TY - GEN
T1 - Design of artificial neural networks using a modified particle swarm optimization algorithm
AU - Garro, Beatriz A.
AU - Sossa, Humberto
AU - Vazquez, Roberto A.
PY - 2009
Y1 - 2009
N2 - In the last years, bio-inspired algorithms have shown their power in different non-linear optimization problems. Due to the efficiency and adaptability of bio-inspired algorithms, in this paper we explore a new way to design an artificial neural network (ANN). For this task, a modified PSO algorithm was used. We do not only study the problem of finding the optimal synaptic weights of an ANN but also its topology and transfer functions. In other words, given a set of inputs and desired patterns, with the proposal we are able to find the best topology, the number of neurons, the transfer function for each neuron, as well as the synaptic weights. This allows to designing an ANN to be used to solve a given problem. The proposal is tested using several non-linear problems.
AB - In the last years, bio-inspired algorithms have shown their power in different non-linear optimization problems. Due to the efficiency and adaptability of bio-inspired algorithms, in this paper we explore a new way to design an artificial neural network (ANN). For this task, a modified PSO algorithm was used. We do not only study the problem of finding the optimal synaptic weights of an ANN but also its topology and transfer functions. In other words, given a set of inputs and desired patterns, with the proposal we are able to find the best topology, the number of neurons, the transfer function for each neuron, as well as the synaptic weights. This allows to designing an ANN to be used to solve a given problem. The proposal is tested using several non-linear problems.
UR - http://www.scopus.com/inward/record.url?scp=70449408976&partnerID=8YFLogxK
U2 - 10.1109/IJCNN.2009.5178918
DO - 10.1109/IJCNN.2009.5178918
M3 - Contribución a la conferencia
AN - SCOPUS:70449408976
SN - 9781424435531
T3 - Proceedings of the International Joint Conference on Neural Networks
SP - 938
EP - 945
BT - 2009 International Joint Conference on Neural Networks, IJCNN 2009
T2 - 2009 International Joint Conference on Neural Networks, IJCNN 2009
Y2 - 14 June 2009 through 19 June 2009
ER -