yun2025 发表于 3 小时前

欧加隆与美团医药健康深化战略合作

欧加隆与美团医药健康深化战略合作

装箱机器人把堆垛稳定性纳入每一步选择

新箱子会陆续到达,机器人摆放眼前的箱子时,既不清楚以后还有什么形状,也不能让已经堆好的箱子倒下。SHORE方法同时估计某个位置能否放稳,以及在放稳的条件下这一动作能带来多少收益,再决定挑哪只箱子、如何转向以及放在哪里。训练使用了实际执行结果和模拟的其他选择,部署时不需要为每一步新增搜索。 Chang Shi和Ann Majewicz Fey的这项研究收录在11月6日更新的计算机科学预印本列表中。

在Isaac Gym仿真中,该方法约用40万步达到73%的空间利用率,不建模稳定性的同类学习器约需100万步。在包含60种箱子的测试中,利用率为73.4%,对照方法为58.8%。与此同时,放置失败频率也从对照组的0.63%升至1.03%。作者另外做了真机演示。这组数据给出了装得更多与失稳风险上升之间的实际取舍。

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格洛坦 发表于 2 小时前

沙发!沙发!
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