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Sequential Inverse Optimal Control of Discrete-Time Systems
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作者 Sheng Cao Zhiwei Luo Changqin Quan 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第3期608-621,共14页
This paper presents a novel sequential inverse optimal control(SIOC)method for discrete-time systems,which calculates the unknown weight vectors of the cost function in real time using the input and output of an optim... This paper presents a novel sequential inverse optimal control(SIOC)method for discrete-time systems,which calculates the unknown weight vectors of the cost function in real time using the input and output of an optimally controlled discrete-time system.The proposed method overcomes the limitations of previous approaches by eliminating the need for the invertible Jacobian assumption.It calculates the possible-solution spaces and their intersections sequentially until the dimension of the intersection space decreases to one.The remaining one-dimensional vector of the possible-solution space’s intersection represents the SIOC solution.The paper presents clear conditions for convergence and addresses the issue of noisy data by clarifying the conditions for the singular values of the matrices that relate to the possible-solution space.The effectiveness of the proposed method is demonstrated through simulation results. 展开更多
关键词 Inverse optimal control promised calculation step sequential calculation
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Superposed disturbance mechanism of sequential overlying strata collapse for gob-side entry retaining and corresponding control strategies 被引量:13
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作者 HAN Chang-liang ZHANG Nong +2 位作者 RAN Zhi GAO Rui YANG Hou-qiang 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第9期2258-2271,共14页
Gob-area roof rupture movement is a key disturbance factor for gob-side entry retaining.The characteristics of gob-area sequential roof collapse of overlying strata and superposed disturbance mechanism for gob-side en... Gob-area roof rupture movement is a key disturbance factor for gob-side entry retaining.The characteristics of gob-area sequential roof collapse of overlying strata and superposed disturbance mechanism for gob-side entry retaining are obtained via physical simulation and theoretical analysis,in which the scope of disturbed strata is enlarged from main roof to fracture zone.The experiment reveals that as a working face advances,roof strata sequentially collapse from bottom to top and produce multiple disturbances to gob-side entry retaining.Key strata among the overlying strata control each collapse.Main roof subsidence is divided into three stages:flexure subsidence prior to rupture,rotational subsidence during rupture and compressive subsidence after rupture.The amounts of deformation evident in each of the three stages are 15%,55%and 30%,respectively.After the master stratum collapses,main roof subsidence approaches its maximum value.The final span of the key stratum determines the moment and cycling of gob-side entry retaining disturbances.Main roof subsidence influences the load on the filling wall.The sequential roof collapse of overlying strata results in fluctuations in the gob-side entry retaining deformation.Calculation formulae for the final span of the key stratum and the filling wall load are obtained via theoretical analysis.A control method for the stability of the gob-side entry retaining’s surrounding rock is proposed,which includes 3 measures:a“dual-layer”proactive anchorage support,roadside filling with dynamic strength matching and auxiliary support during disturbance.Finally,the gob-side entry retaining of the Xiaoqing mine E1403 working face is presented as an engineering case capable of verifying the validity of the research conclusions. 展开更多
关键词 sequential roof collapse gob-side entry retaining superposed disturbance key stratum stability control
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Recent developments on applications of sequential loop closing and diagonal dominance control schemes to industrial multivariable system 被引量:4
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作者 A.H.Mazinan M.F.Kazemi 《Journal of Central South University》 SCIE EI CAS 2013年第12期3401-3420,共20页
