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An Experimental Study on Microcomputer Control of Pump Controlled Motor Systems
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作者 彭秀东 刘志刚 +1 位作者 金志立 胡佑德 《Journal of Beijing Institute of Technology》 EI CAS 1992年第1期59-65,共7页
Pump controlled motor electrohydraulic servo systems are much used in circumstances where high power drive is needed. This kind of system has the advantage of energy-saving. But, it also has some defects that have to ... Pump controlled motor electrohydraulic servo systems are much used in circumstances where high power drive is needed. This kind of system has the advantage of energy-saving. But, it also has some defects that have to be improved. Microcomputer control of a pump controlled motor electrohydraulic servo system is studied. A PID controller is first adopted on the closed loop control system, and experimental results are obtained. Then, a model reference adaptive controller is designed and realised on the same system applying a single board microcomputer. Experimental results show that the dynamic properties of the adaptive control system is much better than those of the PID system under different inertia load conditions. 展开更多
关键词 electrohydraulic servo systems adaptive control/pump controlled motor microcomputer control model reference
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Ion pump control system designed for HIRFL
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作者 Tian Ruixia Zhou Detai +2 位作者 Su Jianjun Zhang Jianchuan Wang Yanyu 《Radiation Detection Technology and Methods》 CSCD 2021年第1期78-82,共5页
Background Ion pump control system of HIRFL is designed based on the real-time distributed control software,EPICS.The hardware architecture,communication principle,database design and interlock design are introduced a... Background Ion pump control system of HIRFL is designed based on the real-time distributed control software,EPICS.The hardware architecture,communication principle,database design and interlock design are introduced and elaborated in the paper.Methods PLC has been adopted to realize functions such as control monitoring and data communication.Interlock protect ion has been designed for ion pump control system to prevent damaging from high voltage.Results The test results show that the system has fast response function and high-speed data processing during the beam running and tuning.The response time of the system could reach 100 ms,the rate of data acquisition reaches to 10 time/s and the interlock protection time less than 40 ms.Conclusion The reliable and stable long-term operation of the vacuum system indicates that the performance has been constantly improved with the continuous optimization of the ion pump control system. 展开更多
关键词 HIRFL EPICS Ion pump controller PLC
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LQ Speed Control of Pump Controlled Motor System
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作者 郭初生 王向周 王渝 《Journal of Beijing Institute of Technology》 EI CAS 2004年第S1期26-30,共5页
A linear quadric (LQ) optimal speed control algorithm is proposed for the speed control of a pump controlled motor hydraulic system. The control theme consists of optimal state feedback and disturbing compensation bas... A linear quadric (LQ) optimal speed control algorithm is proposed for the speed control of a pump controlled motor hydraulic system. The control theme consists of optimal state feedback and disturbing compensation based on observation. The optimal state feedback bases on LQ cost function. The disturbing compensation is realized through reconstructing the state of load torque. A series of simulation are performed, and the results show that the control performance is satisfactory and can be maintained under changes of load torque. 展开更多
关键词 pump controlled motor: LQ optimal control state reconstruct disturbing compensation
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LMI Approach to Robust H_∞/H_2 Controller Design with Regional Poles Constraint of a Pump-Motor System 被引量:1
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作者 郭初生 王向周 王渝 《Journal of Beijing Institute of Technology》 EI CAS 2006年第1期57-61,共5页
