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Adaptive solution of differential equations for the regularization of artificial neural networks
Department of Mechanical Engineering, Rice University, Houston.
Department of Mechanical Engineering, Rice University, Houston.
1998 (Engelska)Ingår i: Intelligent systems for humans in a cyberworld: 1998 IEEE International Conference on Systems, Man, and Cybernetics, Hyatt Regency La Jolla, San Diego, California, USA, October 11 - 14, 1998 / [ed] Meng-Chu Zhou, Piscataway, NJ: IEEE Communications Society, 1998, Vol. 4, s. 3130-3135Konferensbidrag, Publicerat paper (Refereegranskat)
Abstract [en]

The authors propose using artificial neural networks to model the solution of the two-dimensional Euler equation which models inviscid and compressible fluid flow. The code thus created should not only have the same accuracy as a more conventional computer code, but should still retain the ability of an ANN to modify itself when exposed to experimental data, thus yielding software that could be specialized with experimental results. To accomplish these objectives, the method of optimal incremental function approximation has been developed for the adaptive solution of differential equations using ANN architecture. Two major attractive features of this approach are that: (1) the developed method is flexible enough to use any of the popular transfer functions and (2) the developed method requires minimal user interaction. The latter is especially advantageous when dealing with complicated physical or computational domains. Numerical results are presented and compared to conventional methods. The accuracy is considered satisfactory

Ort, förlag, år, upplaga, sidor
Piscataway, NJ: IEEE Communications Society, 1998. Vol. 4, s. 3130-3135
Identifikatorer
URN: urn:nbn:se:ltu:diva-38120DOI: 10.1109/ICSMC.1998.726483Lokalt ID: c67fb968-2be8-413f-aa9c-9b40cbc30530ISBN: 0-7803-4778-1 (tryckt)OAI: oai:DiVA.org:ltu-38120DiVA, id: diva2:1011619
Konferens
IEEE International Conference on Systems, Man, and Cybernetics : 11/10/1998 - 14/10/1998
Anmärkning
Upprättat; 2011; 20110628 (andbra)Tillgänglig från: 2016-10-03 Skapad: 2016-10-03 Senast uppdaterad: 2017-11-25Bibliografiskt granskad

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