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Exploring hard-rock cutting performances by a master-slave follow-up disc cutter
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作者 Feng Lin Xia-Ting Feng +3 位作者 Yuxi Liu Shiping Li Tianyang Tong Xiangxin Su 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第12期7966-7979,共14页
In this paper,a self-developed master-slave follow-up disc cutter is used to conduct rock-breaking tests on hard sandstone samples.Different working parameters were employed in the tests(e.g.cutting depth,cutting spee... In this paper,a self-developed master-slave follow-up disc cutter is used to conduct rock-breaking tests on hard sandstone samples.Different working parameters were employed in the tests(e.g.cutting depth,cutting speed,cutting angle,and rotational speed)in order to explore their influences on cutting performance.The results indicate that the thrust,torque,vibration velocity,and roughness all increased continuously with increase of the propulsion speed and cutting depth.At the same time,the specific energy consumption was found to decrease continuously.As the rotational speed was increased,the thrust increased at first and then decreased.In contrast,the torque and roughness continuously decreased,and the specific energy consumption and vibration speed continuously increased.When the cutting angle was increased,the thrust remained unchanged.However,the torque,specific energy consumption,and vibration speed all decreased continuously,and the roughness increased continuously.The temperature of the surface of the cutting tool was found to be relatively uniformly distributed during the rock-breaking process;the highest temperatures generated were in the range of 200-300℃.As the propulsion speed,cutting depth,and cutting angle were increased,the proportion of tensile fractures produced appeared to increase and the proportion of shear fractures decreased.As the rotational speed was increased,the proportion of tensile fractures decreased and the proportion of shear fractures increased.The results could provide useful information on the rock-breaking behavior involved and can be used to offer technical support for engineers using master-slave follow-up disc cutters in the field. 展开更多
关键词 Hard rocks master-slave follow-up cutter Specific energy consumption Rock-breaking mechanism
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Cluster synchronization of master-slave complex networks via adaptive feedback pinning control
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作者 LIU Ziping GONG Siyi 《上海师范大学学报(自然科学版中英文)》 2025年第4期389-400,共12页
This paper investigates the problem of cluster synchronization of master-slave complex net-works with time-varying delay via linear and adaptive feedback pinning controls.We need not non-delayed and delayed coupling m... This paper investigates the problem of cluster synchronization of master-slave complex net-works with time-varying delay via linear and adaptive feedback pinning controls.We need not non-delayed and delayed coupling matrices to be symmetric or irreducible.We have the advantages of using adaptive control method to reduce control gain and pinning control technology to reduce cost.By con-structing Lyapunov function,some sufficient synchronization criteria are established.Finally,numerical examples are employed to illustrate the effectiveness of the proposed approach. 展开更多
关键词 cluster synchronization TIME-VARYING master-slave complex networks DELAYED adaptive feedback control pinning control
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Master-Slave机器手协调控制选择行列式算法
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作者 杨慧 《中国民航学院学报》 2003年第A02期210-213,共4页
提出了一种基于选择行列式的Master-Slave机器手的协调控制算法。通过选择行列式的导入,实现了对Master机器手和Slave机器手各个变量的协调控制。本方法应用于装有视觉传感器的机器手的追踪控制,经过实验证明了基于选择行列式的算法能... 提出了一种基于选择行列式的Master-Slave机器手的协调控制算法。通过选择行列式的导入,实现了对Master机器手和Slave机器手各个变量的协调控制。本方法应用于装有视觉传感器的机器手的追踪控制,经过实验证明了基于选择行列式的算法能够实现人类的某些技能赋予机器手,在支援机器手的同时还能够通过有效地协调遥控,完成机器手的自主控制。 展开更多
关键词 选择行列式 master-slave机器手 协调控制 视觉传感器
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A Master-Slave Blockchain Paradigm and Application in Digital Rights Management 被引量:5
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作者 Zhaofeng Ma Weihua Huang +2 位作者 Wei Bi Hongmin Gao Zhen Wang 《China Communications》 SCIE CSCD 2018年第8期174-188,共15页
Upon flaws of current blockchain platforms of heavyweight, large capacity of ledger, and time-consuming of synchronization of data, in this paper, we proposed a new paradigm of master-slave blockchain scheme(MSB) for ... Upon flaws of current blockchain platforms of heavyweight, large capacity of ledger, and time-consuming of synchronization of data, in this paper, we proposed a new paradigm of master-slave blockchain scheme(MSB) for pervasive computing that suitable for general PC, mobile device such as smart phones or PADs to participants in the working of mining and verification, in which we separated traditional blockchain model in 2 layer defined as master node layer and a series of slavery agents layer, then we proposed 2 approaches for partially computing model(PCM) and non-computing of model(NCM) in the MSB blockchain, Finally large amounts of simulations manifest the proposed master-slave blockchain scheme is feasible, extendible and suitable for pervasive computing especially in the 5 G generation environment, and can apply in the DRM-related applications. 展开更多