The time domain guideposts requirements of a pump-motor system is transfered into a series of constraints which express the robust performance upper bound and regional poles limits of the closed loop system. Then the ... The time domain guideposts requirements of a pump-motor system is transfered into a series of constraints which express the robust performance upper bound and regional poles limits of the closed loop system. Then the servo system control problem is transferred into the problem of robust performance optimizing under regional poles constrains described by linear matrix inequality (LMI). These LMIs are easy to solve through the Matlab LMI-toolbox. Simulations indicate that the controller has excellent dynamic, static and disturbance rejection performance, and the control system is robust and has perfect H2 performance to the bounded external torque disturbance. 展开更多
关键词 linear matrix inequality (LMI) H∞/H2 robust control regional poles placement pump-motor system servo system
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Robust <i>H</i><sub>∞</sub>Observer-Based Tracking Control for the Photovoltaic Pumping System
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作者 Iliass Ouachani Abdelhamid Rabhi +2 位作者 Ahmed El Hajjaji Belkassem Tidhaf Smail Zouggar 《Energy and Power Engineering》 2014年第9期266-277,共12页
In this paper, we propose a H∞ robust observer-based control DC motor based on a photovoltaic pumping system. Maximum power point tracking is achieved via an algorithm using Perturb and Observe method, with array vol... In this paper, we propose a H∞ robust observer-based control DC motor based on a photovoltaic pumping system. Maximum power point tracking is achieved via an algorithm using Perturb and Observe method, with array voltage and current being used to generate the reference voltage which should be the PV panel’s operating voltage to get maximum available power. A Takagi-Sugeno (T-S) observer has been proposed and designed with non-measurable premise variables and the conditions of stability are given in terms of Linear Matrix Inequality (LMI). The simulation results show the effectiveness and robustness of the proposed method. 展开更多
关键词 PHOTOVOLTAIC pumping system FUZZY controller H∞ Takagi-Sugino (TS) FUZZY Model OBSERVER Stability Linear Matrix Inequalities (LMIs) Maximum Power Point Tracking (MPPT) Unmeasurable Premise Variables
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IMPROVE THE KINETIC PERFORMANCE OF THE PUMP CONTROLLED CLAMPING UNIT IN PLASTIC INJECTION MOLDING MACHINE WITH ADAPTIVE CONTROL STRATEGY 被引量:3
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作者 QUAN Long LIU Shiping 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第1期9-13,共5页
The kinetic characteristics of the clamping unit of plastic injection molding machine that is controlled by close loop with newly developed double speed variable pump unit are investigated. Considering the wide variat... The kinetic characteristics of the clamping unit of plastic injection molding machine that is controlled by close loop with newly developed double speed variable pump unit are investigated. Considering the wide variation of the cylinder equivalent mass caused by the transmission ratio of clamping unit and the severe instantaneous impact force acted on the cylinder during the mold closing and opening process, an adaptive control principle of parameter and structure is proposed to improve its kinetic performance. The adaptive correlation between the acceleration feedback gain and the variable mass is derived. The pressure differential feedback is introduced to improve the dynamic performance in the case of small inertia and heavy impact load. The adaptation of sum pressure to load is used to reduce the energy loss of the system. The research results are verified by the simulation and experiment, The investigation method and the conclusions are also suitable for the differential cylinder system controlled by the traditional servo pump unit. 展开更多
关键词 Adaptive control pump controlled system Clamping unit Plastic injection molding machine
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SIMULATION IN THERMAL DESIGN FOR ELECTRONIC CONTROL UNIT OF ELECTRONIC UNIT PUMP 被引量:1
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作者 XU Quankui ZHU Keqing ZHUO Bin MAO Xiaojian WANG Junxi 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2008年第5期1-7,共7页