With a focus on an industrial multivariable system, two subsystems including the flow and the level outputs are analysed and controlled, which have applicability in both real and academic environments. In such a case,... With a focus on an industrial multivariable system, two subsystems including the flow and the level outputs are analysed and controlled, which have applicability in both real and academic environments. In such a case, at first, each subsystem is distinctively represented by its model, since the outcomes point out that the chosen models have the same behavior as corresponding ones. Then, the industrial multivariable system and its presentation are achieved in line with the integration of these subsystems, since the interaction between them can not actually be ignored. To analyze the interaction presented, the Gershgorin bands need to be acquired, where the results are used to modify the system parameters to appropriate values. Subsequently, in the view of modeling results, the control concept in two different techniques including sequential loop closing control(SLCC) scheme and diagonal dominance control(DDC) schemes is proposed to implement on the system through the Profibus network, as long as the OPC(OLE for process control) server is utilized to communicate between the control schemes presented and the multivariable system. The real test scenarios are carried out and the corresponding outcomes in their present forms are acquired. In the same way, the proposed control schemes results are compared with each other, where the real consequences verify the validity of them in the field of the presented industrial multivariable system control. 展开更多
关键词 multivariable system diagonal dominance control sequential loop closing control Profibus network OPC server orifice relation interaction analysis Gershogerin bands non-minimum phase system
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On the Sequential Control of ITER Poloidal Field Converters for Reactive Power Reduction 被引量:1
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作者 袁红文 傅鹏 +7 位作者 高格 黄连生 宋执权 何诗英 吴亚楠 董琳 王敏 房同珍 《Plasma Science and Technology》 SCIE EI CAS CSCD 2014年第12期1147-1152,共6页
Sequential control applied to the International Thermonuclear Experimental Re- actor (ITER) poloidal field converter system for the purpose of reactive power reduction is the subject of this investigation. Due to th... Sequential control applied to the International Thermonuclear Experimental Re- actor (ITER) poloidal field converter system for the purpose of reactive power reduction is the subject of this investigation. Due to the inherent characteristics of thyristor-based phase-controlled converter, the poloidal field converter system consumes a huge amount of reactive power from the grid, which subsequently results in a voltage drop at the 66 kV busbar if no measure is taken. The installation of a static var compensator rated for 750 MVar at the 66 kV busbax is an essential way to compensate reactive power to the grid, which is the most effective measure to solve the problem. However, sequential control of the multi-series converters provides an additional method to improve the natural power factor and thus alleviate the pressure of reactive power demand of the converter system without any additional cost. In the present paper, by comparing with the symmetrical control technique, the advantage of sequential control in reactive power consumption is highlighted. Simulation results based on SIMULINK are found in agreement with the theoretical analysis. 展开更多
关键词 sequential control power diagram poloidal field converter ITER
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SEQUENTIAL QUADRATIC PROGRAMMING METHODS FOR OPTIMAL CONTROL PROBLEMS WITH STATE CONSTRAINTS
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作者 徐成贤 Jong de J. L. 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 1993年第2期163-174,共12页
A kind of direct methods is presented for the solution of optimal control problems with state constraints. These methods are sequential quadratic programming methods. At every iteration a quadratic programming which i... A kind of direct methods is presented for the solution of optimal control problems with state constraints. These methods are sequential quadratic programming methods. At every iteration a quadratic programming which is obtained by quadratic approximation to Lagrangian function and linear approximations to constraints is solved to get a search direction for a merit function. The merit function is formulated by augmenting the Lagrangian function with a penalty term. A line search is carried out along the search direction to determine a step length such that the merit function is decreased. The methods presented in this paper include continuous sequential quadratic programming methods and discreate sequential quadratic programming methods. 展开更多
关键词 Optimal control Problems with State Constraints sequential Quadratic Programming Lagrangian Function. Merit Function Line Search.
