored in 8 dedicated Fuzzy input

registers. The LDFR instruction is used to set the

Input Fuzzy registers with values stored in the

stored directly in a location of the Register File.

8.2 Fuzzyfication Phase

In this phase the intersection (alpha weight)

between the input values and the related Mbfs

(Figure 8.2) is performed.

Eight Fuzzy Input registers are available for Fuzzy

inferences.

Figure 8.1 Fuzzy Inference

Figure 8.2 Alpha Weight Calculation

After loading the input values by using the LDFR

assembler instruction, the user can start the fuzzy

inference

using

the

FUZZY

assembler

instruction. During fuzzyfication: input data is

transformed in the activation level (alpha weight) of

the Mbf’s.

8.3 Inference Phase

The Inference Phase manages the alpha weights

obtained during the fuzzyfication phase to compute

the truth value (

ω) for each rule.

This is a calculation of the maximum (for the OR

operator) and/or minimum (for the AND operator)

performed on alpha values according to the logical

connectives of Fuzzy Rules.

Several conditions may be linked together by

linguistic connectives AND/OR, NOT operators

and brackets.

The truth value

ω and the related output singleton

are used by the Defuzzyfication phase, in order

to complete the inference calculation.

FUZZYFICATION

INFERENCE

PHASE

DEFUZZYFICATION

N rules

N rules -1

Input Values

Output Values

αij

j-th Mbf

i-th INPUT VARIABLE

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