MAS-Based Adaptive Cooperative Optimization Algorithm (MAS-ACOA) Article Swipe
Multi-agent Systems Theory (MAS Theory) provides a mathematical framework for studying complex distributed intelligent systems. This paper proposes a novel adaptive cooperative optimization algorithm (MAS-ACOA) based on MAS Theory. By introducing an information field mechanism, an adaptive belief system, a multi-level cooperative-competitive mechanism, and an environmental feedback fusion mechanism, it achieves efficient search and global exploration of optimization problems. The algorithm models the optimization problem as a system composed of multiple autonomous agents, fully reflecting the autonomy, cooperation, communication capabilities, and environmental awareness of the agents. This paper systematically elaborates on the algorithm design ideas, mathematical modeling, core mechanisms, and formula derivation, demonstrating the profound application value of MAS theory in heuristic optimization algorithms.
Related Topics
Concepts
Mathematical optimization
Computer science
Heuristic
Core (optical fiber)
Field (mathematics)
Optimization algorithm
Optimization problem
Global optimization
Adaptive optimization
Algorithm
Engineering optimization
Algorithm design
Adaptive algorithm
Key (lock)
Meta-optimization
Sensor fusion
Derivative-free optimization
Multidisciplinary design optimization
Distributed algorithm
Adaptive system
Mathematical theory
Minification
Artificial intelligence
Continuous optimization
Metadata
- Type
- preprint
- Landing Page
- https://doi.org/10.5281/zenodo.17853095
- OA Status
- green
- OpenAlex ID
- https://openalex.org/W7111049754
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W7111049754Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.5281/zenodo.17853095Digital Object Identifier
- Title
-
MAS-Based Adaptive Cooperative Optimization Algorithm (MAS-ACOA)Work title
- Type
-
preprintOpenAlex work type
- Publication year
-
2025Year of publication
- Publication date
-
2025-12-08Full publication date if available
- Authors
-
Zhang JinchengList of authors in order
- Landing page
-
https://doi.org/10.5281/zenodo.17853095Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.5281/zenodo.17853095Direct OA link when available
- Concepts
-
Mathematical optimization, Computer science, Heuristic, Core (optical fiber), Field (mathematics), Optimization algorithm, Optimization problem, Global optimization, Adaptive optimization, Algorithm, Engineering optimization, Algorithm design, Adaptive algorithm, Key (lock), Meta-optimization, Sensor fusion, Derivative-free optimization, Multidisciplinary design optimization, Distributed algorithm, Adaptive system, Mathematical theory, Minification, Artificial intelligence, Continuous optimizationTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
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