Linear System Design (newlind)
Unlike most other network architectures, linear networks can be designed directly if input/target vector pairs are known. You can obtain specific network values for weights and biases to minimize the mean square error by using the function newlind.
Suppose that the inputs and targets are
Now you can design a network.
You can simulate the network behavior to check that the design was done properly.
Note that the network outputs are quite close to the desired targets.
You might try demolin1. It shows error surfaces for a particular problem, illustrates the design, and plots the designed solution.
You can also use the function newlind to design linear networks having delays in the input. Such networks are discussed in Linear Networks with Delays. First, however, delays must be discussed.
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