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Conjugate gradient method / Numerical linear algebra / Potential energy / Overfitting / Regularization / Learning / Machine learning / Physics / Statistics


THE JOURNAL OF CHEMICAL PHYSICS 130, 134101 共2009兲 Simultaneous fitting of a potential-energy surface and its corresponding force fields using feedforward neural networks A. Pukrittayakamee,1 M. Malshe,2 M. Hagan,1
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Document Date: 2009-12-17 20:24:13


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minimum energy / gradient-based optimization algorithm / backpropagation42 training algorithm / chemical system / potential-energy hypersurfaces / chemical experiments / neural networks / potential-energy surfaces / bond dissociation gas-phase reaction / vinyl bromide2 systems / vibrational kinetic energy corresponding / median network / rotational energy / relative translational energy / moiety energy / model potential-energy hypersurface / typical potential-energy hypersurface / constant translational energy / energy / potential-energy hypersurface / multilayer network / zero-point energy / time interval algorithm / potential energy / improved neural network / eV standard energy deviation / initio potential energy surface / triplet energy states / force fields using feedforward neural networks / potential-energy surface / gas-phase chemical reactions / larger systems / regularization algorithm / energy lies / /

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backpropagation42 training algorithm / Marquardt algorithms / time interval algorithm / Jacobian-based algorithms / Bayesian regularization algorithm / 0.1 Å. The velocity Verlet algorithm / gradient-based optimization algorithm / velocity Verlet algorithm / neural network / simulation / following algorithms / /

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