Robotic industrial automation simulation-optimization for resolving conflict and deadlock

IF 1.9 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Assembly Automation Pub Date : 2021-06-26 DOI:10.1108/aa-10-2019-0185
H. Fazlollahtabar, M. Saidi‐Mehrabad, E. Masehian
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Abstract

Purpose The purpose of this study is to investigate the benefits of the turning point layout; a simulation model being applicable for strategic level is designed that compares systems with and without turning points. Specifically, the avoidance of deadlocks and prevention of conflicts is substantial. Design/methodology/approach Optimization process for different layouts and configuration of autonomous guided vehicles (AGVs) are worked out using statistical methods for design parameters. Regression analysis is used to find effective design parameters and analysis of variance is applied for adjusting critical factors. Also, the optimal design is then implemented in a manufacturing system for an industrial automation and the results are reported. Findings The outputs imply the effectiveness of the proposed approach for real industrial cases. This research will combine both simulation-based method and optimization technique to improve the quality of solutions. Originality/value In AGV systems, the begin-end combinations are usually connected by using a fixed layout, which is not the optimal path. The capability of these configurations is limited and often the conflict of multiple AGVs and deadlock are inevitable. By appearing more flexible layouts and advanced technology, the positioning and dispatching of AGVs increased. A new concept would be to determine each path dynamically. This would use the free paths for AGVs leading to overcome the conflicts and deadlocks.
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机器人工业自动化仿真-解决冲突和死锁的优化
本研究的目的是探讨拐点布局的效益;设计了一个适用于战略层面的仿真模型,对有拐点和无拐点的系统进行了比较。具体来说,避免僵局和预防冲突是重要的。设计/方法/途径采用设计参数的统计方法,对自动导引车(agv)的不同布局和配置进行优化。采用回归分析寻找有效的设计参数,采用方差分析调整关键因素。最后,将该优化设计应用于某工业自动化制造系统,并给出了结果报告。研究结果表明,本文提出的方法对实际工业案例是有效的。本研究将结合基于仿真的方法和优化技术来提高解的质量。在AGV系统中,开始-结束组合通常使用固定布局连接,这不是最优路径。这些配置的能力是有限的,并且常常不可避免地会出现多个agv的冲突和死锁。通过更加灵活的布局和先进的技术,agv的定位和调度增加了。一个新的概念是动态地确定每条路径。这将使用agv的自由路径来克服冲突和死锁。
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来源期刊
Assembly Automation
Assembly Automation 工程技术-工程:制造
CiteScore
4.30
自引率
14.30%
发文量
51
审稿时长
3.3 months
期刊介绍: Assembly Automation publishes peer reviewed research articles, technology reviews and specially commissioned case studies. Each issue includes high quality content covering all aspects of assembly technology and automation, and reflecting the most interesting and strategically important research and development activities from around the world. Because of this, readers can stay at the very forefront of industry developments. All research articles undergo rigorous double-blind peer review, and the journal’s policy of not publishing work that has only been tested in simulation means that only the very best and most practical research articles are included. This ensures that the material that is published has real relevance and value for commercial manufacturing and research organizations.
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