关键词 master-slave blockchain proof ofequivalent work proof of contribution pervasive computing DRM application
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Achievement of chaotic synchronization trajectories of master-slave manipulators with feedback control strategy 被引量:3
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作者 Qingkai Han Lina Hao Hao Zhang Bangchun Wen 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2010年第3期433-439,共7页
This paper addresses a master-slave synchro- nization strategy for complex dynamic systems based on feedback control. This strategy is applied to 3-DOF pla- nar manipulators in order to obtain synchronization in such ... This paper addresses a master-slave synchro- nization strategy for complex dynamic systems based on feedback control. This strategy is applied to 3-DOF pla- nar manipulators in order to obtain synchronization in such complicated as chaotic motions of end-effectors. A chaotic curve is selected from Duffing equation as the trajectory of master end-effector and a piecewise approximation method is proposed to accurately represent this chaotic trajectory of end-effectors. The dynamical equations of master-slave manipulators with synchronization controller are derived, and the Lyapunov stability theory is used to determine the stability of this controlled synchronization system. In numer- ical experiments, the synchronous motions of end-effectors as well as three joint angles and torques of master-slave manipulators are studied under the control of the proposed synchronization strategy. It is found that the positive gain matrix affects the implementation of synchronization con- trol strategy. This synchronization control strategy proves the synchronization's feasibility and controllability for com- plicated motions generated by master-slave manipulators. 展开更多
关键词 master-slave manipulators - Chaoticsynchronization trajectory - Feedback control
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Exponential networked synchronization of master-slave chaotic systems with timevarying communication topologies 被引量:1
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作者 杨东升 刘振伟 +1 位作者 赵琰 刘兆冰 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第4期151-158,共8页
The networked synchronization problem of a class of master-slave chaotic systems with time-varying communication topologies is investigated in this paper. Based on algebraic graph theory and matrix theory, a simple li... The networked synchronization problem of a class of master-slave chaotic systems with time-varying communication topologies is investigated in this paper. Based on algebraic graph theory and matrix theory, a simple linear state feedback controller is designed to synchronize the master chaotic system and the slave chaotic systems with a time- varying communication topology connection. The exponential stability of the closed-loop networked synchronization error system is guaranteed by applying Lyapunov stability theory. The derived novel criteria are in the form of linear matrix inequalities (LMIs), which are easy to examine and tremendously reduce the computation burden from the feedback matrices. This paper provides an alternative networked secure communication scheme which can be extended conveniently. An illustrative example is given to demonstrate the effectiveness of the proposed networked synchronization method. 展开更多
关键词 exponential networked synchronization master-slave chaotic systems algebraic graph theory communication topology
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A master-slave generalized predictive synchronization control for preheating process of multi-cavity hot runner system 被引量:1
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作者 Hongyi Qu Shengyong Mo +3 位作者 Ke Yao Zhao-Xia Huang Zhihao Xu Furong Gao 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2023年第10期270-280,共11页
As a key component of injection molding,multi-cavity hot runner(MCHR)system faces the crucial problem of polymer melt filling imbalance among the cavities.The thermal imbalance in the system has been considered as the... As a key component of injection molding,multi-cavity hot runner(MCHR)system faces the crucial problem of polymer melt filling imbalance among the cavities.The thermal imbalance in the system has been considered as the leading cause.Hence,the solution may rest with the synchronization of those heating processes in MCHR system.This paper proposes a’Master-Slave’generalized predictive synchronization control(MS-GPSC)method with’Mr.Slowest’strategy for preheating stage of MCHR system.The core of the proposed method is choosing the heating process with slowest dynamics as the’Master’to track the setpoint,while the other heating processes are treated as‘Slaves’tracking the output of’Master’.This proposed method is shown to have the good ability of temperature synchronization.The corresponding analysis is conducted on parameters tuning and stability,simulations and experiments show the strategy is effective. 展开更多
