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English(EN) Dynamic Haven Selection for Multi-Agent Pickup and Delivery in Constrained Warehouses

新的AI方法提高了约束仓库中机器人的任务完成率 · 跟踪2个来源

研究人员为约束仓库环境中的多智能体拾取和配送系统开发了新方法。第一篇论文介绍了一种自适应方法 A-sharp,该方法在任务分配时动态选择智能体的等待位置(停靠点),与固定的停靠点策略相比,显著提高了配送时间。第二篇论文提出了一种固定的停靠点预留系统 SHARP,通过为单个智能体分配特定的停靠点,确保了在密集仓库中的任务完成。这种固定的停靠点方法表现出强大的性能,在各种配置下都能完成所有任务,尽管在复杂布局上会产生更高的规划成本。 AI

影响 这些进展可能导致物流和仓储管理中更高效、更鲁棒的机器人操作。

排序理由 arXiv 上发表了两篇学术论文,详细介绍了多智能体系统的新算法。

在 arXiv cs.MA (Multiagent) 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

新的AI方法提高了约束仓库中机器人的任务完成率 · 跟踪2个来源

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arXiv 上发表了两篇学术论文,详细介绍了多智能体系统的新算法。
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报道来源 [2]

  1. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Itsuki Noda ·

    受限仓库中多智能体拾取与配送的动态停靠点选择

    Space-efficient warehouse layouts often contain single-agent-width aisles and dead-end workstations where robots have few places to wait without blocking others. In Multi-Agent Pickup and Delivery (MAPD) on such constrained layouts, robots must accept online pickup-delivery tasks…

  2. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Itsuki Noda ·

    固定停靠点在线多智能体密集仓库取货与配送预订

    Dense warehouses often contain single-lane aisles, dead ends, and tree-like guidepaths that leave little room for idle agents to wait without blocking others. Existing Multi-Agent Pickup and Delivery (MAPD) guarantees for completing all finitely released tasks typically rely on e…