TY - GEN
T1 - Artificial intelligence applied to simulation of radiation damage in ferritic alloys
AU - Domingos, Roberto P.
AU - Cerchiara, Gennaro M.
AU - Djurabekova, Flyura
AU - Malerba, Lorenzo
N1 - Conference code: FLINS2006
PY - 2006
Y1 - 2006
N2 - Molecular dynamics (MD) is the only computational tool that, without any approximation, can be applied to study atomic level phenomena involving radiation produced point-defects and their evolution driven by mutual interaction. Kinetic Monte Carlo (KMC) is suitable to extend the timeframe of an atomic level simulation to simulate an irradiation process, but all mechanisms involved must be known in advance, e.g. from MD studies. The present work is an effort to integrate artificial intelligence (AI) techniques, essentially an artificial neural network (ANN) and a fuzzy logic system (FLS), in order to build an adaptive model capable of improving both the physical reliability and the computational efficiency of a KMC model fully parameterized on MD results.
AB - Molecular dynamics (MD) is the only computational tool that, without any approximation, can be applied to study atomic level phenomena involving radiation produced point-defects and their evolution driven by mutual interaction. Kinetic Monte Carlo (KMC) is suitable to extend the timeframe of an atomic level simulation to simulate an irradiation process, but all mechanisms involved must be known in advance, e.g. from MD studies. The present work is an effort to integrate artificial intelligence (AI) techniques, essentially an artificial neural network (ANN) and a fuzzy logic system (FLS), in order to build an adaptive model capable of improving both the physical reliability and the computational efficiency of a KMC model fully parameterized on MD results.
KW - Molecular dynamics
KW - Kinetic Monte Carlo (KMC)
KW - Artificial Intelligence (AI)
KW - Artificial Neural Network (ANN)
KW - Fuzzy Logic System (FLS)
KW - Radiation damage
KW - Ferritic alloys
UR - http://ecm.sckcen.be/OTCS/llisapi.dll/open/ezp_78745
U2 - 10.1142/9789812774118_0124
DO - 10.1142/9789812774118_0124
M3 - In-proceedings paper
SN - 9789812566904
VL - 1
T3 - Applied Artificial Intelligence - Proceedings of the 7th International FLINS Conference, FLINS 2006
SP - 883
EP - 890
BT - Applied Artificial Intelligence
A2 - D'Hondt, Pierre
A2 - Kerre, Etienne E.
A2 - Ruan, Da
A2 - De Cock, Martine
A2 - Nachtegael, Mike
A2 - Fantoni, Paolo F.
PB - World Scientific Publishing Co. Pte Ltd
CY - Singapore, Singapore
T2 - 2006 - 7th international FLINS conference on Fuzzy Logic and Intelligent technologies in Nuclear Science
Y2 - 29 August 2006 through 31 August 2006
ER -