European Journal of Control最新文献

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Theoretical and experimental assessment of Maxwell–Boltzmann type gain distribution for the vibration control of a generalized structural system 广义结构系统振动控制的麦克斯韦-玻尔兹曼增益分布的理论和实验评估
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-03-05 DOI: 10.1016/j.ejcon.2025.101203
Srilatha Abhishek , Deepthi Pilakkat , Jagajyoti Panda , Sanjukta Chakraborty
{"title":"Theoretical and experimental assessment of Maxwell–Boltzmann type gain distribution for the vibration control of a generalized structural system","authors":"Srilatha Abhishek ,&nbsp;Deepthi Pilakkat ,&nbsp;Jagajyoti Panda ,&nbsp;Sanjukta Chakraborty","doi":"10.1016/j.ejcon.2025.101203","DOIUrl":"10.1016/j.ejcon.2025.101203","url":null,"abstract":"<div><div>In this study, a linear frequency adaptive (LFA) optimal control was designed and investigated theoretically and experimentally for a generalized multi-degree-of-freedom structural system in its modal space. The designed control strategy followed Maxwell–Boltzmann type frequency distribution providing a concave type behavior similar to the uncontrolled structural mode to enable an improved control resistance at the regions of higher frequency responses of the system, and subsiding at the lower frequency response regions. The efficiency of the designed control was established to two existing control mechanisms, namely a frequency-sensitive lead compensated (LC) proportional control and the popular linear quadratic Gaussian (LQG) control. The theoretical evaluation was extended to include the noise effects in the closed-loop system. Based on the theoretical appraisal, thorough experimental investigations were conducted for the designed LFA and LQG control strategies applied on single-story and two-story steel shear frame models, considering diverse excitation scenarios across different frequency regions. The closed-loop test setup developed in a LabVIEW environment, interfaced with a data acquisition system to collect real-time data from the acceleration sensors attached to the structures, and the response integral in the form of convolution was used as output feedback. The results summarized that the LFA achieved the desired response with minimal control input compared to the existing control, even in the presence of significant noise uncertainty. Finally, a numerical validation was performed to compare the experimental results with the theoretical predictions, affirming the effectiveness and reliability of the designed control mechanism.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"83 ","pages":"Article 101203"},"PeriodicalIF":2.5,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143593886","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification of piecewise affine systems using a cluster refinement technique 用聚类改进技术识别分段仿射系统
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-03-04 DOI: 10.1016/j.ejcon.2025.101204
Miao Yu , Federico Bianchi , Luigi Piroddi
{"title":"Identification of piecewise affine systems using a cluster refinement technique","authors":"Miao Yu ,&nbsp;Federico Bianchi ,&nbsp;Luigi Piroddi","doi":"10.1016/j.ejcon.2025.101204","DOIUrl":"10.1016/j.ejcon.2025.101204","url":null,"abstract":"<div><div>The identification of piecewise affine (PWA) systems is a challenging mixed integer optimization problem that involves both the estimation of the dynamics associated to different modes of operation, and the partition of the state space in regions associated to said modes, the transition from one region to another corresponding to a mode switching. The challenges are mainly associated with the sample-mode assignment task, because the combinatorial complexity increases with the size of the dataset. Furthermore, some samples are consistent with more than one mode, making their classification ‘ambiguous’. The identification problem is here addressed with a two-stage iterative method, alternating between an identification phase carried out over given clusters of data associated to regions in the state space (such that each cluster is assigned to a single mode), and a refinement phase, whereby the region borders are adjusted (by reassigning samples to other clusters) to improve the model quality. Operating on data clusters (as opposed to individual samples) significantly reduces the complexity of the combinatorial mode assignment problem, and naturally avoids region outliers (isolated samples surrounded by samples assigned to a different mode). However, this approach works properly only if accompanied by a cluster refinement procedure, responsible for reshaping the mode regions and reassigning stray samples to the correct modes. The combination of these two stages is ultimately successful in determining correctly both the local models and the associated state space regions, as shown here with reference to several benchmark examples.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"83 ","pages":"Article 101204"},"PeriodicalIF":2.5,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143562635","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Designing nonlinear control system considering pre- and post-dynamics of feedback loop 考虑反馈环前后动态的非线性控制系统设计
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-03-03 DOI: 10.1016/j.ejcon.2025.101219
M.R. Homaeinezhad, M.M. Mousavi Alvar, A. Soordi, M. Aghaei
