TY - GEN
T1 - Learning classifier tables for autonomic systems on chip
AU - Zeppenfeld, J.
AU - Bouajila, A.
AU - Stechele, W.
AU - Herkersdorf, A.
PY - 2008
Y1 - 2008
N2 - This paper introduces a new hardware-based machine learning building block - called Learning Classifier Table (LCT) - for the run-time reliability, performance and power optimization of future generations of Systems-on-Chip. LCT inherits concepts from the reinforcement learning techniques found in Learning Classifier Systems. Prediction weighted LCT rule evaluation is implemented on a clock cycle scale with low hardware complexity.
AB - This paper introduces a new hardware-based machine learning building block - called Learning Classifier Table (LCT) - for the run-time reliability, performance and power optimization of future generations of Systems-on-Chip. LCT inherits concepts from the reinforcement learning techniques found in Learning Classifier Systems. Prediction weighted LCT rule evaluation is implemented on a clock cycle scale with low hardware complexity.
UR - http://www.scopus.com/inward/record.url?scp=84874272365&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84874272365
SN - 9783885792284
T3 - INFORMATIK 2008 - Beherrschbare Systeme - Dank Informatik, Beitrage der 38. Jahrestagung der Gesellschaft fur Informatik e.V. (GI)
SP - 771
EP - 778
BT - INFORMATIK 2008 - Beherrschbare Systeme - Dank Informatik, Beitrage der 38. Jahrestagung der Gesellschaft fur Informatik e.V. (GI)
T2 - 38th Jahrestagung der Gesellschaft fur Informatik e.V. (GI): Beherrschbare Systeme - Dank Informatik, INFORMATIK 2008 38th Annual Conference of the German Informatics Society (GI): Manageable Systems - Thanks to Computer Science, INFORMATIK 2008
Y2 - 8 September 2008 through 13 September 2008
ER -