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Robust model predictive control with randomly occurred networked packet loss in industrial cyber physical systems 被引量:10
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作者 CAI Hong-bin LI Ping +1 位作者 SU Cheng-li CAO Jiang-tao 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第7期1921-1933,共13页
For a class of linear discrete-time systems that is subject to randomly occurred networked packet loss in industrial cyber physical systems, a novel robust model predictive control method with active compensation mech... For a class of linear discrete-time systems that is subject to randomly occurred networked packet loss in industrial cyber physical systems, a novel robust model predictive control method with active compensation mechanism was proposed. The probability distribution of packet loss is described as the Bernoulli distributed white sequences. By using the Lyapunov stability theory, the existing sufficient conditions of the controller are derived from solving a group of linear matrix inequalities. Moreover, dropout-rate with uncertainty and unknown dropout-rate are also considered, which can greatly reduce the conservativeness of the controller. The designed robust model predictive control method not only efficiently eliminates the negative effects of the networked data loss in industrial cyber physical systems but also ensures the stability of closed-loop system. Two examples were provided to illustrate the superiority and effectiveness of the proposed method. 展开更多
关键词 robust model predictive control networked control system packet loss linear matrix inequalities (LMIs)
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Design of Robust Model Predictive Control Based on Multi-step Control Set 被引量:15
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作者 LI De-Wei XI Yu-Geng 《自动化学报》 EI CSCD 北大核心 2009年第4期433-437,共5页
关键词 多步控制集 鲁棒模型 预先控制 反馈控制
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Hierarchical Switching Control of Multiple Models Based on Robust Control Theory 被引量:4
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作者 GAO FENG LI Ke-Qiang LIAN Xiao-Min 《自动化学报》 EI CSCD 北大核心 2006年第3期411-416,共6页
A new hierarchical switching control system of multiple models based on robust control theory is designed for some plant with large uncertainties. The model set and controller set are designed by robust control theory... A new hierarchical switching control system of multiple models based on robust control theory is designed for some plant with large uncertainties. The model set and controller set are designed by robust control theory and the characteristics of robust control system are taken into account. A new kind of switching index function by estimating uncertainty is designed. Furthermore, stability of the closed system is analyzed by the small gain theorem in the sense of exponentially weighted L2 norm. And simulation is done on a plant with both parameter uncertainty and un-modeled dynamics. Both theoretical analysis and simulation results show that this new hierarchical switching control system can control the plant with large uncertainties effectively and has good performance of tracking and stability. 展开更多
关键词 多模式控制 开关控制 自动化系统 鲁棒控制
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A Switching Method for a Model Reference Robust Control with Unknown High Frequency Gain Sign
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作者 YUAN Li-Na LIN Yan 《自动化学报》 EI CSCD 北大核心 2006年第4期618-623,共6页
The problem of controlling a single-input-single-output plant without prior knowledge of high frequency gain sign is addressed by using the model reference robust control approach.A switching method is proposed based ... The problem of controlling a single-input-single-output plant without prior knowledge of high frequency gain sign is addressed by using the model reference robust control approach.A switching method is proposed based on a monitoring function so that after a finite number of swi- tchings the tracking error converges to zero exponentially.Furthermore,it is shown that if some initial states of the closed-loop system are zero,only one switching is needed. 展开更多
关键词 model following high-frequency gain robust control switching control