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A Non-Scan Testable Design of Sequential Circuits by Improving Controllability
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作者 Hideo Tamamoto Hiroshi Yokoyama Koji Seki and Naoko Obara 《湖南大学学报(自然科学版)》 EI CAS CSCD 2000年第S2期46-51,共6页
As a method for testing a sequential circuit efficiently, a scan design is usually used. But, since this design has some drawbacks, a non-scan testable design should be discussed. The testable design can be implemente... As a method for testing a sequential circuit efficiently, a scan design is usually used. But, since this design has some drawbacks, a non-scan testable design should be discussed. The testable design can be implemented by enhancing controllability and observability. This paper discusses a non-scan testable design for a sequential circuit by only focusing the improvement of controllability. The proposed design modifies a circuit so that all the FFs can be directly controlled by primary input lines in a test mode. Experimental results show that we can get a good testability using this method. 展开更多
关键词 Non-Scan Testable Design sequential CIRCUIT controlLABILITY
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EVALUATION OF GEOCHEMICAL QUALITY CONTROLIN DETERMINATION OF Mn IN SOILS USING A SEQUENTIAL CHEMICAL EXTRACTION
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作者 DONG De ming, FANG Chun sheng, ZHAO Wen jin, XIE Zhong lei(College of Environment and Resource, Jilin University, Changchun 130023, P.R. China) 《Chinese Geographical Science》 SCIE CSCD 2002年第2期166-170,共5页
Sequential chemical extraction procedure has been widely used to partition particulate trace metals into various fractions and to describe the distribution and the statue of trace metals in geo environment. One sequen... Sequential chemical extraction procedure has been widely used to partition particulate trace metals into various fractions and to describe the distribution and the statue of trace metals in geo environment. One sequential chemical extraction procedure was employed here to partition various fractions of Mn in soils. The experiment was designed with quality controlling concept in order to show sampling and analytical error. Experimental results obtained on duplicate analysis of all soil samples demonstrated that the precision was less than 10%(at 95%confidence level). The accuracy was estimated by comparing the accepted total concentration of Mn in standard reference materials (SRMs) with the measured sum of the individual fractions. The recovery of Mn from SRM1 and SRM2 was 94.1%and 98.4%, respectively. The detection limit, accuracy and precision of the sequential chemical extraction procedure were discussed in detailed. All the results suggest that the trueness of the analytical method is satisfactory. 展开更多
关键词 FRACTION sequential chemical extraction quality control
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Fault Detection and Fault-Tolerant Control Based on Bi-LSTM Network and SPRT for Aircraft Braking System
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作者 Renjie Li Yaoxing Shang +4 位作者 Jinglin Cai Xiaochao Liu Lingdong Geng Pengyuan Qi Zongxia Jiao 《Chinese Journal of Mechanical Engineering》 2025年第3期12-28,共17页