关键词 Process control Thermodynamics process Model-predictive control Multi-cavity hot runner system master-slave synchronization Mr.Slowest
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Research on Master-slave Telerobot Force Telepresence Technology
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作者 蔡鹤皋 陈卫东 +1 位作者 贾国武 赵杰 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1997年第4期69-72,共4页
A 3 DOF master-slave telerobot system is established for study on force telepresence technology. A force feedback and position control scheme is adopted in the bilateral force response control system,and force fidelit... A 3 DOF master-slave telerobot system is established for study on force telepresence technology. A force feedback and position control scheme is adopted in the bilateral force response control system,and force fidelity and controllability experiments demonstrate feasibility of the con-trol system. 展开更多
关键词 master-slave TELEROBOT FORCE TELEPRESENCE BILATERAL FORCE response control MANOEUVRABILITY
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Jet sweeping angle control by fluidic oscillators with master-slave designs
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作者 Ziyan LI Kaiwen ZHOU +1 位作者 Yingzheng LIU Xin WEN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第5期145-162,共18页
The fluidic oscillator is an instrument that can continuously generate a spatially sweeping jet entirely based on its internal geometry without any moving parts.However,the traditional fluidic oscillator has an inhere... The fluidic oscillator is an instrument that can continuously generate a spatially sweeping jet entirely based on its internal geometry without any moving parts.However,the traditional fluidic oscillator has an inherent limitation,that is,the spreading angle cannot be controlled independently,rather by the jet volume flow rate and internal geometry.Accordingly,two types of fluidic oscillators based on the master-slave design are developed in current study to decouple this correlation.In both designs,the master layer inherits the similar oscillation mechanisms of a sweeping jet,and the slave layer resembles a steady jet channel.The difference between the two designs is that Design A has a short diverging exit in the slave layer,but Design B adds a long interaction chamber in the exit channel to intensify flow instability.The external flow fields and governing oscillation properties of these two designs are experimentally explored with time-resolved Particle Image Velocimetry(PIV),while the internal flow dynamics and driving oscillation mechanisms are numerically investigated.By fixing the total volume flow rate,the jet spreading angle of Design A can be increased smoothly from 0°to above 100°by increasing the proportion of master layer’s flow rate from 0 to 100%.For Design B,the control authority of the master layer is significantly enhanced by adding the interaction chamber in the slave layer.In addition,the added chamber causes notable jet oscillation even when the master layer has none input. 展开更多
关键词 Adjustable spreading angle CFD Fluidic devices master-slave fluidic oscillator TR-PIV
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Adaptive H_∞ Synchronization of Master-slave Systems with Mixed Time-varying Delays and Nonlinear Perturbations: An LMI Approach
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作者 Hamid Reza Karimi 《International Journal of Automation and computing》 EI 2011年第4期381-390,共10页
This paper proposes an adaptive synchronization problem for the master and slave structure of linear systems with nonlinear perturbations and mixed time-varying delays comprising different discrete and distributed tim... This paper proposes an adaptive synchronization problem for the master and slave structure of linear systems with nonlinear perturbations and mixed time-varying delays comprising different discrete and distributed time delays. Using an appropriate Lyapunov-Krasovskii functional, some delay-dependent sufficient conditions and an adaptation law including the master-slave parame- ters are established for designing a delayed synchronization law in terms of linear matrix inequalities(LMIs). The time-varying controller guarantees the H ∞ synchronization of the two coupled master and slave systems regardless of their initial states. Particularly, it is shown that the synchronization speed can be controlled by adjusting the updated gain of the synchronization signal. Two numerical examples are given to demonstrate the effectiveness of the method. 展开更多
关键词 Adaptive synchronization master-slave systems DELAY H performance nonlinear perturbations.
