Genetic Programming of an Algorithmic Chemistry

We introduce a new method of execution for GP-evolved programs consisting of register machine instructions. It is shown that this method can be considered as an artificial chemistry. It lends itself well to distributed and parallel computing schemes in which synchronization and coordination are not an issue.

[1]  Peter F. Drucker,et al.  9 – Towards a Theory of Organizations , 1969 .

[2]  Arvind V. Kathail.  A multiple processor data flow machine that supports generalized procedures , 1981, ISCA '81.

[3]  Abraham Silberschatz,et al.  Operating System Concepts , 1983 .

[4]  Charles E. Taylor,et al.  Artificial Life II , 1991 .

[5]  John R. Koza,et al.  A genetic approach to the truck backer upper problem and the inter-twined spiral problem , 1992, [Proceedings 1992] IJCNN International Joint Conference on Neural Networks.

[6]  Wolfgang Banzhaf,et al.  Self-replicating sequences of binary numbers☆ , 1993 .

[7]  Wolfram Schiffmann,et al.  Optimization of the Backpropagation Algorithm for Training Multilayer Perceptrons , 1994 .

[8]  Wolfgang Banzhaf,et al.  Self-Organizing Algorithms Derived from RNA Interactions , 1995, Evolution and Biocomputation.

[9]  Wolfgang Banzhaf,et al.  Genetic Programming: An Introduction , 1997 .

[10]  Wolfgang Banzhaf,et al.  Self-Evolution in a Constructive Binary String System , 1998, Artificial Life.

[11]  Christopher Gathercole,et al.  An investigation of supervised learning in genetic programming , 1998 .

[12]  Catherine Blake,et al.  UCI Repository of machine learning databases , 1998 .

[13]  Wolfgang Banzhaf,et al.  Artificial ChemistriesA Review , 2001, Artificial Life.

[14]  Wolfgang Banzhaf,et al.  Evolving Control Metabolisms for a Robot , 2001, Artificial Life.

[15]  Terence Soule,et al.  Genetic Programming: Theory and Practice , 2003 .

[16]  W. Banzhaf.  Artificial Regulatory Networks and Genetic Programming , 2003 .

[17]  A. E. Eiben,et al.  Introduction to Evolutionary Computing , 2003, Natural Computing Series.