The high working junction temperature of power component is the most common reason of its failure. So the thermal design is of vital importance in electronic control unit (ECU) design. By means of circuit simulation... The high working junction temperature of power component is the most common reason of its failure. So the thermal design is of vital importance in electronic control unit (ECU) design. By means of circuit simulation, the thermal design of ECU for electronic unit pump (EUP) fuel system is applied. The power dissipation model of each power component in the ECU is created and simulated. According to the analyses of simulation results, the factors which affect the power dissipation of components are analyzed. Then the ways for reducing the power dissipation of power components are carried out. The power dissipation of power components at different engine state is calculated and analyzed. The maximal power dissipation of each power component in all possible engine state is also carried out based on these simulations. A cooling system is designed based on these studies. The tests show that the maximum total power dissipation of ECU drops from 43.2 W to 33.84 W after these simulations and optimizations. These applications of simulations in thermal design of ECU can greatly increase the quality of the design, save the design cost and shorten design time 展开更多
关键词 Diesel engine Electronic unit pump Electronic control unit Circuit simulation Thermal design
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Controlling the Goos-H?nchen Shift via Incoherent Pumping Field and Electron Tunneling in the Triple Coupled InGaAs/GaAs Quantum Dots
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作者 R.Nasehi S.H.Asadpour +1 位作者 H.Rahimpour Soleimani M.Mahmoudi 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第1期55-59,共5页
We study the controlling of the Goos-Hanchen (GH) shifts in reflected and transmitted light beams in the triple coupled InGaAs/GaAs quantum dot (QD) nanostructures with electron tunneling and incoherent pumping fi... We study the controlling of the Goos-Hanchen (GH) shifts in reflected and transmitted light beams in the triple coupled InGaAs/GaAs quantum dot (QD) nanostructures with electron tunneling and incoherent pumping field. It is shown that the lateral shift can become either large negative or large positive, which can be controlled by the electron tunneling and the rate of incoherent pump field in different incident angles. It is also demonstrated that the properties of the OH shifts are strongly dependent on the probe absorption beam of the intracavity medium due to the switching from superluminal light propagation to subluminal behavior or vice versa. Our suggested system can be considered as a new theoretical method for developing a new nano-optoelectronic sensor. 展开更多
关键词 GaAs on it is of controlling the Goos-H?nchen Shift via Incoherent pumping Field and Electron Tunneling in the Triple Coupled InGaAs/GaAs Quantum Dots for in
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Economic Model Predictive Control for Hot Water Based Heating Systems in Smart Buildings 被引量:1
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作者 M. A. Ahmed Awadelrahman Yi Zong +1 位作者 Hongwei Li Carsten Agert 《Energy and Power Engineering》 2017年第4期112-119,共8页
This paper presents a study to optimize the heating energy costs in a residential building with varying electricity price signals based on an Economic Model Predictive Controller (EMPC). The investigated heating syste... This paper presents a study to optimize the heating energy costs in a residential building with varying electricity price signals based on an Economic Model Predictive Controller (EMPC). The investigated heating system consists of an air source heat pump (ASHP) incorporated with a hot water tank as active Thermal Energy Storage (TES), where two optimization problems are integrated together to optimize both the ASHP electricity consumption and the building heating consumption utilizing a heat dynamic model of the building. The results show that the proposed EMPC can save the energy cost by load shifting compared with some reference cases. 展开更多
关键词 Building ENERGY Management system DEMAND Response ECONOMIC Model PREDICTIVE control Heat pumpS Smart Buildings Thermal ENERGY Storage
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Autonomous Multi-Factor Energy Flows Controller (AmEFC): Enhancing Renewable Energy Management with Intelligent Control Systems Integration
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作者 Dimitrios Vezeris Maria Polyzoi +2 位作者 Georgios Kotakis Pagona Kleitsiotou Eleni Tsotsopoulou 《Energy and Power Engineering》 2023年第11期399-442,共44页
