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Design and Application of Discrete Sliding Mode Control with RBF Network-based Switching Law 总被引:3,自引:0,他引:3
This article proposes a novel approach combining exponential-reaching-law-based equivalent control law with radial basis function (RBF) network-based switching law to strengthen the sliding mode control (SMC) tracking capacity for systems with uncertainties and disturbances. First, SMC discrete equivalent control law is designed on the basis of the nominal model of the system and the adaptive exponential reaching law, and subsequently, stability of the algorithm is analyzed. Second, RBF network is used to form the switching law in a direct and online manner with sliding-mode-related inputs and by approximating evaluation function; and the method to adjust its parameters is devised. Finally, comparable experiments are carried out to verify the application of the proposed approach to an inner-axis driven by a direct current (DC) torque motor through extra-low speed servo for a high precision flight simulator, and the axis works under deteriorating conditions such as periodically fluctuating torques of motor, nonlinear friction, and time-varying model parameters. The results show that the combined SMC can effectively improve the servo performance, for instance, to a stable 0.000 08 (°)/s speed response, the tracking error would be within 0.000 08° in 98% of operating times. Moreover, the hybrid nature of the approach imparts the RBF network the features of removing offline training and ease to set initial parameters. 相似文献
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模糊数学在考试成绩分析中的应用 总被引:2,自引:0,他引:2
牛莉 《华北航天工业学院学报》2005,15(3):34-35,52
本文将模糊集合理论应用于考试分析,提出了一种对考试成绩的总体分布进行估计的较合理、有效的方法。 相似文献
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Manyhighpefformancecontrolsystemsmusthavefauhtolerantabilityagainstsensorfailures.Theapplicationofprevioussensorfailuredetectinnmethods,mostlybasedonanalyti-calredundancy['Jlislimitedbecausetheyrequireaprecise.mathematicalmedel.BPneuralnetwork(BPNN)isabletolearnanycomplicatedcontinuousnonlinearfunctions,therefore,itcanbeusedtodetectsensorfailuresandrecoverthesignalforthefailedsensor'Recentpubli-cationshavedemonstratedtheuseofBPNNfordetectingsomkindofsensorfailuresandre-coveringthefailedsen… 相似文献
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Niu Jinming 《今日民航》2018,(2)
正巴航工业莱格赛500是全球首款采用全电传操纵系统和侧杆操纵技术的中型喷气公务机,大幅减轻飞行员工作负荷的同时极大程度提升了飞行的安全与效率。作为一款融合了多项尖端技术和前卫设计的划时代产品,莱格赛500革命性地重新定义了中型公务机的概念,开启了一个新的纪元。 相似文献
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Zhuo Li Tisheng Zhang Farui Qi Hailiang Tang Xiaoji Niu 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2019,63(7):2164-2174
Since the signals of global navigation satellite system (GNSS) are blocked frequently in challenging environments, the discontinuous carrier phases seriously affect the application of GNSS precise positioning. To improve the carrier phase continuity, this paper proposes a carrier phase prediction method based on carrier open-loop tracking. In the open-loop tracking mode, the carrier numerically controlled oscillator (NCO) is controlled by the predicted Doppler, but not by the loop filter output. To improve the phase prediction effective time, accurate receiver clock drift estimation is studied in the prediction method. The phase prediction performance is tested on GNSS software receiver. In the phase prediction effective time tests, open-loop processes were set for the tested channel. The test results show that, when some satellite signals are blocked in 15?s, the probability of carrier phase error less than quarter cycles is more than 94%. In the real time kinematic (RTK) positioning tests, some satellite signals are blocked in 10–15?s repeatedly. The test results show that, the carrier phase continuity is basically not affected by the signal interruption, and the RTK can almost keep continuous centimeter-level positioning accuracy without re-fixing the integer ambiguity. 相似文献
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新型双凸极发电机数字控制原理与实现 总被引:3,自引:0,他引:3
电励磁双凸极电机是一种新型交流无刷电机,它具有结构简单、可靠性高、维修方便等优点,用作发电机具有调压控制简单、可故障灭磁等优点。文中首先介绍了电励磁双凸极发电机系统的控制原理,并分析了发电系统的控制规律。为优化控制P I参数,提高系统的动稳态性能,通过M atlab仿真获得根据输出电压与给定电压的偏差的变P I参数组合,并经试验优化该P I参数组合。然后,通过硬件构成与软件设计两方面介绍了基于DSP控制的电励磁双凸极发电机系统的设计方法。最后,以一台30 kW发电机为例,设计了一套数字调压器,并进行了系统试验。实验结果表明,电励磁双凸极发电系统采用变P I参数的控制方法具有良好的动稳态特性。 相似文献
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焊接技术应用于多个领域,近些年焊缝缺陷自动检测技术成为了重要的研究方向。本文基于VGG-16卷积神经网络的良好分类性能,提出一种SC-VGG网络结构,利用合成卷积层替换了单个卷积层,同时改进了训练过程中的损失函数,使网络结构更为关注焊缝缺陷类型预测的结果。经过实验测试,SC-VGG网络结构在训练过程中损失函数曲线可以很好的收敛,与其他网络结构相比对焊缝缺陷特征的提取性能更好,平均准确率和召回率达到了95.86%和98.33%,为焊缝缺陷自动化识别提供了算法支撑。 相似文献