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Tremor suppression in master-slave robot remote welding system
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作者 陈洪堂 李海超 +1 位作者 高洪明 吴林 《China Welding》 EI CAS 2011年第2期63-66,共4页
Welding seam tracking precision was decreased due to human hand tremor during the master-slave welding teleoperation. To solve this problem, a master-slave robot remote welding system was built, the system consisted o... Welding seam tracking precision was decreased due to human hand tremor during the master-slave welding teleoperation. To solve this problem, a master-slave robot remote welding system was built, the system consisted of a master manipulator with six degree of freedom ( DOF ) , an industrial computer control system and a slave Motoman HP3 J robot, and human hand tremor and digital filtering were discussed. An optimal digital filter was designed to clean human tremor signal for improving the welding seam tracking precision. The experimental results show that the digital filter suppresses the operator' s tremor signal. 展开更多
关键词 remote welding master-slave teleoperation hand tremor digital filtering
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Hierarchical hybrid control network design based on LON and master-slave RS-422/485 protocol
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作者 彭可 陈际达 陈岚 《Journal of Central South University of Technology》 2002年第3期202-207,共6页
Aiming at the weaknesses of LON bus, combining the coexistence of fieldbus and DCS (Distribu ted Control Systems) in control networks, the authors introduce a hierarchical hybrid control network design based on LON an... Aiming at the weaknesses of LON bus, combining the coexistence of fieldbus and DCS (Distribu ted Control Systems) in control networks, the authors introduce a hierarchical hybrid control network design based on LON and master slave RS 422/485 protocol. This design adopts LON as the trunk, master slave RS 422/485 control networks are connected to LON as special subnets by dedicated gateways. It is an implementation method for isomerous control network integration. Data management is ranked according to real time requirements for different network data. The core components, such as control network nodes, router and gateway, are detailed in the paper. The design utilizes both communication advantage of LonWorks technology and the more powerful control ability of universal MCUs or PLCs, thus it greatly increases system response speed and performance cost ratio. 展开更多
关键词 LON fieldbus master-slave RS-422/485 PROTOCOL HIERARCHICAL hybrid control NETWORKS router gateway NETWORKS integration
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Distributed Generation Islanding Effect on Distribution Networks and End User Loads Using the Master-Slave Islanding Method
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作者 Lambros Ekonomou George P. Fotis +1 位作者 Vasiliki Vita Valeri Mladenov 《Journal of Power and Energy Engineering》 2016年第10期1-24,共24页
This study aims to address the feasibility of planned islanding operation and to investigate the effect of unplanned islanding using the master-slave islanding method for controlling the distributed generation units d... This study aims to address the feasibility of planned islanding operation and to investigate the effect of unplanned islanding using the master-slave islanding method for controlling the distributed generation units during grid-connected and islanding operation. Neplan desktop power simulation tool was used for the modelling and simulation of a realistic MV network with four different distributed generation