Robotic Disassembly Sequence Planning With Backup Actions

被引:10
|
作者
Laili, Yuanjun [1 ]
Li, Xiang [1 ]
Wang, Yongjing [2 ]
Ren, Lei [1 ]
Wang, Xiaokang [3 ]
机构
[1] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[2] Univ Birmingham, Sch Engn, Birmingham B15 2TT, W Midlands, England
[3] St Francis Xavier Univ, Dept Comp Sci, Antigonish, NS B2G 2W5, Canada
基金
英国工程与自然科学研究理事会;
关键词
Planning; Interference; Uncertainty; Service robots; Automation; Tools; Robustness; Backup actions; multiobjective evolutionary algorithm; robotic disassembly; sequence planning; MANY-OBJECTIVE OPTIMIZATION; GENETIC ALGORITHM; SEARCH; TIME;
D O I
10.1109/TASE.2021.3072663
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A key step in remanufacturing is disassembly of the ``core'' or the returned product to be remanufactured. Disassembly sequence planning is challenging due to uncertainties in the conditions of the cores. Rust, corrosion, deformation, and missing parts may require disassembly plans to be changed and adapted frequently. Conventional industrial automation that usually serves in repetitive and structured activities may fail when it is applied to disassembly. This research investigates the flexible sequencing of robotic disassembly in the presence of failed automation operations and develops online recovery by incorporating backup actions. It starts with modeling the time and success rate of a backup action. The expected disassembly time and completion rate of a disassembly plan are deduced according to the failure probability of both the operations and their backup actions. A biobjective optimization model for robotic disassembly sequence planning is established using a dual-selection multiobjective evolutionary algorithm. Two solution selection criteria are combined to produce potential offspring candidates in each evolutionary generation. Experimental results show that the backup actions allow efficient recovery from automation and can potentially improve the robustness of robotic disassembly.
引用
收藏
页码:2095 / 2107
页数:13
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