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Modeling Approach of Regression Orthogonal Experiment Design for Thermal Error Compensation of CNC Turning Center 被引量:2
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作者 DU Zheng-chun, YANG Jian-guo, YAO Zhen-qiang, REN Yong-qiang (School of Mechanical Engineering, Shanghai Jiaotong University, Shanghai 200030, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期23-,共1页
The thermal induced errors can account for as much as 70% of the dimensional errors on a workpiece. Accurate modeling of errors is an essential part of error compensation. Base on analyzing the existing approaches of ... The thermal induced errors can account for as much as 70% of the dimensional errors on a workpiece. Accurate modeling of errors is an essential part of error compensation. Base on analyzing the existing approaches of the thermal error modeling for machine tools, a new approach of regression orthogonal design is proposed, which combines the statistic theory with machine structures, surrounding condition, engineering judgements, and experience in modeling. A whole computation and analysis procedure is given. Therefore, the model got from this method are more robust and practical than those got from the present method that depends on the modeling data completely. At last more than 100 applications of CNC turning center with only one thermal error model are given. The cutting diameter variation reduces from more than 35 μm to about 12 μm with the orthogonal regression modeling and compensation of thermal error. 展开更多
关键词 regression orthogonal thermal error compensation robust modeling CNC machine tool
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Missile robust gain scheduling autopilot design using full block multipliers 被引量:3
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作者 Jianqiao Yu Guanchen Luo Wentao Yin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第5期883-891,共9页
Reduction of conservatism is one of the key and difficult problems in missile robust gain scheduling autopilot design based on multipliers.This article presents a scheme of adopting linear parameter-varying(LPV) con... Reduction of conservatism is one of the key and difficult problems in missile robust gain scheduling autopilot design based on multipliers.This article presents a scheme of adopting linear parameter-varying(LPV) control approach with full block multipliers to design a missile robust gain scheduling autopilot in order to eliminate conservatism.A model matching design structure with a high demand on matching precision is constructed based on the missile linear fractional transformation(LFT) model.By applying full block S-procedure and elimination lemma,a convex feasibility problem with an infinite number of constraints is formulated to satisfy robust quadratic performance specifications.Then a grid method is adopted to transform the infinite-dimensional convex feasibility problem into a solvable finite-dimensional convex feasibility problem,based on which a gain scheduling controller with linear fractional dependence on the flight Mach number and altitude is derived.Static and dynamic simulation results show the effectiveness and feasibility of the proposed scheme. 展开更多
关键词 full block multiplier gain scheduling control robust control model matching autopilot.
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Adaptive Compensation for Robust Tracking of Uncertain Dynamic Delay Systems 被引量:1
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作者 QUAN Quan YANG De-Dong CAI Kai-Yuan 《自动化学报》 EI CSCD 北大核心 2010年第8期1189-1194,共6页
关键词 稳定性 鲁棒系统 自动化系统 控制器
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A Robust Deadbeat Control Method for UPS Inverters
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作者 汪孟 李方正 +1 位作者 黄立培 SAKANE Makoto 《电工电能新技术》 CSCD 北大核心 2007年第4期31-35,64,共6页