The aircraft braking system is critical to ensure the safe take-off and landing of the aircraft.However,the braking system is often exposed to high temperatures and strong vibration working environments,which makes th... The aircraft braking system is critical to ensure the safe take-off and landing of the aircraft.However,the braking system is often exposed to high temperatures and strong vibration working environments,which makes the sensor prone to failure.Sensor failure has the potential to compromise aircraft safety.In order to improve the safety of the aircraft braking system,a fault detection and fault-tolerant control(FDFTC)strategy for the aircraft brake pressure sensor is designed.Firstly,a model based on a bidirectional long short-term memory(Bi-LSTM)network is constructed to estimate the brake pressure.Then,the residual sequence is obtained by comparing the measured pressure with the estimated pressure.On this basis,the improved sequential probability ratio test(SPRT)method based on mathematical statistics is applied to analyze the residual sequence to detect the fault.Finally,simulation and hardware-in-the-loop(HIL)testing results indicate that the proposed FDFTC strategy can detect sensor faults in time and efficiently complete braking when faults occur.Hence,the proposed FDFTC strategy can effectively deal with the faults of the aircraft brake pressure sensor,which is of great significance to improve the reliability and safety of the aircraft. 展开更多
关键词 Aircraft braking system Fault detection and fault-tolerant control Bidirectional long short-term memory network sequential probability ratio test
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Application of fiberoptic bronchscopy in patients with acute exacerbations of chronic obstructive pulmonary disease during sequential weaning of invasive-noninvasive mechanical ventilation 被引量:17
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作者 Rong-rong Song Yan-ping Qiu +1 位作者 Yong-ju Chen Yong Ji 《World Journal of Emergency Medicine》 CAS 2012年第1期29-34,共6页
BACKGROUND:Early withdrawal of invasive mechanical ventilation(IMV) followed by noninvasive MV(NIMV) is a new strategy for changing modes of treatment in patients with acute exacerbations of chronic obstructive pulmon... BACKGROUND:Early withdrawal of invasive mechanical ventilation(IMV) followed by noninvasive MV(NIMV) is a new strategy for changing modes of treatment in patients with acute exacerbations of chronic obstructive pulmonary disease(AECOPD) with acute respiratory failure(ARF).Using pulmonary infection control window(PIC window) as the switch point for transferring from invasive to noninvasive MV,the time for early extubation can be more accurately judged,and therapy efficacy can be improved.This study aimed to prospectively investigate the clinical effectiveness of fiberoptic bronchscopy(FOB) in patients with AECOPD during sequential weaning of invasive-noninvasive MV.METHODS:Since July 2006 to January 2011,106 AECOPD patients with ARF were treated with comprehensive medication and IMV after hospitalization.Patients were randomly divided into two groups according to whether fiberoptic bronchoscope is used(group A,n=54) or not(group B,n=52) during sequential weaning from invasive to noninvasive MV.In group A,for sputum suction and bronchoalveolar lavage(BAL),a fiberoptic bronchoscope was put into the airway from the outside of an endotracheal tube,which was accompanied