Using Domain Knowledge in Evolutionary System Identification

Schoenauer, Marc; Sebag, Michèle

HAL, inria-00001094 / Harvested from HAL

Résumé

Two example of Evolutionary System Identification are presented to highlight the importance of incorportaing Domain Knowledge: the discovery of an analytical indentation law in Structural Mechanics using constrained Genetic Programming, and the identification of the repartition of underground velocities in Seimsi Prospection. Critical issues for sucessful ESI are discussed in the light of these results.

Publié le : 2002-07-05
Classification: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [MATH.MATH-AP]Mathematics [math]/Analysis of PDEs [math.AP]

@article{inria-00001094,
     author = {Schoenauer, Marc and Sebag, Mich\`ele},
     title = {Using Domain Knowledge in Evolutionary System Identification},
     journal = {HAL},
     volume = {2002},
     number = {0},
     year = {2002},
     language = {en},
     url = {http://dml.mathdoc.fr/item/inria-00001094}
}

Schoenauer, Marc; Sebag, Michèle. Using Domain Knowledge in Evolutionary System Identification. HAL, Tome 2002 (2002) no. 0, . http://gdmltest.u-ga.fr/item/inria-00001094/