Title :
A Voice Instruction Learning System Using PL-T-SOM
Author :
Kuremoto, Takashi ; Komoto, Takato ; Kobayashi, Kaoru ; Obayashi, Masanao
Author_Institution :
Grad. Sch. of Sci. & Eng., Yamaguchi Univ., Ube, Japan
Abstract :
Learning and relearning ability is important to partner robots. From this point of view, here we propose an intelligent learning system with voice instruction recognition and action learning function. Transient-SOM (T-SOM), an advanced self-organizing map proposed by our previous work for hand gesture recognition and memorization is adopted and improved to be Parameter-Less T-SOM (PL-T-SOM) with an annealing plan. Learning and additional learning experiments used instructions in multiple languages including Japanese, English, Chinese and Malaysian showed the effectiveness of our proposed system.
Keywords :
gesture recognition; instruction sets; learning (artificial intelligence); robots; self-organising feature maps; Chinese; English; Japanese; Malaysian; PL-T-SOM; action learning function; annealing plan; hand gesture recognition; intelligent learning system; multiple languages; parameter-less T-SOM; partner robots; self-organizing map; voice instruction learning system; voice instruction recognition; Annealing; Intelligent robots; Intelligent systems; Learning systems; Machine learning; Natural languages; Pattern recognition; Positron emission tomography; Speech recognition; Visualization;
Conference_Titel :
Image and Signal Processing, 2009. CISP '09. 2nd International Congress on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-4129-7
Electronic_ISBN :
978-1-4244-4131-0
DOI :
10.1109/CISP.2009.5303775