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Additional info for 41 is the Largest Size of a Cap in PG(4,4)
0 ",, J~i / / ' ' ' ,~ G ==== ~ - L~ xL~J h2 C. , l i I J i idigitizJJJ . . . . d a t a set f o r e a c h a c t i o n s . Evaluation of synthesized circuits To evaluate the evolved control circuits for myoelectric bands, the correct answer rate calculated above was compared with that of neural networks, which is learned with the following way. Three neural networks to control each pair of actions respectively had six inputs ports for floating point numbers, which represented the six frequency bands selected above.
An example is shown in Fig. 1. This circuit was evolved using a standard genetic algorithm to discriminate between l k H z and 10kHz audio tones: the fitness function was to maximise the difference in average output voltage as bursts of the two different inputs were applied. Of the 10 • 10 area of a Xilinx XC6216 F P G A provided (Xilinx, 1996), perfect behaviour was achieved using only 32 cells, as shown. 1ms using so few components, each having timescales a factor of 105 shorter, is remarkable: a h u m a n designer would use more.
On Artificial Life (ECAL '97), pp. 348-357. MIT Press. Koza, J. , Bennett III, F. , et al. (1997). Automated synthesis of analog electrical circuits by means of genetic programming. IEEE Trans. Evolutionary Computation, I(2), 109-128. com/ (1998). Thermoelectric Hardbook. S. , PO Box 99, Corby, Northants NN17 9RS, UK (1988). Peltier effect heat pumps. Datasheet 7562. , & Higuchi, T. (1997). Lossless image compression by evolvable hardware. , & Harvey, I. ), Proc. 4th Eur. Conf. on Artificial Life (ECAL'97), pp.