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Edge detection

A CML also shows some interesting behaviour for step-like and periodic inputs. In these simulations, was not used and an input function was applied directly to . The weights used were again and the nonlinearity parameters were all .

  
Figure 6: The left-hand figures show various step inputs of different severity and the right-hand figures, the corresponding outputs. The y-values for the outputs have all had 0.67742 () subtracted from them and are scaled differently: in (d), the y-axis has been scaled by ; in (e), by ; and in (f), by .

The effect of increasingly sharp edges is illustrated in figure 6. The inputs, are shown in figures (a)--(c), and are, respectively, a function, a linear ramp and a step. The responses, , are shown in figures (d)--(f). Note that the vertical scaling for the outputs is different in each case. It is seen that less severe edges give rise to a very weak response. Increasing N makes the response vanishingly small in all cases except the step input.

We see the CML in this case acting as an edge detector.



Jonathan Deane, and David Jefferies
Tue May 28 11:26:02 BST 1996