with uninterrupted use of a ventilator.After achieving PIC window,patients of both groups changed to NIMV mode,and weaned from ventilation.The following listed indices were used to compare between the groups after treatment:1) the occurrence time of PIC,the duration of MV,the length of ICU stay,the success rate of weaning from MV for the first time,the rate of reventilatJon and the occurrence rate of ventilator-associated pneumonia(VAP);2) the convenience and safety of FOB manipulation.The results were compared using Student's f test and the Chi-square test.RESULTS:The occurrence time of PIC was(5.01 ±1.49) d,(5.87±1.87) d in groups A and B,respectively(P<0.05);the duration of MV was(6.98±1.84) d,(8.69±2.41) d in groups A and B,respectively(P<0.01);the length of ICU stay was(9.25±1.84) d,(11.10±2.63) d in groups A and B,respectively(P<0.01);the success rate of weaning for the first time was 96.30%,76.92%in groups A and B,respectively(P<0.01);the rate of reventilation was 5.56%,19.23%in groups A and B,respectively(P<0.05);and the occurrence rate of VAP was 3.70%,23.07%in groups A and B,respectively(P<0.01).Moreover,it was easy and safe to manipulate FOB,and no side effect was observed.CONCLUSIONS:The application of FOB in patients with AECOPD during sequential weaning of invasive-noninvasive MV is effective in ICU.It can decrease the duration of MV and the length of ICU stay,increase the success rate from weaning MV for the first time,reduce the rate of reventilation and the occurrence rate of VAP.In addition,such a method is convenient and safe in patients of this kind. 展开更多
关键词 Acute exacerbations of chronic obstructive pulmonary disease Acute respiratory failure Mechanical ventilation sequential weaning of invasive-noninvasive ventilation Fiberoptic bronchscopy Bronchoalveolar lavage Pulmonary infection control window Side effect Success rate
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Analytic optimal pose tracking control in close-range proximity operations with a non-cooperative target 被引量:1
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作者 Caisheng WEI Guanhua HUANG +1 位作者 Zeyang YIN Qifeng CHEN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第5期410-425,共16页
This paper investigates an analytical optimal pose tracking control problem for chaser spacecraft during the close-range proximity operations with a non-cooperative space target subject to attitude tumbling and unknow... This paper investigates an analytical optimal pose tracking control problem for chaser spacecraft during the close-range proximity operations with a non-cooperative space target subject to attitude tumbling and unknown orbital maneuvering.Firstly,the relative translational motion between the orbital target and the chaser spacecraft is described in the Line-of-Sight(LOS)coordinate frame along with attitude quaternion dynamics.Then,based on the coupled 6-Degree of Freedom(DOF)pose dynamic model,an analytical optimal control action consisting of constrained optimal control value,application time and its duration are proposed via exploring the iterative sequential action control algorithm.Meanwhile,the global closed-loop asymptotic stability of the proposed predictive control action is presented and discussed.Compared with traditional proximity control schemes,the highlighting advantages are that the application time and duration of the devised controller is applied discretely in light of the influence of the instantaneous pose configuration on the pose tracking performance with less energy consumptions rather than at each sample time.Finally,three groups of illustrative examples are organized to validate the effectiveness of the proposed analytical optimal pose tracking control scheme. 展开更多
