TY - GEN
T1 - A Q-leaning-based on-line planning approach to autonomous architecture discovery for self-managed software
AU - Kim, Dongsun
AU - Park, Sooyong
N1 - Publisher Copyright:
© Springer-Verlag Berlin Heidelberg 2008.
PY - 2008
Y1 - 2008
N2 - Two key concepts for architecture-based self-managed software are flexibility and autonomy. Recent discussion have focused on flexibility in self-management, but the software engineering community has not been paying attention to autonomy as much as flexibility in self-management. In this paper, we focus on achieving the autonomy of software systems by on-line planning in which a software system can decide an appropriate plan in the presence of change, evaluate the result of the plan, and learn the result. Our approach applies Q-leaning, which is one of the reinforcement learning techniques, to self-managed systems. The paper presents a case study to illustrate the approach. The result of the case study shows that our approach is effective for self-management.
AB - Two key concepts for architecture-based self-managed software are flexibility and autonomy. Recent discussion have focused on flexibility in self-management, but the software engineering community has not been paying attention to autonomy as much as flexibility in self-management. In this paper, we focus on achieving the autonomy of software systems by on-line planning in which a software system can decide an appropriate plan in the presence of change, evaluate the result of the plan, and learn the result. Our approach applies Q-leaning, which is one of the reinforcement learning techniques, to self-managed systems. The paper presents a case study to illustrate the approach. The result of the case study shows that our approach is effective for self-management.
UR - http://www.scopus.com/inward/record.url?scp=84964465080&partnerID=8YFLogxK
U2 - 10.1007/978-3-540-88875-8_65
DO - 10.1007/978-3-540-88875-8_65
M3 - Conference contribution
AN - SCOPUS:84964465080
SN - 9783540888741
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 432
EP - 441
BT - On the Move to Meaningful Internet Systems
A2 - Meersman, Robert
A2 - Tari, Zahir
A2 - Herrero, Pilar
PB - Springer Verlag
T2 - International Conference on On the Move to Meaningful Internet Systems, OTM 2008 and held ADI 2008, AWeSoMe 2008, COMBEK 2008, EI2N 2008, IWSSA, MONET 2008, OnToContent 2008, QSI 2008, ORM 2008, PerSys 2008, RDDS 2008, SEMELS 2008 and SWWS 2008
Y2 - 9 November 2008 through 14 November 2008
ER -