The traditional deadbeat control for UPS inverters has a robustness problem. The parametric imprecision can greatly harm the stability of the system, which restricts the application. A novel robust deadbeat control me... The traditional deadbeat control for UPS inverters has a robustness problem. The parametric imprecision can greatly harm the stability of the system, which restricts the application. A novel robust deadbeat control method is proposed in this paper to deal with the problem. In the proposed control method, a proportional element is added to the traditional deadbeat control in order to improve the robustness to parametric imprecision. To eliminate the error between output voltage and voltage reference caused by environmental noise and parametric deviation, a model reference adaptive regulator is also added to the control method. A 1kVA prototype is built based on DSP. Theoretical analysis and experimental results show that the robustness for parametric variation of the proposed method is much better than the traditional deadbeat control. The system can remain stable even when the systemic parameters have a large deviation from calculating parameters. The system has small static error and fast dynamic response with the new control method. This method is easy to realize in DSP and is suitable for full digital realization of UPS. 展开更多
关键词 不间断电源逆变器 懒散控制 模型参考自适应控制 鲁棒性
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Robust Smooth Time-varying Exponential Stabilization of Dynamic Nonholonomic Mobile Cart with Parameter Uncertainties 被引量:3
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作者 马保离 《自动化学报》 EI CSCD 北大核心 2005年第2期314-319,共6页
For regulating the dynamic nonholonomic mobile cart with parameter uncertainties, a time-varying robust control law is derived to yield globally exponential convergence of cart's position and orientation to the de... For regulating the dynamic nonholonomic mobile cart with parameter uncertainties, a time-varying robust control law is derived to yield globally exponential convergence of cart's position and orientation to the desired set point. The controller design relies on converting the cart's dynamics to an advantageous form, and the robust linear feedback control laws steer the cart's position and orientation errors to zero exponentially. Simulation results show the effectiveness of the proposed control law. 展开更多
关键词 参数不确定 鲁棒镇定 移动小车 增强可靠性 平滑时变控制
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考虑光伏不确定性的主动配电网自适应鲁棒优化经济调度策略 被引量:1
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作者 卢芳 王振宇 +2 位作者 刘宏达 谢彪 宋紫薇 《电力系统保护与控制》 北大核心 2025年第9期93-106,共14页
针对光伏出力随机性对主动配电网经济性的影响,提出一种基于高斯混合模型(Gaussian mixture model,GMM)的自适应鲁棒优化调度策略,以降低系统运行成本。首先,将光伏出力分为光照充足和光照不足两种情况,采用GMM对光伏出力历史数据进行... 针对光伏出力随机性对主动配电网经济性的影响,提出一种基于高斯混合模型(Gaussian mixture model,GMM)的自适应鲁棒优化调度策略,以降低系统运行成本。首先,将光伏出力分为光照充足和光照不足两种情况,采用GMM对光伏出力历史数据进行聚类分析,生成不同光照条件下不同时刻光伏出力不确定集的均值与标准差,并基于拉依达准则构建了不同光照条件下的精确不确定性集。其次,建立了以配电网总调度成本最小化为目标的自适应鲁棒优化调度模型,充分考虑了光伏出力的不确定性,并运用仿射决策规则进行求解,增强了模型对光伏波动的适应性。最后,通过改进的IEEE33节点配电网系统进行仿真验证,结果表明,该模型在保证系统安全性的同时,相较于经典区间集和多面体集有效降低了运行成本,优化结果的保守性小。 展开更多
关键词 主动配电网 自适应鲁棒优化 高斯混合模型 不确定性
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考虑运营风险的医疗废物回收选址多目标鲁棒优化研究 被引量:3
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作者 马艳芳 刘畅 +1 位作者 黄思雨 杨丽宁 《计算机工程与应用》 北大核心 2025年第1期341-351,共11页
为规避突发公共卫生事件下的不确定风险,研究医疗废物回收网络中的回收中心、处理中心、处置中心等节点选址问题,以总成本最小以及总风险最小为目标,构建考虑运营风险的医疗废物回收选址多目标鲁棒优化模型,设计非支配排序遗传算法,提出... 为规避突发公共卫生事件下的不确定风险,研究医疗废物回收网络中的回收中心、处理中心、处置中心等节点选址问题,以总成本最小以及总风险最小为目标,构建考虑运营风险的医疗废物回收选址多目标鲁棒优化模型,设计非支配排序遗传算法,提出p鲁棒迭代算子求解p值下界,采用轮盘赌选择,结合精英策略、均匀交叉和反向变异等遗传操作。基于仿真案例,求解确定性模型与鲁棒优化模型得到帕累托解。模型对比结果表明鲁棒优化模型适用所有情景,且成本相对遗憾值均小于2%,能够有效应对参数不确定引起的设施选址变化。对p值进行灵敏度分析,结果表明当0.004≤p≤0.08时,解的质量随p值增大而上升;p值越接近下界0.004,目标值下降越迅速,越适于应对紧急情况;同时决策者的风险偏好程度和总成本对设施布局有重要影响,需对二者进行综合权衡。 展开更多
关键词 医疗废物 多目标规划 选址模型 NSGA-II算法 鲁棒优化
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PI tuning for large dead-time processes with a new robustness specification
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作者 徐江化 邵惠鹤 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期333-336,共4页
A simple PI controller tuning method for large dead-time processes is presented. First, a first-order plus dead-time model is identified on the basis of relay feedback experiments, which Nyquist curve is very close to... A simple PI controller tuning method for large dead-time processes is presented. First, a first-order plus dead-time model is identified on the basis of relay feedback experiments, which Nyquist curve is very close to that of large dead-time processes over a wide frequency range. With the model available, PI controller is designed with a new robust specification. Simulation examples show the effectiveness and feasibility of the presented PI tuning method for large dead-time processes. 展开更多
关键词 PI control model identification relay feedback robustness.
