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Robotic Task Oriented Knowledge Graph for Human-Robot Collaboration in Disassembly

机译:面向人机协作的机器人任务导向知识图

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Traditional disassembly methods, such as manual and robotic disassembly, are no longer competent for the requirement of the complexity of the disassembly product. Therefore, the human-robot collaboration concept can be introduced to realize a novel disassembly system, towards increasing the flexibility and adaptability of them. In order to facilitate the efficient and smooth human-robot collaboration in disassembly, it is necessary to make the disassembly system more intelligent. In this paper, a robotic knowledge graph is proposed to provide an assistant for those who lack the relevant knowledge to complete the disassembly task. By natural language processing method, this paper extracts entities and relationships from the disassembly data to build a knowledge base in the form of knowledge graph. Combining graph-based knowledge representation, a prototype system is developed for human to acquire, analyze and manage the disassembly knowledge. Finally, a case study demonstrates that the proposed robotic knowledge graph has savings in terms of disassembly time, idle time and human workload, and it can be applied to assist human operator in disassembly by providing human and robots with various kinds of the needed knowledge.
机译:传统的拆卸方法(例如手动和自动拆卸)不再能满足拆卸产品复杂性的要求。因此,可以引入人机协作概念来实现一种新颖的拆卸系统,以提高它们的灵活性和适应性。为了促进拆卸过程中人机协作的高效顺畅,有必要使拆卸系统更加智能化。本文提出了一种机器人知识图,为缺乏相关知识的人员提供辅助,以完成拆卸任务。通过自然语言处理方法,从反汇编数据中提取实体和关系,以知识图的形式建立知识库。结合基于图的知识表示,开发了一个原型系统,供人类获取,分析和管理反汇编知识。最后,通过案例研究表明,所提出的机器人知识图节省了拆卸时间,空闲时间和人工工作量,并且可以通过为人类和机器人提供各种所需的知识来协助操作员进行拆卸。

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