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An intelligent serial connected hybrid control method for gantry cranes

机译:龙门式起重机智能串行连接混合控制方法

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摘要

The cranes are usually controlled by a variety of actions including handling, lifting, carrying, then lowering and gripping the load. An intelligent control system could provide the operator with important advantages when performing all these operations. As the load cycle times are reduced, the operations are then performed more efficiently, and hence saving time, costs and increasing the overall productivity. As the control system optimizes the motion of the crane, the crane and its components are subjected to load and related stresses for shorter length of time leading to longer lifespans. Most importantly, the likelihood of human error is reduced and security is increased. Especially the transportation of fragile, sensitive materials or load transfer in dangerous conditions makes the operator control very difficult. The present study demonstrates how to perform a artificial intelligence assisted transport operation under variable conditions with hybrid control methods on a simple pendulum. Zero Vibration (ZV) input shaping (IS) method was implemented to a simple pendulum experiment setup with different heights and variable weights. Neural Network (NN), General Regression NN (GRNN), and Radial Basis Function Network (RBFN) were used with serial as a closed-loop intelligent control methods. The presented results indicate that the proposed approach constributes to the overall performance for elimination of residual vibrations.
机译:起重机通常由各种动作控制,包括处理,提升,携带,然后降低和抓住负载。智能控制系统可以在执行所有这些操作时提供具有重要优势的操作员。随着载荷周期时间减小,然后更有效地执行操作,从而节省时间,成本并提高整体生产率。当控制系统优化起重机的运动时,将起重机及其组件进行负载和相关的应力,以便更短的时间通向更长的寿命。最重要的是,减少了人为错误的可能性,并且安全性增加。特别是在危险条件下易碎,敏感材料或负载转移的运输使得操作员控制非常困难。本研究表明,如何在具有在简单摆在简单摆的混合控制方法的可变条件下进行人工智能辅助运输操作。零振动(ZV)输入整形(IS)方法以具有不同高度和可变权重的简单摆形实验设置。神经网络(NN),一般回归NN(GRNN)和径向基函数网络(RBFN)与串行使用作为闭环智能控制方法。所提出的结果表明,建议的方法对消除剩余振动的整体性能来制约。

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