{"title":"Designing nonlinear control system considering pre- and post-dynamics of feedback loop","authors":"M.R. Homaeinezhad,&nbsp;M.M. Mousavi Alvar,&nbsp;A. Soordi,&nbsp;M. Aghaei","doi":"10.1016/j.ejcon.2025.101219","DOIUrl":"10.1016/j.ejcon.2025.101219","url":null,"abstract":"<div><div>In practical applications, dynamic physical systems under control can usually be accompanied by different types of associate pre- and post-dynamics, e.g. regarding actuation and measurement units. However, the designed control algorithms for these systems in both the industrial sector and research practices are typically focused on the main plant, neglecting the impacts of these dynamic-laden associate modules, which may have been added provisionally during the control procedure and whose dynamics can affect the closed-loop system behavior by complicating the system nonlinearities while challenging its asymptotic stability. Owing to this crucial role in the system overall performance, the controller design-stage incorporation of associate dynamics has been put into spotlight by this paper. It presents a trajectory tracking control design procedure, integrating sensor and actuator dynamics under measurement uncertainty and input hard constraints. To this end, two different approaches, namely with and without considering sensor dynamics in the control algorithm design, were explored. The Gradient Descent (GD)-based optimal two-mode discrete-time sliding mode tracking control with the searching algorithm devised for reference trajectory redesign was proposed. Then, the results were investigated in terms of tracking error, control energy, and robustness against parametric uncertainty. The sensor combined-based approach accomplishes redesigned trajectory tracking with less error and lower control energy consumption. Despite being more agile, the measurement dynamic-neglected approach posts poor tracking performance, as its position error and control energy curves enfold those of the sensor combined-based approach. The sensor combined-based approach also proves more robust against parametric uncertainty, as it successfully performs under some circumstances that direct the sensor dynamic-neglected approach toward instability. Additionally to demonstrate the performance of the proposed controller, two different control strategies – with and without devising the optimization-based searching algorithm – were compared. Adding the searching algorithm deeply decreases the control system dependence on the pre-tuning of implementation parameters. It also further reduces the tracking error and control energy compared to the second strategy. Finally, in addition to the effectiveness of the controller, results obtained from the comparative simulations conducted between the aforementioned approaches and strategies, show the impact of control design-stage incorporation of sensor dynamics in terms of tracking error, robust stability, and energy efficiency while considering input hard constraints.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"83 ","pages":"Article 101219"},"PeriodicalIF":2.5,"publicationDate":"2025-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143601630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An optimization algorithm for H∞ control of linear delay systems 线性延迟系统H∞控制的优化算法
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-03-01 DOI: 10.1016/j.ejcon.2025.101202
Kunlong Bao , Yuhao Cong , Guang-Da Hu
{"title":"An optimization algorithm for H∞ control of linear delay systems","authors":"Kunlong Bao ,&nbsp;Yuhao Cong ,&nbsp;Guang-Da Hu","doi":"10.1016/j.ejcon.2025.101202","DOIUrl":"10.1016/j.ejcon.2025.101202","url":null,"abstract":"<div><div>In this paper, the <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>∞</mi></mrow></msub></math></span> control problem of linear delay systems is investigated. We first present a <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>∞</mi></mrow></msub></math></span> performance level under the asymptotic stability of linear delay systems. Then by means of the state transition matrix of linear delay systems, the <span><math><msub><mrow><mi>H</mi></mrow><mrow><mi>∞</mi></mrow></msub></math></span> control problem is transformed into a non-smooth optimization problem. Furthermore, an optimization algorithm based on the gradient sampling (GS) method is proposed to solve the non-smooth optimization problem. Finally, numerical examples are given to illustrate the effectiveness of the proposed algorithm.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"83 ","pages":"Article 101202"},"PeriodicalIF":2.5,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143551985","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Adaptive full-order time-varying sliding mode control for second-order nonlinear systems 二阶非线性系统的自适应全阶时变滑模控制
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-02-22 DOI: 10.1016/j.ejcon.2025.101209
Reza Hajibabaei , Amir Pourhaji , Fengjun Yan
{"title":"Adaptive full-order time-varying sliding mode control for second-order nonlinear systems","authors":"Reza Hajibabaei ,&nbsp;Amir Pourhaji ,&nbsp;Fengjun Yan","doi":"10.1016/j.ejcon.2025.101209","DOIUrl":"10.1016/j.ejcon.2025.101209","url":null,"abstract":"<div><div>This paper presents an innovative adaptive robust controller designed for uncertain second-order nonlinear systems. The proposed method incorporates a novel sliding surface that seamlessly blends the benefits of both time-varying and fast terminal sliding surfaces. This integration aims to eliminate the reaching phase, enhance robustness, reduce steady-state error, eradicate chattering, and avoid singularity in the control signal. Additionally, an adaptive law is formulated to estimate the bounds of uncertainties. The closed-loop stability and convergence are demonstrated using the Lyapunov stability method. Simulation results indicate the superior performance of the presented controller.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"83 ","pages":"Article 101209"},"PeriodicalIF":2.5,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143580519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Regional optimization problem for a general reaction–diffusion malaria model with temperature and rainfall 具有温度和降雨的一般反应-扩散疟疾模型的区域优化问题
