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Idea about fuzzy logic control ?
Why tuning of fuzzy logic controller is necessary?
Combination of neural network and fuzzy logic.
 Fuzzyfication
 Inferences
 Defuzzyfication
Architecture:-
Feed-forward
neural network
Four possible
cases:-
Cd located between
Mi & Mi+1.
Cd located between
Mi & Mi+1.
Cd not located
between Mi & Mi+1.
Cd not located
between Mi & Mi+1.
Step 1:- Ca along with desired value Cd.
Step 2:- Check whether Cd lies Between.
Step 3:-Check whether Cd > Ca or not.
Step 4:-Cd>Ca
Step 5:- Cd< Ca
Step 6:-now if Cd lies outside.
Step 7:-move back to 1.
 Online Training :-
 Microcontroller is used.
 Offline Training :-
 Either system taken off-line or able to model
/simulate accurately.
 Restriction:
 Training data available
 Can be modeled or simulated
 Knowledge base is available to designer.
ADAPTIVE NEUROFUZZY CONTROLLER :-
PROPORTIONAL NEUROFUZZY CONTROLLER :-
Second order type zero system.
No need to have mathematical model of system.
Possible to implement expert human knowledge and
experience.
Possible to control non-linear plant.
Possible to control fast processes.
Not possible to show stability of controlled
system.
Human knowledge is incomplete even if
operator is exist.
No standard and systematic method for
transferring human knowledge and experience.
Computing time could be long.
The khepera mobile robot.
Control of vacuum cleaner.
4 inputs –dust, Vacuum, cleaning
direction, surface type.
2 outputs-suction
power, brush cleaning
speed.
Innovative approach of hybrid neurofuzzy
controller is present.
Neural networks learning capability to fuzzy
logic controller.
Generic algorithm is for learning and training.
Fuzzy Logic Control Ideas and Applications
Fuzzy Logic Control Ideas and Applications

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Fuzzy Logic Control Ideas and Applications