Liquid State Machine Built of Hodgkin–Huxley Neurons

Article type: Research Article

Authors: Kaminski, Wieslaw A. | Wojcik, Grzegorz M.

Affiliations: Depatment of Theoretical Physics, Maria Curie‐Sklodowska University, ul. Radziszewskiego 5, 20‐031 Lublin, Poland, e‐mail: gmwojcik@neuron.umcs.lublin.pl

Abstract: Neural networks built of Hodgkin–Huxley neurons were examined. These structures behaved like Liquid State Machines (LSM). They could effectively process different input signals (i.e., Morse alphabet) into precisely defined output. It is also shown that there is a possibility of logical gates creation with use of Hodgkin–Huxley neurons and simple LSMs.

Keywords: Hodgkin–Huxley, LSM, Liquid State Machine, logical gates

Journal: Informatica, vol. 15, no. 1, pp. 39-44, 2004