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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Si-Yang Chen

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Open access Sep 2026

A Hybrid Metaheuristics Based on an Improved Set-Based Particle Swarm Optimization and a Self-Organizing Map for the Capacitated Vehicle Routing Problem

The capacitated vehicle routing problem (CVRP) is a representative NP-hard combinatorial optimization problem with broad applications in logistics and transportation. This paper proposes a hybrid metaheuristic, termed SPSOM-CVRP, which integrates an improved set-based particle swarm optimization (SPSO) with a self-orga...

Lei Tong, Si-Yang Chen, Xue-Wen Xia · 0 citations

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