Benchmarking Decentralized vs Centralized Dispatch in Mega-Fulfillment Centers

Analyzing the architectural limits of centralized cloud schedulers versus distributed edge mesh computing in giant warehouses.

Computational Complexity Bottlenecks

As fleet sizes cross 500 agents, pure centralized planners experience exponential solve-time scaling. MassSwarm solves this by partitioning the warehouse floor into autonomous spatial zones connected by boundary reservation ports.

Network Bandwidth Saturation Mitigation

Switching from full trajectory streaming to delta-compressed waypoint vectors reduces Wi-Fi bandwidth utilization from 120 Mbps to less than 4 Mbps across 1,000 robots.

Mega-Hub Operational Benchmark

In a 100,000 m² distribution center, the partitioned CBS-MAPF framework sustained 99.99% on-time order fulfillment during peak holiday volumes of 1.2M parcels/day.

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