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A New Approach to Robust and Fault Tolerant Control 被引量:6
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作者 KeminZhou 《自动化学报》 EI CSCD 北大核心 2005年第1期43-55,共13页
In this paper, we shall summarize a new approach to robust and fault tolerant control proposed recently by the author. This approach is based on a variation of all controller parametrization. This robust and fault-tol... In this paper, we shall summarize a new approach to robust and fault tolerant control proposed recently by the author. This approach is based on a variation of all controller parametrization. This robust and fault-tolerant control design consists of two parts: a nominal performance controller and a robustness controller, and works in such a way that when a component (sensor,actuator, etc.) failure is detected, the controller structure is reconfigured by adding a robustness loop to compensate the fault. We shall illustrate how this strategy works under various situations. 展开更多
关键词 强度 加强性能 设计折衷方案 容错法控制 通用内部模型控制 参数
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基于输出反馈观测器的主动悬架鲁棒模型预测抗扰控制
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作者 朱冰 李海乔 +4 位作者 赵健 陈志成 侯杰 王仕伟 丁树伟 《汽车工程》 北大核心 2025年第10期1973-1984,1993,共13页
为克服主动悬架系统(active suspension system,ASS)执行器时滞与外界随机输入等非线性扰动问题,减少其对高成本传感器的依赖,提出一种基于输出反馈观测器的鲁棒模型预测抗扰控制(observer-based robust model predictive anti-disturba... 为克服主动悬架系统(active suspension system,ASS)执行器时滞与外界随机输入等非线性扰动问题,减少其对高成本传感器的依赖,提出一种基于输出反馈观测器的鲁棒模型预测抗扰控制(observer-based robust model predictive anti-disturbance control,OB-RMPAC)策略。首先,建立考虑执行器时滞扰动的半车主动悬架系统动力学模型;其次,通过二次有界性条件构建可在外界随机输入扰动下精确估计ASS状态的输出反馈观测器;再次,综合应用不变集理论、线性矩阵不等式与凸优化技术,设计满足ASS多约束的鲁棒模型预测抗扰控制策略;最后,分析并证明闭环控制系统的递推可行性与鲁棒稳定性。测试结果表明,OB-RMPAC可在精确估计系统状态的基础上显著改善装配ASS车辆的动态性能。 展开更多
关键词 主动悬架 鲁棒模型预测抗扰控制 输出反馈观测器 非线性扰动
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诊断和提高迁移学习模型鲁棒性的可视分析方法
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作者 刘真 颜菁 +2 位作者 吴兆国 林菲 吴向阳 《计算机辅助设计与图形学学报》 北大核心 2025年第6期1073-1087,共15页
虽然迁移学习可以使开发人员根据复杂的预训练模型(教师模型)构建符合目标任务的自定义模型(学生模型),但是迁移学习中的学生模型可能会继承教师模型中的缺陷,而模型鲁棒性是作为衡量模型缺陷继承的重要指标之一.在迁移学习领域中,通常... 虽然迁移学习可以使开发人员根据复杂的预训练模型(教师模型)构建符合目标任务的自定义模型(学生模型),但是迁移学习中的学生模型可能会继承教师模型中的缺陷,而模型鲁棒性是作为衡量模型缺陷继承的重要指标之一.在迁移学习领域中,通常会运用缺陷缓解或学生模型和教师模型联合训练的方法,达到减少继承教师模型的缺陷知识目的.因此,文中提出一种用于探索迁移学习过程中模型鲁棒性变化情况的可视分析方法,并构建了相应的原型系统——TLMRVis.该方法首先计算了学生模型的鲁棒性能指标;其次在数据实例层面展示模型各类别的表现性能;然后在实例特征层面通过模型抽象化方式去揭示教师模型和学生模型之间继承的重用知识;最后结合模型切片方法改善模型的缺陷继承用以提高模型鲁棒性.同时, TLMRVis系统不仅结合多种可视化方法展示多种学生模型和教师模型之间的异同点,而且通过引入缺陷缓解技术来查看和诊断教师模型和学生模型的性能变化和底层预测行为机制. 2个案例的实验结果表明, TLMRVis系统可以帮助用户分析迁移学习中模型的鲁棒性、模型继承的缺陷知识和模型缺陷改善后的性能变化. 展开更多
关键词 迁移学习 可视分析 模型鲁棒性 缺陷继承 缺陷缓解
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基于改进Crossformer伪量测构建的主动配电网预测辅助状态估计方法 被引量:1
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作者 王玥 于越 +1 位作者 郭嘉辉 金朝阳 《高电压技术》 北大核心 2025年第6期2999-3009,I0031-I0033,共14页