关键词 Optimal control Close-range proximity operation Non-cooperative space target Coupled attitude and orbit control Iterative sequential action control
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On the Stable Sequential Kuhn-Tucker Theorem and Its Applications
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作者 Mikhail I. Sumin 《Applied Mathematics》 2012年第10期1334-1350,共17页
The Kuhn-Tucker theorem in nondifferential form is a well-known classical optimality criterion for a convex programming problems which is true for a convex problem in the case when a Kuhn-Tucker vector exists. It is n... The Kuhn-Tucker theorem in nondifferential form is a well-known classical optimality criterion for a convex programming problems which is true for a convex problem in the case when a Kuhn-Tucker vector exists. It is natural to extract two features connected with the classical theorem. The first of them consists in its possible “impracticability” (the Kuhn-Tucker vector does not exist). The second feature is connected with possible “instability” of the classical theorem with respect to the errors in the initial data. The article deals with the so-called regularized Kuhn-Tucker theorem in nondifferential sequential form which contains its classical analogue. A proof of the regularized theorem is based on the dual regularization method. This theorem is an assertion without regularity assumptions in terms of minimizing sequences about possibility of approximation of the solution of the convex programming problem by minimizers of its regular Lagrangian, that are constructively generated by means of the dual regularization method. The major distinctive property of the regularized Kuhn-Tucker theorem consists that it is free from two lacks of its classical analogue specified above. The last circumstance opens possibilities of its application for solving various ill-posed problems of optimization, optimal control, inverse problems. 展开更多
关键词 sequential Optimization Minimizing Sequence STABLE Kuhn-Tucker THEOREM in Nondifferential Form CONVEX Programming DUALITY REGULARIZATION Optimal control Inverse Problems
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Meta-analysis and Trial Sequential Analysis of Compound Qingdai Capsule in the Treatment of Psoriasis
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作者 Songling YAO Xiaoning YAN Wanling CAI 《Medicinal Plant》 CAS 2022年第6期49-54,共6页
[Objectives]To analyze the efficacy of Compound Qingdai Capsule in the treatment of psoriasis and conduct a systematic evaluation.[Methods]The clinical total effective rate,PASI index score,IL-17 level,IL-23 level,TNF... [Objectives]To analyze the efficacy of Compound Qingdai Capsule in the treatment of psoriasis and conduct a systematic evaluation.[Methods]The clinical total effective rate,PASI index score,IL-17 level,IL-23 level,TNF-level,and adverse reactions were analyzed.TSA 0.9 software was used to conduct sequential analysis of the total effective rate,and subgroup analysis was performed according to the average age of the experimental group.