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-02-18 DOI: 10.1016/j.ejcon.2025.101198
Jing Wang, Hongyong Zhao
{"title":"Regional optimization problem for a general reaction–diffusion malaria model with temperature and rainfall","authors":"Jing Wang,&nbsp;Hongyong Zhao","doi":"10.1016/j.ejcon.2025.101198","DOIUrl":"10.1016/j.ejcon.2025.101198","url":null,"abstract":"<div><div>This work primarily addresses the regional optimization problem of a malaria model in heterogeneous environments, which incorporates general incidence rate, vaccination, temperature and rainfall. To reflect the differences in resource allocation across different regions and times, the upper bound of control is extended to a bounded function related to spatial location and time. On this basis, a control problem is investigated, with the goal of minimizing the discrepancy between the actual and desired control outcomes for mosquitoes and infectious humans, and the associated costs. Firstly, the application of truncation technique and semigroup theory enables us to obtain the existence, uniqueness and some estimates of the positive strong solution for the controlled system. Despite the intricate nature of the controlled system, which makes proving global solvability challenging, this hurdle is successfully overcome. Subsequently, applying the technique of minimizing sequence, the existence of optimal pair is demonstrated. By utilizing the differentiability of control-to-state mapping, we establish the first-order necessary optimality condition. Specifically, deeper insights are offered in the left neighborhood of the terminal moment. Furthermore, provide the second-order necessary and sufficient optimality conditions. Finally, explore the spread and control of malaria in The Gambia. The analysis shows that the upper bound of control possesses a remarkable influence on its optimal form. Moreover, temperature and rainfall can significantly affect costs and benefits of control measures, thereby affecting the evaluation process. These outcomes enrich and generalize the study on regional optimal control problems of disease models, and provide new perspectives for related research.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"83 ","pages":"Article 101198"},"PeriodicalIF":2.5,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143480435","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Practical output regulation of robotic manipulators: A comparison study 机械臂实用输出调节之比较研究
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-02-11 DOI: 10.1016/j.ejcon.2025.101199
Eduardo S. Saraiva , Lorenzo Govoni , Aurélio T. Salton , Jeferson V. Flores , Andrea Cristofaro
{"title":"Practical output regulation of robotic manipulators: A comparison study","authors":"Eduardo S. Saraiva ,&nbsp;Lorenzo Govoni ,&nbsp;Aurélio T. Salton ,&nbsp;Jeferson V. Flores ,&nbsp;Andrea Cristofaro","doi":"10.1016/j.ejcon.2025.101199","DOIUrl":"10.1016/j.ejcon.2025.101199","url":null,"abstract":"<div><div>The nonlinear dynamics and uncertainties of robotic manipulators necessitate advanced control strategies to ensure precise output regulation under challenging conditions. This paper compares three control methodologies: Computed Torque Control (CTC), Sliding Mode Control (SMC), and an Internal Model-Based Approach (IMB) with Differential-Algebraic Representation. Experimental validation on the KUKA LWR IV+ robotic manipulator highlights differences in their performance across scenarios involving varying payloads and modeling inaccuracies. The analysis emphasizes the trade-offs among control effort, error convergence, and robustness, offering insights into the suitability of each approach depending on the application’s requirements.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"82 ","pages":"Article 101199"},"PeriodicalIF":2.5,"publicationDate":"2025-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143395885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prescribed exponential stabilization of scalar neutral differential equations: Application to neural control 标量中立型微分方程的规定指数镇定:在神经控制中的应用
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-02-10 DOI: 10.1016/j.ejcon.2025.101200
Cyprien Tamekue , Islam Boussaada , Karim Trabelsi