为了解决高比例分布式电源(distributed generation,DG)大规模并网后实时量测数目缺失、传统预测辅助状态估计方法(forecasting-aided state estimation,FASE)估计精度有限等问题,提出了基于改进Crossformer伪量测构建的主动配电网FASE... 为了解决高比例分布式电源(distributed generation,DG)大规模并网后实时量测数目缺失、传统预测辅助状态估计方法(forecasting-aided state estimation,FASE)估计精度有限等问题,提出了基于改进Crossformer伪量测构建的主动配电网FASE方法。首先,基于最大信息系数法(maximal information coefficient,MIC)筛选出高相关性的输入特征,提高预测模型的精度;然后,通过全变差正则化技术(total variation regularized,TV)优化鲁棒主成分分析法(robust principal component analysis,RPCA),构建TRPCA层,并将其嵌入到Crossformer中,以填补Crossformer无法有效处理非高斯噪声的空白;最后,利用改进的预测模型进行超短期负荷预测,经潮流计算得到节点伪量测,在量测不足情况下补全缺失数据,并结合扩展卡尔曼滤波器(extended Kalman filter,EKF)进行状态估计。在IEEE 33节点和IEEE 118节点标准配电网上进行仿真测试,结果表明所提方法在估计精度和鲁棒性等方面具有一定优势,可为主动配电网FASE提供参考。 展开更多
关键词 主动配电网 预测辅助状态估计 伪量测构建 Crossformer 鲁棒主成分分析 扩展卡尔曼滤波器
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带有扰动观测模型预测控制的水下无人航行器对接控制
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作者 张伟 王强 +2 位作者 吴奇阳 郑岩 杜雪 《哈尔滨工程大学学报》 北大核心 2025年第4期634-642,共9页
为实现水下无人航行器的回收,本文将回收中的动态对接问题转换为水下无人航行器与母船的位姿同步控制问题。在水下无人航行器动态对接母船存在外界扰动的情况下,设计了带有扰动观测器的非线性模型预测控制方案。对水下无人航行器的五自... 为实现水下无人航行器的回收,本文将回收中的动态对接问题转换为水下无人航行器与母船的位姿同步控制问题。在水下无人航行器动态对接母船存在外界扰动的情况下,设计了带有扰动观测器的非线性模型预测控制方案。对水下无人航行器的五自由度模型加入相对于惯性系的恒定或缓慢变化的扰动,利用非线性扰动观测器对这些扰动进行估计,并将其输入到模型预测中来增强控制器的鲁棒性。研究表明:通过求解非线性优化问题得到最优控制,使得水下无人航行器能够和母船的位姿保持一致,完成对接过程。本文控制器能够有效抵抗外界扰动,提高对接任务的控制精度。 展开更多
关键词 水下无人航行器 动态对接 位姿同步控制 外界扰动 估计 鲁棒性 非线性模型预测控制 非线性扰动观测器 非线性优化问题 最优控制
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Fuzzy robust attitude controller design for hydrofoil catamaran 被引量:1
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作者 RenJunsheng YangYansheng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第1期110-115,共6页
A robust attitude controller for hydrofoil catamaran throughout its operating envelope is proposed, based on Tagaki-Sugeno (T-S) fuzzy model. Firstly, T-S fuzzy model and robust attitude control strategy for hydrofoil... A robust attitude controller for hydrofoil catamaran throughout its operating envelope is proposed, based on Tagaki-Sugeno (T-S) fuzzy model. Firstly, T-S fuzzy model and robust attitude control strategy for hydrofoil catamaran is presented by use of linear matrix inequality (LMI) techniques. Secondly, a nonlinear mathematical model of hydrofoil catamaran is established, acting as the platform for further researches. The specialty in interpolation of T-S fuzzy model guarantees that feedback gain can be obtained smoothly, while boat's speed is shifting over the operating envelope. The external disturbances are also attenuated to achieve H ∞ control performance, meanwhile. Finally, based on such a boat, HC200B-A1, simulation researches demonstrate the design procedures and the effectiveness of fuzzy robust attitude controller. 展开更多
关键词 hydrofoil catamaran robust attitude controller Tagaki-Sugeno (T-S) fuzzy model linear matrix inequality.
