Title :
Life long learning and adaptation for embedded agents operating in unstructured environments
Author :
Hagras, Hani ; Colley, Martin ; Callaghan, Victor
Author_Institution :
Dept. of Comput. Sci., Essex Univ., Colchester, UK
Abstract :
The authors introduce a novel technique for lifelong learning and adaptation of mobile robotic agents operating in unstructured environments based on our patented fuzzy-genetic system (British patent 99-10539.7). The life long learning strategy tunes the controllers learnt in our previous work by a process of gradual improvement and adaptation to the surrounding environment. We have applied this work to two different unstructured environments: the agricultural environment and the intelligent buildings environment
Keywords :
agriculture; building management systems; embedded systems; fuzzy control; fuzzy set theory; genetic algorithms; intelligent control; learning (artificial intelligence); mobile robots; British patent; agricultural environment; embedded agents; intelligent buildings environment; life long learning; life long learning strategy; mobile robotic agents; patented fuzzy-genetic system; unstructured environments; Computational modeling; Computer science; Computer simulation; Continuing professional development; Intelligent agent; Intelligent robots; Intelligent sensors; Intelligent structures; Mobile computing; Testing;
Conference_Titel :
IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-7078-3
DOI :
10.1109/NAFIPS.2001.943779