%0 Journal Article %1 Learning92Hamid %A Berenji, Hamid R. %A Kehdkar, Pratap %D 1992 %J IEEE transactions on neural networks %K fuzzy learning logic reinforcements %N 5 %P 724-740 %T Learning and tuning fuzzy logic controllers through reinforcements %V 3 %X This paper presents a new method for learning and tuning a fuzzy logic controller based on reinforcements from a dynamic system. In particular, our generalized approximate reasoning-based intelligent control (GARIC) architecture (a) learns and tunes a fuzzy logic controller even when only weak reinforcement such as a binary failure signal, is available; (b) introduces a new conjunction operator in computing the rule strengths of fuzzy control rules; (c) introduces a new localized mean of maximum (LMOM) method in combining the conclusions of several firing control rules; and (d) learns to produce real-valued control actions

@article{Learning92Hamid, abstract = {This paper presents a new method for learning and tuning a fuzzy logic controller based on reinforcements from a dynamic system. In particular, our generalized approximate reasoning-based intelligent control (GARIC) architecture (a) learns and tunes a fuzzy logic controller even when only weak reinforcement such as a binary failure signal, is available; (b) introduces a new conjunction operator in computing the rule strengths of fuzzy control rules; (c) introduces a new localized mean of maximum (LMOM) method in combining the conclusions of several firing control rules; and (d) learns to produce real-valued control actions}, added-at = {2009-11-26T10:57:16.000+0100}, author = {Berenji, Hamid R. and Kehdkar, Pratap}, biburl = {https://www.bibsonomy.org/bibtex/2080344b23404c90f8595a028b6af2d9d/mediadigits}, file = {:IEEEXplore.pdf:PDF}, groups = {public}, interhash = {25b1e9705fc55b18dbacb60487cec255}, intrahash = {080344b23404c90f8595a028b6af2d9d}, journal = {IEEE transactions on neural networks}, keywords = {fuzzy learning logic reinforcements}, number = 5, pages = {724-740}, timestamp = {2011-03-13T18:57:11.000+0100}, title = {Learning and tuning fuzzy logic controllers through reinforcements}, username = {mediadigits}, volume = 3, year = 1992 }