[Results]Single application of Compound Qingdai Capsule or in combination with other methods in the treatment of psoriasis was superior to non-Compound Qingdai Capsule group,and the side effects were less than non-Compound Qingdai Capsule group;the n≥40 year-old group had certain heterogeneity,suggesting that the difference was statistically significant,and the effective rate was higher than that of the control group.The funnel plot showed that the graph was asymmetrical,and there may be publication bias or the possibility of low-quality literature.The TSA results indicated that the actual sample size was far lower than the expected sample size,and the cumulative Z value did not reach the TSA cut-off value and more trials need to be included to confirm the efficacy.[Conclusions]Compound Qingdai Capsule has a clear curative effect on psoriasis,and its safety is high.This study can provide relevant evidence for the effectiveness of Chinese patent drugs(CPD)in treating psoriasis. 展开更多
关键词 PSORIASIS Compound Qingdai Capsule META-ANALYSIS Randomized controlled trial(RCT) sequential analysis
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110kV新叶变电站一键顺控技术改造与应用研究 被引量:1
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作者 尹江红 陈宾毅 +1 位作者 马全霞 黄淑芳 《红水河》 2025年第3期141-146,共6页
在电力行业发展背景下,智能变电站的顺控操作面临标准缺失、软硬件不完备等问题。笔者以110kV新叶变电站为例,研究一键顺控改造。提出基于三层架构的顺控系统,涵盖系统应用层、用户层及变电站执行层,实现对一次设备的自动化控制。同时,... 在电力行业发展背景下,智能变电站的顺控操作面临标准缺失、软硬件不完备等问题。笔者以110kV新叶变电站为例,研究一键顺控改造。提出基于三层架构的顺控系统,涵盖系统应用层、用户层及变电站执行层,实现对一次设备的自动化控制。同时,分别从自动化设备、一次开关设备及二次设备三方面给出改造方案,并阐述一键顺控关键技术及解决方法,包括智能操作票系统、调控一体化智能防误系统等。经改造,新叶变电站操作效率显著提升,平均耗时缩短至10 min以内。研究成果可为智能变电站顺控改造提供有益借鉴。 展开更多
关键词 智能变电站 一键顺控技术 顺控系统架构 变电站改造方案
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国内某500MW等级俄制汽轮机高压调节阀振动问题分析及治理
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作者 张启林 高志福 +1 位作者 张强 刘世云 《汽轮机技术》 北大核心 2025年第6期463-465,430,共4页
国内某500MW等级俄制汽轮机通流改造后,高压调节阀顺序阀运行时一直存在顽固性阀门振动现象,后经过多次顺序阀特性曲线优化修订,问题仍未得到解决,为保证机组安全被迫采用单阀运行模式,此种运行机组AGC、一次调频跟踪效果差,经济性差,... 国内某500MW等级俄制汽轮机通流改造后,高压调节阀顺序阀运行时一直存在顽固性阀门振动现象,后经过多次顺序阀特性曲线优化修订,问题仍未得到解决,为保证机组安全被迫采用单阀运行模式,此种运行机组AGC、一次调频跟踪效果差,经济性差,后期由于长期阀门振动致使高压联合汽阀阀壳和焊口出现裂纹,蒸汽泄漏,造成机组非计划停运。针对上述缺陷,对高压联合汽阀进行现代化技术改造,改造后机组成功实现顺序阀运行,振动现象消除,提高了经济性,达到了预期改造效果。 展开更多
关键词 高压调节阀 顺序阀运行 阀门振动 经济性
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基于启发式方案演化的数控成形轨迹时序化方法
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作者 徐敬华 陈诚 +3 位作者 高铭宇 王康 张树有 谭建荣 《计算机辅助设计与图形学学报》 北大核心 2025年第7期1138-1149,共12页
为了减少多空隙大尺寸零件的非加工跳转行程,提出一种基于启发式方案演化的数控成形轨迹时序化方法.首先对概念设计方案规划域的每个数控成形面生成轮廓和待填充区域,构建轮廓成形对象和面成形对象并进行分类,采用邻域搜索确定在一个成... 为了减少多空隙大尺寸零件的非加工跳转行程,提出一种基于启发式方案演化的数控成形轨迹时序化方法.首先对概念设计方案规划域的每个数控成形面生成轮廓和待填充区域,构建轮廓成形对象和面成形对象并进行分类,采用邻域搜索确定在一个成形面中不同成形对象的初始连接顺序及其成形起点;然后以深度优先启发式计算对相同类型的成形对象间的连接顺序进行全域演化,建立导向混合图并求解获得新的成形对象连接顺序,以静态链表的形式进行高效存储;再采用局部启发式采样方法进行单次局域演化和多次深度局域演化,对同类型的成形对象的成形起点位置和连接顺序进行问题重构与方案精调;最后连接不同类型的成形对象间的成形轨迹,获得当前成形面的时序化的数控伺服成形方案.采用TPMS流形的实例结果表明,所提方法的跳转轨迹长度优化效率为16.07%,对单成形层跳转轨迹长度的最大优化效果为35.83%;通过机械盘盖类零件对该方法与其他方法进行性能对比,并采用物理实验进行验证,证明该方法可节省制造时间并提升加工效率. 展开更多
关键词 启发式方案演化 数控成形 多空隙大尺寸零件 局域演化 成形轨迹时序化
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序列缩放攻击下多智能体系统的二分一致性
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作者 王正新 陶怡梅 +1 位作者 蒋国平 冯元珍 《南京邮电大学学报(自然科学版)》 北大核心 2025年第5期94-101,共8页
