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车载资源约束下的控制器域网络异常检测自适应优化方法 被引量:1
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作者 张金锋 张震 +1 位作者 刘少勋 邬江兴 《电子与信息学报》 EI CSCD 北大核心 2023年第7期2432-2442,共11页
针对在有限的车载资源约束条件下,如何兼顾控制器域网络(CAN)异常检测准确度和时效性的问题,该文提出一种CAN网络异常检测自适应优化方法。首先,基于信息熵建立了CAN网络异常检测的准确度和时效性量化指标,并将CAN网络异常检测建模为多... 针对在有限的车载资源约束条件下,如何兼顾控制器域网络(CAN)异常检测准确度和时效性的问题,该文提出一种CAN网络异常检测自适应优化方法。首先,基于信息熵建立了CAN网络异常检测的准确度和时效性量化指标,并将CAN网络异常检测建模为多目标优化问题;然后,设计了求解多目标优化问题的第二代非支配排序遗传算法(NSGA-II),将帕累托前沿作为CAN网络异常检测模型参数的优化调整空间,提出了满足不同场景需求的检测模型鲁棒控制机制。通过实验分析,深入剖析了优化参数对异常检测的影响,验证了所提方法能够在有限车载资源下适应多样化检测场景需求。 展开更多
关键词 智能网联汽车 资源约束 控制器域网络异常检测 多目标优化 鲁棒控制机制
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Wide-area nonlinear robust voltage control strategy for multi-machine power systems 被引量:3
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作者 RUAN Yang YUAN RongXiang 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第4期1107-1117,共11页
This paper presented a novel wide-area nonlinear excitation control strategy for multi-machine power systems. A simple and effective model transformation method was proposed for the system's mathematical model in ... This paper presented a novel wide-area nonlinear excitation control strategy for multi-machine power systems. A simple and effective model transformation method was proposed for the system's mathematical model in the COI (center of inertia) coordinate system. The system was transformed to an uncertain linear one where deviation of generator terminal voltage became one of the new state variables. Then a wide-area nonlinear robust voltage controller was designed utilizing a LMI (linear matrix inequality) based robust control theory. The proposed controller does not rely on any preselected system operating point, adapts to variations of network parameters and system operation conditions, and assures regulation accuracy of generator terminal voltages. Neither rotor angle nor any variable's differentiation needs to be measured for the proposed controller, and only terminal voltages, rotor speeds, active and reactive power outputs of generators are required. In addition, the proposed controller not only takes into account time delays of remote signals, but also eliminates the effect of wide-area information's incompleteness when not all generators are equipped with PMU (phase measurement unit). Detailed tests were conducted by PSCAD/EMTDC for a three-machine and four-machine power systems respectively, and simulation results illustrate high performance of the proposed controller. 展开更多
关键词 multi-machine power systems center of inertia nonlinear excitation control wide-area control voltage regulation of generators
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Double-loop robust tracking control for micro machine tools 被引量:2
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作者 FAN ShiXun NAGAMUNE Ryozo FAN DaPeng 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第11期3054-3063,共10页
This paper addresses double-loop robust tracking controller design of the miniaturized linear motor drive precision stage with mass and damping ratio uncertainties. As an inner-loop, a disturbance observer (DOB) is ... This paper addresses double-loop robust tracking controller design of the miniaturized linear motor drive precision stage with mass and damping ratio uncertainties. As an inner-loop, a disturbance observer (DOB) is employed to suppress exogenous low frequency disturbances such as friction and cutting force. To further eliminate the residual disturbance and to guarantee the robust tracking to the reference input, μ-synthesis outer-loop controller is designed. For eliminating the steady state error, a technique is proposed to design the μ-synthesis outer-loop controller with an integrator. A guideline to select the bandwidth of the Q-filter in the DOB is provided. Simulations using a model of a prototype micro-milling machine indicate that the proposed outer-loop synthesis scheme is superior to the H∞ suboptimal control in disturbance rejection performance and steady state tracking performance. Furthermore, it is shown experimentally that the proposed double-loop robust tracking controller improves the tracking performance of the stage by 29.6% over PID control with a DOB inner-loop. 展开更多
关键词 micro machine tools robust tracking μ-synthesis disturbance observer
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