technologies (diesel, gas, hydro and wind) along with their excitation and governor control systems, while an exponential model was used to represent the loads in the network. The dynamic and steady state behavior of the four distributed generation technologies were investigated during grid-connected operation and two transition modes to the islanding situation, planned and unplanned. The obtained results that validated through various case studies have shown that a suitable planned islanding transition could provide support to critical loads at the event of electricity utility outages. 展开更多
关键词 Distributed Generation Distribution Networks ISLANDING master-slave Islanding Method Neplan Simulation Tool
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Content Addressable Memory Using Automatic Charge Balancing with Self-Control Mechanism and Master-Slave Match Line Design
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作者 Dr. Deepa Jose P. Suganya Dr. Palanichamy Nirmal Kumar 《Circuits and Systems》 2016年第6期597-611,共15页
Content Addressable Memory (CAM) is a type of memory used for high-speed search applications. Due to parallel comparison feature, the CAM memory leads to large power consumption which is caused by frequent pre-charge ... Content Addressable Memory (CAM) is a type of memory used for high-speed search applications. Due to parallel comparison feature, the CAM memory leads to large power consumption which is caused by frequent pre-charge or discharge of match line. In this paper, CAM for automatic charge balancing with self-control mechanism is proposed to control the voltage swing of ML for reducing the power consumption of CAM. Another technique to reduce the power dissipation is to use MSML, it combines the master-slave architecture with charge minimization technique. Unlike the conventional design, only one match line (ML) is used, whereas in Master-Slave Match Line (MSML) one master ML and several slave MLs are used to reduce the power dissipation in CAM caused by match lines (MLs). Theoretically, the match line (ML) reduces the power consumption up to 50% which is independent of search and match case. The simulation results using Cadence tool of MSML show the reduced power consumption in CAM and modified CAM cell. 展开更多
关键词 Content Addressable Memory (CAM) Match Line (ML) master-slave Match Line (MSML) Charge Balance Translation Look-Aside Buffer (TLAB)
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Efficient Resource Allocation in Cloud IaaS: A Multi-Objective Strategy for Minimizing Workflow Makespan and Cloud Resource Costs
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作者 Jean Edgard Gnimassoun Dagou Dangui Augustin Sylvain Legrand Koffi Akanza Konan Ricky N’dri 《Open Journal of Applied Sciences》 2025年第1期147-167,共21页
The ease of accessing a virtually unlimited pool of resources makes Infrastructure as a Service (IaaS) clouds an ideal platform for running data-intensive workflow applications comprising hundreds of computational tas... The ease of accessing a virtually unlimited pool of resources makes Infrastructure as a Service (IaaS) clouds an ideal platform for running data-intensive workflow applications comprising hundreds of computational tasks. However, executing scientific workflows in IaaS cloud environments poses significant challenges due to conflicting objectives, such as minimizing execution time (makespan) and reducing resource utilization costs. This study responds to the increasing need for efficient and adaptable optimization solutions in dynamic and complex environments, which are critical for meeting the evolving demands of modern