研究基于观测器的序列缩放攻击下线性多智能体系统的二分一致性。首先,考虑到序列缩放攻击的攻击程度未知,设计了观测器来估计智能体的真实状态,以减少对误差系统稳定性的影响。其次,攻击信号被注入到整个网络的所有控制器到执行器的通... 研究基于观测器的序列缩放攻击下线性多智能体系统的二分一致性。首先,考虑到序列缩放攻击的攻击程度未知,设计了观测器来估计智能体的真实状态,以减少对误差系统稳定性的影响。其次,攻击信号被注入到整个网络的所有控制器到执行器的通道中,针对线性多智能体系统,提出基于观测器估计状态的分布式控制器,可以有效避免使用系统本身的信息。最后,利用Ly‑apunov函数证明受序列缩放攻击的线性多智能体系统在所设计的控制器下可以实现二分一致性,通过数值仿真验证理论结果的有效性。 展开更多
关键词 线性多智能体系统 序列缩放攻击 分布式控制 二分一致性
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受控交通农业模式机器人化作业平台路径规划方法
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作者 闫洪峰 李法镰 +3 位作者 朱玉 李璐 吴海华 方宪法 《农业机械学报》 北大核心 2025年第6期155-166,共12页
针对受控交通农业模式下机器人化作业平台自主作业需求,提出一种对多边形地块具有普适意义的全生产周期作业路径规划方法。该方法构建主永久道网络与子作业路径层双层结构,通过等距缩放与顶点平滑规划转向预留区路径,基于垂直行进方向... 针对受控交通农业模式下机器人化作业平台自主作业需求,提出一种对多边形地块具有普适意义的全生产周期作业路径规划方法。该方法构建主永久道网络与子作业路径层双层结构,通过等距缩放与顶点平滑规划转向预留区路径,基于垂直行进方向投影长度最小化原则确定中心作业区行方向;对主永久道网络设计间隔梭行的遍历顺序,对子作业路径层设计相邻梭行遍历顺序;采用Dubins曲线设计衔接路径,并设计潜在弹性出入口以解决作业弹性中断路径衔接问题;利用序列二次规划算法求解满足运动学约束的路径,消除传统直线-圆弧路径的曲率突变缺陷。综合考虑作业路径占比、作业覆盖率、曲率变化率、路径跃度、压实区域面积占比等指标,以机器人化作业平台为对象进行田间路径规划试验,结果表明,针对凸/凹多边形地块中,主永久道作业路径长度占比达77.21%,子作业层作业路径占比56.87%;作业覆盖面积占比均达90.65%;最大曲率变化率不大于0.04 m^(-2),跃度不大于0.05 m^(-3);总压实区域占比8.83%,将全生产周期作业路径限制在永久固定道上,满足受控交通农业下机器人化作业平台作业需求。 展开更多
关键词 受控交通农业 机器人化作业平台 全生产周期路径规划 运动学约束 序列二次规划
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多智能体序列决策的多交叉口交通信号协同控制方法
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作者 王智文 卢玉梅 +1 位作者 张海鹏 庞煜丽 《计算机工程与应用》 北大核心 2025年第17期344-354,共11页
深度强化学习可以利用大序列模型自身的优势,来解决多交叉口交通信号协同控制问题,为此,提出了多智能体序列决策的多交叉口交通信号协同控制方法。根据多智能体优势分解定理,利用序列模型的特性将多交叉口交通信号控制建模为序列问题,... 深度强化学习可以利用大序列模型自身的优势,来解决多交叉口交通信号协同控制问题,为此,提出了多智能体序列决策的多交叉口交通信号协同控制方法。根据多智能体优势分解定理,利用序列模型的特性将多交叉口交通信号控制建模为序列问题,将实时的多交叉口交通信号控制转变成一个多智能体序列决策问题,充分利用了多智能体强化学习决策过程与序列模型预测之间惊人的联系。使用小样本Transformer序列模型来在线学习每个智能体的最优控制策略,实现多交叉口交通信号协同控制,解决了集中训练分散执行的训练模式很难覆盖多智能体交互的全部复杂性,随着智能体数量不断增多,导致最优联合值函数求解更复杂等问题。实验结果表明,所提出的方法可以显著提高交通信号控制算法的性能并降低其实现的复杂性。 展开更多
关键词 多智能体优势分解 序列决策 多交叉口 协同控制 强化学习
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异形环件轴向/径向顺序轧制成形方法与智能仿真建模研究
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作者 郭良刚 白文平 +2 位作者 戚大涛 陈洪波 罗雪宝 《精密成形工程》 北大核心 2025年第4期1-9,共9页
目的提出一种异形环件轴向/径向顺序轧制成形新方法,建立该成形过程的智能仿真有限元模型,阐明该过程的热力耦合塑性变形行为。方法以大型风电轴承套圈轧制为研究对象,阐明异形环件轴向/径向顺序轧制成形原理;基于Abaqus/Explicit平台,... 目的提出一种异形环件轴向/径向顺序轧制成形新方法,建立该成形过程的智能仿真有限元模型,阐明该过程的热力耦合塑性变形行为。方法以大型风电轴承套圈轧制为研究对象,阐明异形环件轴向/径向顺序轧制成形原理;基于Abaqus/Explicit平台,建立该成形过程的智能仿真有限元模型。结果异形环件轴向/径向顺序轧制成形新方法先通过轴向锥辊端面轧制使环坯两端聚料,完成初始矩形坯的体积预分配,然后无缝转换到径向异形环件轧制阶段,最终成形复杂截面异形环件,仅需一套轧辊模具和一个火次实现了异形环件的精确成形;提出了异形环件轴向/径向顺序轧制过程轧辊运动控制模型与方法,建立了该过程的智能仿真模型,并进行了工艺试验,验证了模型的预测精度,进而模拟阐明了该过程温度、应变、轧制力等塑性变形行为。结论异形环件轴向/径向顺序轧制新工艺技术可实现大型风电轴承套圈环件的优质、短流程、高效、低成本绿色制造;所建立的智能仿真模型为该成形工艺的优化设计提供了先进的仿真技术平台。 展开更多
关键词 大型风电轴承套圈环件 异形环件 轴向/径向顺序轧制 轧辊运动控制 智能有限元建模仿真
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多智能体强化学习控制与决策研究综述 被引量:10
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作者 罗彪 胡天萌 +3 位作者 周育豪 黄廷文 阳春华 桂卫华 《自动化学报》 北大核心 2025年第3期510-539,共30页
强化学习作为一类重要的人工智能方法,广泛应用于解决复杂的控制和决策问题,其在众多领域的应用已展示出巨大潜力.近年来,强化学习从单智能体决策逐渐扩展到多智能体协作与博弈,形成多智能体强化学习这一研究热点.多智能体系统由多个具... 强化学习作为一类重要的人工智能方法,广泛应用于解决复杂的控制和决策问题,其在众多领域的应用已展示出巨大潜力.近年来,强化学习从单智能体决策逐渐扩展到多智能体协作与博弈,形成多智能体强化学习这一研究热点.多智能体系统由多个具有自主感知和决策能力的实体组成,有望解决传统单智能体方法难以应对的大规模复杂问题.多智能体强化学习不仅需要考虑环境的动态性,还需要应对其他智能体策略的不确定性,从而增加学习和决策过程的复杂度.为此,梳理多智能体强化学习在控制与决策领域的研究,分析其面临的主要问题与挑战,从控制理论与自主决策两个层次综述现有的研究成果与进展,并对未来的研究方向进行展望.通过分析,期望为未来多智能体强化学习的研究提供有价值的参考和启示. 展开更多
关键词 强化学习 多智能体系统 序列决策 协同控制 博弈论
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