Використання моделі акторів для реалізації розподілених генетичних алгоритмів
The article presents an application of the actor model for the high load systems development and analysis. The main attention is dedicated to the usage of actors for an implementation of the distributed genetic algorithms. Different models of parallel distributed genetic algorithms, such as Master-S...
Saved in:
| Date: | 2015 |
|---|---|
| Main Authors: | , |
| Format: | Article |
| Language: | Ukrainian |
| Published: |
The National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute"
2015
|
| Online Access: | http://journal.iasa.kpi.ua/article/view/51979 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Journal Title: | System research and information technologies |
Institution
System research and information technologies| Summary: | The article presents an application of the actor model for the high load systems development and analysis. The main attention is dedicated to the usage of actors for an implementation of the distributed genetic algorithms. Different models of parallel distributed genetic algorithms, such as Master-Slave, coarse-grained, and fine-grained genetic algorithms, were investigated in regards to their strong and weak points. Synchronous and asynchronous variants of the Master-Slave approach were adapted to the actor model. With the power of Akka framework, a distributed system — cluster of actors – has been successfully created. Finally, the deployment into the cluster environment of a real program is described which demonstrates the usage of the proposed adaptation of Master-Slave approach for the task of finding robot’s best behavior strategy inside an artificial environment. |
|---|