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Compară metode

Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Agent-Based NSGA-II×Modelarea bazată pe agenți (ABM)×
DomeniuSimulareSimulare
FamilieProcess / pipelineProcess / pipeline
Anul apariției2000s–2010s1970s–1990s (formalized as a field)
Autorul originalDeb et al. (NSGA-II, 2002); integrated with agent-based modeling frameworks in the 2000s–2010sThomas Schelling and Robert Axelrod (foundational contributions, 1970s–1990s)
TipSimulation-embedded evolutionary multi-objective optimizerComputational simulation method
Sursa seminalăDeb, K., Pratap, A., Agarwal, S., & Meyarivan, T. (2002). A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Transactions on Evolutionary Computation, 6(2), 182-197. DOI ↗Axelrod, R. (1997). The Complexity of Cooperation: Agent-Based Models of Competition and Collaboration. Princeton University Press. DOI ↗
Denumiri alternativeAB-NSGA-II, ABM-NSGA2, agent-driven NSGA-II, simulation-based NSGA-IIABM, Ajan Tabanlı Modelleme (ABM), multi-agent simulation, individual-based modeling
Înrudite45
RezumatAgent-based NSGA-II embeds the NSGA-II evolutionary algorithm inside an agent-based simulation loop so that objective values for each candidate solution are determined by running a full agent simulation rather than by evaluating a closed-form function. This coupling enables multi-objective optimization over systems whose performance emerges from the micro-level interactions of autonomous agents rather than from analytically tractable equations.Agent-based modeling (ABM) is a computational simulation method, formalized through the work of Thomas Schelling and Robert Axelrod in the 1970s–1990s, that simulates the behavior of complex systems by specifying and running autonomous agents — individuals, firms, cells, or any bounded entity — whose local interactions with each other and with their environment collectively produce global, system-level patterns that could not be predicted from any single agent's rules alone.
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  1. v1
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  3. PUBLISHED

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ScholarGateCompară metode: Agent-based NSGA-II · Agent-Based Modeling. Preluat la 2026-06-17 de pe https://scholargate.app/ro/compare