TY - CHAP
T1 - Multi-agent system for distributed cache maintenance
AU - Kuppili Venkata, Santhilata
AU - Musial, Katarzyna
AU - Mahmoud, Samhar
AU - Keppens, Jeroen
PY - 2017
Y1 - 2017
N2 - With the growing number of applications that require large data transfers from distributed databases, there is a great need for efficient distributed data caching methods. It is essential that data is cached at the best and optimal locations between users and data stores. Cache management should consider patterns about data usage and make dynamic decisions to place data across cache units. In this paper, we have modelled the distributed data caching mechanism using multi-agent system allowing to test strategies and algorithms for data placement that later can be incorporated in the real life applications. Subsequently, we demonstrate the application of this system to study various distributed coordination strategies for identifying effective data placement and thus improving overall cache performance. This study is significant for distributed system applications.
AB - With the growing number of applications that require large data transfers from distributed databases, there is a great need for efficient distributed data caching methods. It is essential that data is cached at the best and optimal locations between users and data stores. Cache management should consider patterns about data usage and make dynamic decisions to place data across cache units. In this paper, we have modelled the distributed data caching mechanism using multi-agent system allowing to test strategies and algorithms for data placement that later can be incorporated in the real life applications. Subsequently, we demonstrate the application of this system to study various distributed coordination strategies for identifying effective data placement and thus improving overall cache performance. This study is significant for distributed system applications.
KW - Agent based modelling
KW - Coordination strategies
KW - Distributed cache
UR - http://www.scopus.com/inward/record.url?scp=85021762446&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-59930-4_13
DO - 10.1007/978-3-319-59930-4_13
M3 - Other chapter contribution
AN - SCOPUS:85021762446
SN - 9783319599298
VL - 10349 LNCS
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 157
EP - 169
BT - Advances in Practical Applications of Cyber-Physical Multi-Agent Systems: The PAAMS Collection - 15th International Conference, PAAMS 2017, Proceedings
PB - Springer Verlag
T2 - 15th International Conference on Practical Applications of Agents and Multi-Agent Systems, PAAMS 2017
Y2 - 21 June 2017 through 23 June 2017
ER -