users and applications. This study presents an innovative multi-objective approach for scheduling scientific workflows in IaaS cloud environments. The proposed algorithm, MOS-MWMC, aims to minimize total execution time (makespan) and resource utilization costs by leveraging key features of virtual machine instances, such as a high number of cores and fast local SSD storage. By integrating realistic simulations based on the WRENCH framework, the method effectively dimensions the cloud infrastructure and optimizes resource usage. Experimental results highlight the superiority of MOS-MWMC compared to benchmark algorithms HEFT and Max-Min. The Pareto fronts obtained for the CyberShake, Epigenomics, and Montage workflows demonstrate closer proximity to the optimal front, confirming the algorithm’s ability to balance conflicting objectives. This study contributes to optimizing scientific workflows in complex environments by providing solutions tailored to specific user needs while minimizing costs and execution times. 展开更多
关键词 Cloud Infrastructure Multi-Objective Scheduling Resource Cost Optimization Resource Utilization Scientific workflows
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Artificial intelligence-assisted compressed sensing CINE enhances the workflow of cardiac magnetic resonance in challenging patients
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作者 Huaijun Wang Anne Schmieder +4 位作者 Mary Watkins Pengjun Wang Joshua Mitchell S Zyad Qamer Gregory Lanza 《World Journal of Cardiology》 2025年第7期172-187,共16页
BACKGROUND A key cardiac magnetic resonance(CMR)challenge is breath-holding duration,difficult for cardiac patients.AIM To evaluate whether artificial intelligence-assisted compressed sensing CINE(AICS-CINE)reduces im... BACKGROUND A key cardiac magnetic resonance(CMR)challenge is breath-holding duration,difficult for cardiac patients.AIM To evaluate whether artificial intelligence-assisted compressed sensing CINE(AICS-CINE)reduces image acquisition time of CMR compared to conventional CINE(C-CINE).METHODS Cardio-oncology patients(n=60)and healthy volunteers(n=29)underwent sequential C-CINE and AI-CS-CINE with a 1.5-T scanner.Acquisition time,visual image quality assessment,and biventricular metrics(end-diastolic volume,endsystolic volume,stroke volume,ejection fraction,left ventricular mass,and wall thickness)were analyzed and compared between C-CINE and AI-CS-CINE with Bland–Altman analysis,and calculation of intraclass coefficient(ICC).RESULTS In 89 participants(58.5±16.8 years,42 males,47 females),total AI-CS-CINE acquisition and reconstruction time(37 seconds)was 84%faster than C-CINE(238 seconds).C-CINE required repeats in 23%(20/89)of cases(approximately 8 minutes lost),while AI-CS-CINE only needed one repeat(1%;2 seconds lost).AICS-CINE had slightly lower contrast but preserved structural clarity.Bland-Altman plots and ICC(0.73≤r≤0.98)showed strong agreement for left ventricle(LV)and right ventricle(RV)metrics,including those in the cardiac amyloidosis subgroup(n=31).AI-CS-CINE enabled faster,easier imaging in patients with claustrophobia,dyspnea,arrhythmias,or restlessness.Motion-artifacted C-CINE images were reliably interpreted from AI-CS-CINE.CONCLUSION AI-CS-CINE accelerated CMR image acquisition and reconstruction,preserved anatomical detail,and diminished impact of patient-related motion.Quantitative AI-CS-CINE metrics agreed closely with C-CINE in cardio-oncology patients,including the cardiac amyloidosis cohort,as well as healthy volunteers regardless of left and right ventricular size and function.AI-CS-CINE significantly enhanced CMR workflow,particularly in challenging cases.The strong analytical concordance underscores reliability and robustness of AI-CS-CINE as a valuable tool. 展开更多
