Competitive multi-swarm system in adaptive resource allocation for a multi-process system
This article presents a new proposal that performs adaptive resource allocation to control a multi-process system using bio-inspired techniques, based specifically on swarm intelligence algorithms (SI). These algorithms solve highly complex problems from simple rules to show adaptive and cooperativ...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Universidad de Antioquia
2013-05-01
|
| Series: | Revista Facultad de Ingeniería Universidad de Antioquia |
| Subjects: | |
| Online Access: | https://revistas.udea.edu.co/index.php/ingenieria/article/view/15233 |
| _version_ | 1797861702630375424 |
|---|---|
| author | Juan Marulanda Wilfredo Alfonso Eduardo Caicedo |
| author_facet | Juan Marulanda Wilfredo Alfonso Eduardo Caicedo |
| author_sort | Juan Marulanda |
| collection | DOAJ |
| description |
This article presents a new proposal that performs adaptive resource allocation to control a multi-process system using bio-inspired techniques, based specifically on swarm intelligence algorithms (SI). These algorithms solve highly complex problems from simple rules to show adaptive and cooperative characteristics among various individual agents. This leads to observe with expectation the performance in the applicability that these algorithms handle to control complex systems with multiple inputs and multiple outputs. This paper presents a proposal of different swarm models run independently that recreate a competitive system from an operational standpoint, because each model is based only on its own assigned properties. This proposal was studied and analyzed using various performance metrics. All tested algorithms were able to control all assigned processes and especially the ant model showed more stability.
|
| first_indexed | 2024-04-09T22:07:21Z |
| format | Article |
| id | doaj.art-9492260558594d4984f4e4324cad4e37 |
| institution | Directory Open Access Journal |
| issn | 0120-6230 2422-2844 |
| language | English |
| last_indexed | 2024-04-09T22:07:21Z |
| publishDate | 2013-05-01 |
| publisher | Universidad de Antioquia |
| record_format | Article |
| series | Revista Facultad de Ingeniería Universidad de Antioquia |
| spelling | doaj.art-9492260558594d4984f4e4324cad4e372023-03-23T12:34:48ZengUniversidad de AntioquiaRevista Facultad de Ingeniería Universidad de Antioquia0120-62302422-28442013-05-016610.17533/udea.redin.15233Competitive multi-swarm system in adaptive resource allocation for a multi-process systemJuan Marulanda0Wilfredo Alfonso1Eduardo Caicedo2University of ValleUniversity of ValleUniversity of Valle This article presents a new proposal that performs adaptive resource allocation to control a multi-process system using bio-inspired techniques, based specifically on swarm intelligence algorithms (SI). These algorithms solve highly complex problems from simple rules to show adaptive and cooperative characteristics among various individual agents. This leads to observe with expectation the performance in the applicability that these algorithms handle to control complex systems with multiple inputs and multiple outputs. This paper presents a proposal of different swarm models run independently that recreate a competitive system from an operational standpoint, because each model is based only on its own assigned properties. This proposal was studied and analyzed using various performance metrics. All tested algorithms were able to control all assigned processes and especially the ant model showed more stability. https://revistas.udea.edu.co/index.php/ingenieria/article/view/15233 swarm intelligence multi-processing systemadaptive resource allocationintelligent control |
| spellingShingle | Juan Marulanda Wilfredo Alfonso Eduardo Caicedo Competitive multi-swarm system in adaptive resource allocation for a multi-process system Revista Facultad de Ingeniería Universidad de Antioquia swarm intelligence multi-processing system adaptive resource allocation intelligent control |
| title | Competitive multi-swarm system in adaptive resource allocation for a multi-process system |
| title_full | Competitive multi-swarm system in adaptive resource allocation for a multi-process system |
| title_fullStr | Competitive multi-swarm system in adaptive resource allocation for a multi-process system |
| title_full_unstemmed | Competitive multi-swarm system in adaptive resource allocation for a multi-process system |
| title_short | Competitive multi-swarm system in adaptive resource allocation for a multi-process system |
| title_sort | competitive multi swarm system in adaptive resource allocation for a multi process system |
| topic | swarm intelligence multi-processing system adaptive resource allocation intelligent control |
| url | https://revistas.udea.edu.co/index.php/ingenieria/article/view/15233 |
| work_keys_str_mv | AT juanmarulanda competitivemultiswarmsysteminadaptiveresourceallocationforamultiprocesssystem AT wilfredoalfonso competitivemultiswarmsysteminadaptiveresourceallocationforamultiprocesssystem AT eduardocaicedo competitivemultiswarmsysteminadaptiveresourceallocationforamultiprocesssystem |