{"title":"Prescribed exponential stabilization of scalar neutral differential equations: Application to neural control","authors":"Cyprien Tamekue ,&nbsp;Islam Boussaada ,&nbsp;Karim Trabelsi","doi":"10.1016/j.ejcon.2025.101200","DOIUrl":"10.1016/j.ejcon.2025.101200","url":null,"abstract":"<div><div>This paper presents a control-oriented delay-based modeling approach for the exponential stabilization of a scalar neutral functional differential equation, which is then applied to the local exponential stabilization of a one-layer neural network of Hopfield type with delayed feedback. The proposed approach utilizes a recently developed partial pole placement method for linear functional differential equations, leveraging the coexistence of real spectral values to explicitly prescribe the exponential decay of the closed-loop solution. While a delayed proportional (P) feedback control may achieve stabilization, it requires higher gains and only allows for a shorter maximum delay compared to the proportional-derivative (PD) feedback control presented in this work. The framework provides a practical illustration of the stabilization strategy, improving upon previous literature results that characterize the solution’s exponential decay for simple real spectral values. This approach enhances neural stability in cases where the inherent dynamics are stable and offers a method to achieve local exponential stabilization with a prescribed decay rate when the inherent dynamics are unstable.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"83 ","pages":"Article 101200"},"PeriodicalIF":2.5,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143445206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Event-triggered drug dosage control strategy of immune systems via safe integral reinforcement learning 基于安全积分强化学习的事件触发免疫系统药物剂量控制策略
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-02-10 DOI: 10.1016/j.ejcon.2025.101201
Lin Chen , Yongwei Zhang , Pan Yang , Xiaoyan Jin
{"title":"Event-triggered drug dosage control strategy of immune systems via safe integral reinforcement learning","authors":"Lin Chen ,&nbsp;Yongwei Zhang ,&nbsp;Pan Yang ,&nbsp;Xiaoyan Jin","doi":"10.1016/j.ejcon.2025.101201","DOIUrl":"10.1016/j.ejcon.2025.101201","url":null,"abstract":"<div><div>This paper develops an event-triggered drug dosage control strategy for immune systems with state and input constraints via safe integral reinforcement learning. By developing a novel performance index function with control barrier function included, the state and control input can be constrained within specified ranges, that is, the number of cells and the dosage of the drug can be maintained within the appropriate range, which ensures the safety of the immune system. Subsequently, the drug dosage control strategy is designed under the event-triggered mechanism, which means that it is updated only when necessary instead of periodically adjusted over time, effectively reducing the number of drug dosage control strategy adjustment and saving computational resources. Moreover, a single critic neural network structure is established to attain an approximate event-triggered drug dosage control strategy. Theoretical analysis shows that under the developed novel event-triggered condition, the approximate event-triggered drug dosage control strategy ensures the tracking error is uniformly ultimately bounded. Ultimately, the simulation experiments confirm the effectiveness of the proposed safe integral reinforcement learning based event-triggered drug dosage control strategy. Note that this drug dosage control strategy can adjust the quantities of pathogens and immune cells to the desired levels with minimal drug costs, achieving precise treatment while reducing drug side effects.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"82 ","pages":"Article 101201"},"PeriodicalIF":2.5,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143402032","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design of performance-guaranteed controller for trajectory tracking of surface vessels 水面舰艇轨迹跟踪性能保证控制器设计
IF 2.5 3区 计算机科学
European Journal of Control Pub Date : 2025-02-08 DOI: 10.1016/j.ejcon.2025.101197
Tan Zhang, Jinzhong Zhang, Gang Zhang
{"title":"Design of performance-guaranteed controller for trajectory tracking of surface vessels","authors":"Tan Zhang,&nbsp;Jinzhong Zhang,&nbsp;Gang Zhang","doi":"10.1016/j.ejcon.2025.101197","DOIUrl":"10.1016/j.ejcon.2025.101197","url":null,"abstract":"<div><div>In this investigation, a performance-guaranteed controller is created for surface vessel trajectory tracking in order to optimize the control system’s initial-state and stable-state features. First, an original high-order barrier functional is constructed to tackle the issue that the current integral barrier functional does not offer the necessary performance control. The prescribed performance function is subsequently revised based on the current one in order to change the rate of decline. It is easy to combine the enhanced prescribed performance function with the proposed barrier functional. Furthermore, the tracking controller for the surface vessel is built using the presented barrier functional, performance boundary function, and disturbance observer in order to preserve both initial-state and stable-state performances of the position error and address the effect of system uncertainty on control precision. It can be done to demonstrate that the position error stays inside the pre-set performance function and that all surface vessel errors could exponentially approach a nearby value of zero applying Lyapunov stability theory and supplied Theorem 1. Finally, a simulation experiment on a fully actuated marine vessel confirms the viability of the proposed approach to handle the performance-guaranteed tracking control by adjusting the value of various auxiliary parameters in the new barrier functional.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"82 ","pages":"Article 101197"},"PeriodicalIF":2.5,"publicationDate":"2025-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143378590","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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