关键词 Cardiac magnetic resonance CINE imaging Artificial intelligence Compressed sensing Imaging workflow Acquisition time Cardiac function Cardio-oncology Image quality Challenging patients
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AI-Geo:基于并行分布式架构的智能地球物理云平台
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作者 陈鸿龙 马博仑 +2 位作者 李哲 高志敏 宋建国 《计算机应用与软件》 北大核心 2026年第1期9-16,共8页
针对物探行业存在的大数据处理缓慢、软件繁琐、算法难以应用等问题,设计开发出一套基于并行分布式架构的云平台。该平台通过Web使用,采用模块化与工作流交互,具备并行计算与分布式系统。平台部署地学常用算法与AI框架,支持模块化扩展,... 针对物探行业存在的大数据处理缓慢、软件繁琐、算法难以应用等问题,设计开发出一套基于并行分布式架构的云平台。该平台通过Web使用,采用模块化与工作流交互,具备并行计算与分布式系统。平台部署地学常用算法与AI框架,支持模块化扩展,并具备多语言与多环境聚合系统,兼容不同平台算法。平台具备知识共享和资料管理系统,并能自适应切换多种数据源。实验表明,平台能显著缩短运行耗时,并可面向物探信息解释的多元化场景,促进行业高质量发展。 展开更多
关键词 分布式集群 并行计算 云计算 工作流 地球物理
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天气-气候一体化模式无缝隙预报流程及其评估体系的构建
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作者 陈林 洪玉涛 +8 位作者 李昊谦 周旋 孙明 容新尧 苏京志 刘波 马利斌 彭珂 张荣华 《大气科学学报》 北大核心 2026年第1期196-207,共12页
以Global-Regional Integrated Forecast System with Modular Ocean Model(GRISTMOM)一体化模式为范例,构建了覆盖天气-次季节-季节尺度的0~90 d无缝隙预报流程,提出了一种兼具计算效率与预报性能需求的变分辨率无缝隙预报方案,并针对... 以Global-Regional Integrated Forecast System with Modular Ocean Model(GRISTMOM)一体化模式为范例,构建了覆盖天气-次季节-季节尺度的0~90 d无缝隙预报流程,提出了一种兼具计算效率与预报性能需求的变分辨率无缝隙预报方案,并针对该无缝隙预报流程在分辨率切换过程中的连续性与平稳性,设计了一套系统化的定量评估框架。本研究在GRISTMOM一体化模式无缝隙预报系统的基础上,以GRISTMOM变分辨率预报试验为应用范例,通过对关键大尺度背景场、典型天气系统及热带季节内振荡(Madden-Julian Oscillation,MJO)等多尺度特征的综合分析,对该无缝隙预报系统变分辨率衔接流程的连续平稳性进行了定量评估。结果表明:1)10 km×10 km切换为100 km×100 km的变分辨率预报过程中,大尺度环流场的预报误差在变分辨率衔接过渡阶段平滑无突变,表明该无缝隙流程在大尺度环流场上保持良好的连续性和稳定性;2)在对不同时空尺度预报对象的检验中,台风(典型天气系统)的路径、强度、降水落区及其环流结构在分辨率转换前后具有良好的时空一致性,MJO(典型次季节变率)的位相轨迹及其相关的对流-风场传播特征也能够在不同分辨率衔接中保持平滑延续,表明该流程在多尺度天气-气候信号传递方面具有良好的物理完整性。 展开更多
关键词 天气-气候一体化模式 无缝隙预报 无缝隙预报方案 变分辨率预报试验 无缝隙预报流程评估体系
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基于轻量级教育大模型的个性化实践学习资料动态推荐
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作者 翟洁 李艳豪 +1 位作者 陈乐旋 郭卫斌 《计算机科学》 北大核心 2026年第2期48-56,共9页
人工智能技术在教育领域的深度应用,已成为国家教育数字化转型的核心战略。在计算机实践教学领域,实践学习资料的精准推荐是提升学生学习效能与质量的重要途径。针对高校教育规模化与学生需求多元化之间的矛盾,提出一种基于轻量级教育... 人工智能技术在教育领域的深度应用,已成为国家教育数字化转型的核心战略。在计算机实践教学领域,实践学习资料的精准推荐是提升学生学习效能与质量的重要途径。针对高校教育规模化与学生需求多元化之间的矛盾,提出一种基于轻量级教育大模型的个性化实践学习资料推荐模型LightPLRec(Lightweight Personalized Learning Recommender for Dynamic Practice Materials),旨在依据学生个体特征的动态变化智能推荐个性化的实践学习资料。基于低算力需求的轻量级大模型,通过指令微调和强化学习方法构建了面向个性化实践学习资料推荐的教育大模型SPIR(Student Profile&Interest-based Re-commender)。通过整合多源异构数据,深度融入课程知识体系、学科前沿动态、产业发展趋势、国家战略导向,构建了跨学科、多模态的实践学习资料库,并设计了图转主题文本方法gragh2topic。依托于SPIR大模型的强大赋能和多源资料库的坚实支撑,提出了基于智能工作流的资料推荐方法。设计主题分析方法从学生能力评估结果中提取学生的能力特征,应用图卷积网络算法GCN从学生学习行为数据中挖掘学生的兴趣特征,创建了“能力-推荐智能体”和“兴趣-推荐智能体”,构建了双智能体协同驱动的智能化流程体系,实现了从学生个性化画像智能生成到实践学习资料动态推荐的系列工作流任务;并且构建了个性化资料推荐数据集,在该数据集上验证了所提模型的性能显著优于基线模型。其中,以Qwen2.5-3.0B为基模型训练的LightPLRec模型,在能力推荐与兴趣推荐这两项任务中展现出卓越性能,准确率分别高达0.947和0.939,其表现均优于DeepSeek-V3在同一数据集上的测评结果。该研究为教育大模型的垂直场景应用提供了技术范式,同时通过创建个性化实践学习资料动态推荐模型,为践行“因材施教”理念和培育高素质计算机实践人才提供了创新路径。 展开更多
关键词 轻量级教育大模型 个性化推荐 GCN算法 智能工作流 智能体 强化学习
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基于EJB和JMS实现的Workflow系统 被引量:4
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作者 赵仲孟 霍秋艳 +1 位作者 刘君瑞 朱永虎 《计算机应用研究》 CSCD 北大核心 2003年第5期32-34,共3页
工作流系统是一种智能化的信息系统。在经营过程中,它既能将相关信息以电子方式自动地传送到经营过程中指定的地点,又能管理和协调这些信息。随着现代信息技术的发展,工作流系统也日益得以完善,被看作是实施BPR的有效途径。提出了一种基... 工作流系统是一种智能化的信息系统。在经营过程中,它既能将相关信息以电子方式自动地传送到经营过程中指定的地点,又能管理和协调这些信息。随着现代信息技术的发展,工作流系统也日益得以完善,被看作是实施BPR的有效途径。提出了一种基于EJB组件化设计思想实现的工作流系统,并且在系统中采用了JMS消息管理机制。 展开更多
关键词 工作流系统 EJB JMS 消息管理机制 workflow系统 应用软件
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