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针对SAM下游模型脆弱模块的对抗迁移攻击
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作者 丁熠 林能健 +2 位作者 蒋昀陶 钟宇浩 曹明生 《计算机研究与发展》 北大核心 2025年第10期2455-2467,共13页
SAM(segment anything model)作为一种通用的视觉基础模型,已被广泛应用于多种图像分割任务,但其在对抗性攻击面前表现出脆弱性.提出一种针对SAM下游模型脆弱模块的对抗迁移攻击方法FSGR(fragile section gradient robustness).该方法... SAM(segment anything model)作为一种通用的视觉基础模型,已被广泛应用于多种图像分割任务,但其在对抗性攻击面前表现出脆弱性.提出一种针对SAM下游模型脆弱模块的对抗迁移攻击方法FSGR(fragile section gradient robustness).该方法在无需知晓下游微调细节的前提下,可有效生成对抗样本,实现对SAM下游模型的攻击.该方法运用“脆弱层精准定位+局部强化迁移”策略,通过特征相似度筛选出跨任务共享且最易被激活的模块,针对性地强化攻击效果;同时,引入梯度稳健损失以消除目标模型与下游任务模型间的梯度差异. FSGR方法融合了脆弱层攻击与梯度稳健损失机制,在多个数据集上均实现了相对性能的提升.实验结果表明,FSGR在多种微调模型(如医学分割、阴影分割和伪装分割)的迁移攻击中显著降低了模型性能,证明了其正确性和实用性.与基线方法相比,FSGR不仅在攻击成功率上表现出色,还通过结合脆弱层攻击和梯度稳健损失,实现了相对性能的提升. 展开更多
关键词 图像分割 对抗攻击 迁移攻击 特征相似度 模型鲁棒性
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新能源汽车横摆角速度无静差跟踪鲁棒控制
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作者 宋小艳 刘菲菲 +1 位作者 李彦超 刘伟东 《机械设计与制造》 北大核心 2025年第4期163-168,共6页
由于新能源汽车行驶过程易受到车辆行驶状态的影响,当状态发生较大变化时,如果未能及时适应,就可能导致横摆角速度跟踪不准确,影响车辆行驶稳定性、增加交通事故风险的问题。因此,提出新能源汽车横摆角速度无静差跟踪鲁棒控制,首先通过... 由于新能源汽车行驶过程易受到车辆行驶状态的影响,当状态发生较大变化时,如果未能及时适应,就可能导致横摆角速度跟踪不准确,影响车辆行驶稳定性、增加交通事故风险的问题。因此,提出新能源汽车横摆角速度无静差跟踪鲁棒控制,首先通过单预瞄点规划汽车的虚拟轨迹,然后计算汽车质心以无偏差方式沿规划轨迹稳定行驶时的理想横摆角速度并加以优化,最后引入内膜原理构建内环为镇定补偿器、外环为内模伺服补偿器进行新能源汽车横摆角速度无静差跟踪鲁棒控制,以更好地适应车辆行驶状态的变化,并基于控制条件,采用极点配置和待定系数法求解系统控制量,实现横摆角速度无静差跟踪鲁棒控制。实验结果表明,所提方法能够有效跟踪理想轨迹和理想横摆角速度、降低侧向位移和航向角误差,且在行驶状态发生连续变化下,横摆角速度结果与理想结果接近,具有较好的鲁棒性,能及时适应行驶状态的变化。 展开更多
关键词 新能源汽车 横摆角速度 无静差跟踪 鲁棒控制 内模原理
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