Probabilistic Reactive Disassembly Planning

IF 3.2 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL
D. Geiger , E. Zussmann , E. Lenz
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引用次数: 41

Abstract

A paradigm for reactive disassembly planning is developed which combines prior information about the disassembly task encoded in a predictive plan as well as measurements collected during the process in order to select the current most promising disassembly operation. Planning relies on a probabilistic inference mechanism which employs a Bayesian Network. It integrates perception and action and uses the dependencies among various parts of a product to propagate uncertainty regarding their condition as sensed during the disassembly process. Our methodology allows a computerized assessment of an End-Of-Life value of a product which will enable manufacturers to combine design principles that take into account environmental considerations at minimum cost during the design cycle. The approach is demonstrated by a case study.

概率反应式拆解计划
为了选择当前最有希望的拆卸操作,提出了一种反应性拆卸规划范式,该范式结合了在预测计划中编码的拆卸任务的先验信息以及在过程中收集的测量数据。规划依赖于采用贝叶斯网络的概率推理机制。它集成了感知和行动,并利用产品各部分之间的依赖关系来传播在拆卸过程中感知到的关于其状况的不确定性。我们的方法允许对产品的终寿命价值进行计算机化评估,这将使制造商能够在设计周期内以最小的成本将考虑环境因素的设计原则结合起来。通过一个案例研究证明了该方法。
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来源期刊
Cirp Annals-Manufacturing Technology
Cirp Annals-Manufacturing Technology 工程技术-工程:工业
CiteScore
7.50
自引率
9.80%
发文量
137
审稿时长
13.5 months
期刊介绍: CIRP, The International Academy for Production Engineering, was founded in 1951 to promote, by scientific research, the development of all aspects of manufacturing technology covering the optimization, control and management of processes, machines and systems. This biannual ISI cited journal contains approximately 140 refereed technical and keynote papers. Subject areas covered include: Assembly, Cutting, Design, Electro-Physical and Chemical Processes, Forming, Abrasive processes, Surfaces, Machines, Production Systems and Organizations, Precision Engineering and Metrology, Life-Cycle Engineering, Microsystems Technology (MST), Nanotechnology.
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