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基于仿生感知的机床刀具故障诊断系统 被引量:2
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作者 刘富 宋阳 +3 位作者 刘云 康冰 姜守坤 侯涛 《吉林大学学报(信息科学版)》 CAS 2021年第2期127-135,F0002,共10页
现有刀具故障诊断系统具有系统庞大、成本高,精度低等问题,亟需开发一种高精度、低成本的刀具故障诊断系统。为此,提出一种基于仿生应变传感器的数控机床刀具故障诊断系统,该系统首先将精度高、价格便宜的仿生柔性裂纹阵列振动敏感元件... 现有刀具故障诊断系统具有系统庞大、成本高,精度低等问题,亟需开发一种高精度、低成本的刀具故障诊断系统。为此,提出一种基于仿生应变传感器的数控机床刀具故障诊断系统,该系统首先将精度高、价格便宜的仿生柔性裂纹阵列振动敏感元件封装成刚性的仿生应变传感器,使其适用于采集机床刀具振动信号;然后从采集的刀具振动信号中提取时域和频域特征,并使用支持向量机算法建立刀具故障诊断模型。通过实验对离线故障和实时机床加工环境中的在线故障进行诊断,结果表明,设计的基于仿生应变传感器的刀具故障诊断系统对机加故障诊断的准确率大于88%,在保证故障诊断性能的同时降低了检测成本。这是将灵敏度高、成本低的仿生柔性敏感元件应用于工业故障诊断的一次全新尝试。 展开更多
关键词 信息处理技术 刀具故障诊断 仿生柔性裂纹阵列振动敏感元件 支持向量机 评价指标全称
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A Second-Order Sliding Mode Controller of Quad-Rotor UAV Based on PID Sliding Mode Surface with Unbalanced Load 被引量:6
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作者 KANG Bing MIAO Yan +3 位作者 LIU Fu DUAN Jilu WANG Ke jiang shoukun 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2021年第2期520-536,共17页
Quad-rotor unmanned aerial vehicle(UAV)is a typical multiple-input-multiple-output underactuated system with couplings and nonlinearity.Usually,the flying environment is very complex,so that it is impossible for the U... Quad-rotor unmanned aerial vehicle(UAV)is a typical multiple-input-multiple-output underactuated system with couplings and nonlinearity.Usually,the flying environment is very complex,so that it is impossible for the UAV to avoid effects derived from disturbances and uncertainties.In order to improve the reliability of flight control,we established the dynamic model of quad-rotor UAV by Newton-Euler equation in unbalanced load conditions.Considering external disturbances in the attitude,a second-order sliding mode controller was designed with PID sliding mode surface and Extended State Observer(ESO).The simulation experiments have got good control performance,illustrating the effectiveness of our controller.Meanwhile,the controller was implemented in a quadrotor UAV,which carried a pan-tilt camera for aerial photography.The actual flight experiments proved that this paper dealt with the high stabilization flight control problem for the quad-rotor UAV,which laid a good foundation for autonomous flight of the UAV. 展开更多
关键词 Quad-rotor UAV sliding mode controller unbalanced load
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