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Testing the CAX on a Real-World Problem and Other Benchmarks

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Parallel Problem Solving from Nature – PPSN X (PPSN 2008)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 5199))

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Abstract

Intrigued by the interesting Context Aware Crossover (CAX) operator proposed by Majeed and Ryan in a number of recent papers, this operator was tried on a real problem (solid catalysts optimisation) where unfortunately, no improvement was detected. An implementation of the benchmarks used in [MR06b] seems to show that the CAX is mostly an exploitation operator, boosting the average fitness of the population.

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References

  1. Corma, A., Moliner, M., Serra, J.M., Serna, P., Díaz-Cabañas, M.J., Baumes, L.A.: A new mapping/exploration approach for ht synthesis of zeolites. Chemistry of Materials 18, 3287–3296 (2006)

    Article  Google Scholar 

  2. Baumes, L.A.: Map: An iterative experimental design methodology for the optimization of catalytic search space structure modeling. Journal of Combinatorial Chemistry 8, 304 (2006)

    Article  Google Scholar 

  3. Baumes, L.A., Farruseng, D., Lengliz, M., Mirodatos, C.: Using artificial neural networks to boost high-throughput discovery in heterogeneous catalysis. QSAR and Combinatorial Science 29, 767 (2004)

    Article  Google Scholar 

  4. Baumes, L.A., Moliner, M., Corma, A.: Prediction of itq-21 zeolite phase crystallinity: Parametric versus non-parametric strategies. QSAR and Combinatorial Science 26, 255 (2007)

    Article  Google Scholar 

  5. Corma, A., Jíaz-Cabañas, M., Jordá, J.L., Martínez, C., Moliner, M.: High-throughput synthesis and catalytic properties of a molecular sieve with 18- and 10-member rings. Nature 443, 842–845 (2006)

    Article  Google Scholar 

  6. Klanner, F., Baumes, L., Mirodatos, C., Schüth, F.: The development of descriptors for solids: Teaching catalytic intuition to a computer. Angewandte Chemie International Ed. 43, 5347 (2004)

    Article  Google Scholar 

  7. Koza, J.R.: Genetic Programming: On the Programming of Computers by means of Natural Evolution. MIT Press, Massachusetts (1992)

    Google Scholar 

  8. Koza, J.R.: Genetic Programming II: Automatic Discovery of Reusable Programs. MIT Press, Massachussetts (1994)

    MATH  Google Scholar 

  9. Majeed, H., Ryan, C.: A less destructive, context-aware crossover operator for GP. In: Collet, P., et al. (eds.) EuroGP 2006. LNCS, vol. 3905, pp. 36–48. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  10. Majeed, H., Ryan, C.: Using context-aware crossover to improve the performance of GP. In: Keijzer, M., et al. (eds.) GECCO 2006: Proceedings of the 8th annual conference on Genetic and evolutionary computation, Seattle, Washington, USA, July 8-12, 2006, vol. 1, pp. 847–854. ACM Press, New York (2006)

    Google Scholar 

  11. Majeed, H., Ryan, C.: Context-aware mutation: a modular, context aware mutation operator for genetic programming. In: Thierens, D., et al. (eds.) GECCO 2007: Proceedings of the 9th annual conference on Genetic and evolutionary computation, London, July 7-11, 2007, vol. 2, pp. 1651–1658. ACM Press, New York (2007)

    Google Scholar 

  12. Majeed, H., Ryan, C.: On the constructiveness of context-aware crossover. In: Thierens, D., et al. (eds.) GECCO 2007: Proceedings of the 9th annual conference on Genetic and evolutionary computation, London, July 7-11, 2007, vol. 2, pp. 1659–1666. ACM Press, New York (2007)

    Google Scholar 

  13. Serna, P., Baumes, L.A., Moliner, M., Corma, A.: Combining high-throughput experimentation, advanced data modelling and fundamental knowledge to develop catalysts for the epoxidation of large olefins and fatty esters. Journal of Catalysis (in press, 2008)

    Google Scholar 

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Tchougang, A., Blansché, A., Baumes, L.A., Lachiche, N., Collet, P. (2008). Testing the CAX on a Real-World Problem and Other Benchmarks. In: Rudolph, G., Jansen, T., Beume, N., Lucas, S., Poloni, C. (eds) Parallel Problem Solving from Nature – PPSN X. PPSN 2008. Lecture Notes in Computer Science, vol 5199. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-87700-4_60

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  • DOI: https://doi.org/10.1007/978-3-540-87700-4_60

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-87699-1

  • Online ISBN: 978-3-540-87700-4

  • eBook Packages: Computer ScienceComputer Science (R0)

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