Stochastic encoder/decoder/predictor
First Claim
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1. An apparatus for neural network artificial intelligence in a system having target outputs and target deviators and a series of weights, comprising:
- a central processing unit;
an input device for entering data to said central processing unit; and
an output device for producing an output from said central processing unit, said input device providing a series of inputs, desired outputs, and desired output deviators to said CPU, and said processing unit computing an error function using a dual subroutine and adapting the weights in response to the error function wherein the apparatus is used as a controller for a physical machine.
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Abstract
An artificial intelligence system is provided which makes use of a dual subroutine to adapt weights. Elastic Fuzzy Logic (“ELF”) System is provided in which classical neural network learning techniques are combined with fuzzy logic techniques in order to accomplish artificial intelligence tasks such as pattern recognition, expert cloning and trajectory control. The system may be implemented in a computer provided with multiplier means and storage means for storing a vector of weights to be used as multiplier factors in an apparatus for fuzzy control.
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12 Claims
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1. An apparatus for neural network artificial intelligence in a system having target outputs and target deviators and a series of weights, comprising:
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a central processing unit;
an input device for entering data to said central processing unit; and
an output device for producing an output from said central processing unit, said input device providing a series of inputs, desired outputs, and desired output deviators to said CPU, and said processing unit computing an error function using a dual subroutine and adapting the weights in response to the error function wherein the apparatus is used as a controller for a physical machine. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10)
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11. An apparatus for artificial intelligence, comprising:
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a central processing unit;
an input device for entering data to said central processing unit; and
an output device for producing an output, TARGET, from said central processing unit, said input device providing values of derivatives F0_zi, said central processing unit performing a calculation of the form wherein F0_ziΔ
(∂
TARGET/∂
zi) where m+1≦
i≦
N−
1 for a module that calculates - View Dependent Claims (12)
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Specification