The transition to sustainable energy systems is one of the defining challenges of our time, necessitating innovations in how we generate, distribute, and manage electrical power. Micro-grids, as localized energy hubs,... The transition to sustainable energy systems is one of the defining challenges of our time, necessitating innovations in how we generate, distribute, and manage electrical power. Micro-grids, as localized energy hubs, have emerged as a promising solution to integrate renewable energy sources, ensure energy security, and improve system resilience. The Autonomous multi-factor Energy Flow Controller (AmEFC) introduced in this paper addresses this need by offering a scalable, adaptable, and resilient framework for energy management within an on-grid micro-grid context. The urgency for such a system is predicated on the increasing volatility and unpredictability in energy landscapes, including fluctuating renewable outputs and changing load demands. To tackle these challenges, the AmEFC prototype incorporates a novel hierarchical control structure that leverages Renewable Energy Sources (RES), such as photovoltaic systems, wind turbines, and hydro pumps, alongside a sophisticated Battery Management System (BMS). Its prime objective is to maintain an uninterrupted power supply to critical loads, efficiently balance energy surplus through hydraulic storage, and ensure robust interaction with the main grid. A comprehensive Simulink model is developed to validate the functionality of the AmEFC, simulating real-world conditions and dynamic interactions among the components. The model assesses the system’s reliability in consistently powering critical loads and its efficacy in managing surplus energy. The inclusion of advanced predictive algorithms enables the AmEFC to anticipate energy production and consumption trends, integrating weather forecasting and inter-controller communication to optimize energy flow within and across micro-grids. This study’s significance lies in its potential to facilitate the seamless incorporation of RES into existing power systems, thus propelling the energy sector towards a more sustainable, autonomous, and resilient future. The results underscore the potential of such a system to revolutionize energy management practices and highlight the importance of smart controller systems in the era of smart grids. 展开更多
关键词 MICRO-GRID Smart Grid Interconnection Hybrid Renewable system Energy Flow controller Battery Management Hydro pump Off-Grid Solutions Ioniki Autonomous
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液压抽油机液压控制系统研究
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作者 王能发 王野牧 +1 位作者 梁志鑫 王展鹏 《机械工程师》 2026年第3期47-50,55,共5页
为了降低磕头式抽油机的能量损耗,设计了一种节能型液压抽油机。根据设计的液压原理图,在AMESim仿真软件中完成液压系统仿真建模,在分析位置闭环控制系统时,最终采用位置闭环反馈结合前馈补偿的复合校正控制方案,具有最优控制效果;单一... 为了降低磕头式抽油机的能量损耗,设计了一种节能型液压抽油机。根据设计的液压原理图,在AMESim仿真软件中完成液压系统仿真建模,在分析位置闭环控制系统时,最终采用位置闭环反馈结合前馈补偿的复合校正控制方案,具有最优控制效果;单一油缸在行程止点的位置误差为±1 mm,理论消耗能量达到7 k W,整体响应时间缩短,满足设备指标要求,对于工作过程中的位置偏差具有一定的抗干扰能力。 展开更多
关键词 抽油机 液压控制系统 闭环位置控制 比例伺服阀
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不同加载方式动态载荷模拟可控加载研究
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作者 吴振松 卿绿军 《机械设计与制造》 北大核心 2026年第1期56-60,65,共6页
研究同一泵控马达液压系统中相同工况不同加载模式模拟加载时系统压力动态响应特性的区别,根据两种不同加载方式加载原理,利用LabVIEW编程软件,在泵控马达液压试验台上实现模拟加载,通过PID控制,实现两种加载元件对系统压力的开、闭环加... 研究同一泵控马达液压系统中相同工况不同加载模式模拟加载时系统压力动态响应特性的区别,根据两种不同加载方式加载原理,利用LabVIEW编程软件,在泵控马达液压试验台上实现模拟加载,通过PID控制,实现两种加载元件对系统压力的开、闭环加载,分析系统压力动态响应特性。对比得出,在同一工况条件下,利用电磁比例溢流阀控制加载齿轮泵加载和运用鼓式制动器加载快速性相当,前者加载准确性高,后者加载稳定性好。这一研究结果不仅能为在实验室条件下选择合适模拟加载元件提供理论依据,而且为加载元件生产厂家改善加载元件性能提供技术支持。 展开更多
关键词 泵控马达系统 模拟加载 电磁比例溢流阀 鼓式制动器 动态响应
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建筑灭火救援中消防设施的应用技术分析 被引量:1
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作者 郭志刚 《工程建设与设计》 2026年第3期74-76,共3页
针对建筑灭火救援中消防设施利用率低、火灾损失大的问题,以某建筑工程为研究对象,对火灾自动报警系统、灭火系统等进行分析,并提出防烟排烟系统的应用优化路径,深入解析消防设施的工作原理、应用要点以及安全事项。基于具体项目的研究... 针对建筑灭火救援中消防设施利用率低、火灾损失大的问题,以某建筑工程为研究对象,对火灾自动报警系统、灭火系统等进行分析,并提出防烟排烟系统的应用优化路径,深入解析消防设施的工作原理、应用要点以及安全事项。基于具体项目的研究结果表明,科学运用消防设施既能显著控制火势,降低火灾损失,还能切实保障人员安全疏散。 展开更多
关键词 灭火救援 防排烟系统 消防泵 应急照明
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伺服泵控压力调节系统的应用分析
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作者 张晓伟 《液压气动与密封》 2026年第1期113-117,共5页
针对石化行业液压夹管系统传统阀控方案存在的系统复杂、能效低等问题,提出并验证了伺服泵控压力调节系统的应用方案。通过AMESim仿真建模,系统在压力阶跃变化时表现出良好动态性能,压力变化稳定时间不超过3 s,波动小于0.5 MPa。实际改... 针对石化行业液压夹管系统传统阀控方案存在的系统复杂、能效低等问题,提出并验证了伺服泵控压力调节系统的应用方案。通过AMESim仿真建模,系统在压力阶跃变化时表现出良好动态性能,压力变化稳定时间不超过3 s,波动小于0.5 MPa。实际改造应用进一步验证其工程适用性:系统4 MPa至21 MPa范围内的逐级调压稳定时间控制在10 s内,伺服电机转速优化在100~500 r/min范围内,降低了功耗。方案创新性地采用模块化设计架构,实现了负载端阀块高度集成化,同时缩短了连接管路,研究结果为液压系统绿色节能化改造提供了理论依据与实践案例。 展开更多
关键词 压力调节系统 伺服泵控系统 仿真 工程应用 节能
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基于BP-Adaboost的变转速泵控缸系统位移软测量
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作者 许弘焜 张树忠 +3 位作者 国钰 王亚兵 凌泽懿 阮玉镇 《福建理工大学学报》 2026年第1期90-94,102,共6页
针对传统位移传感器测量液压缸位移存在的不足以及变转速泵控差动缸系统的非线性特征,采用基于自适应提升算法与反向传播神经网络相结合(back propagation neural network-adaptive boosting algorithm,BP-Adaboost)的方法进行位移软测... 针对传统位移传感器测量液压缸位移存在的不足以及变转速泵控差动缸系统的非线性特征,采用基于自适应提升算法与反向传播神经网络相结合(back propagation neural network-adaptive boosting algorithm,BP-Adaboost)的方法进行位移软测量。首先,利用MATLAB/Simulink搭建变转速泵控差动缸液压系统模型和机械臂机械模型,并与试验结果对比,证明了模型的准确性。其次,基于软测量原理分别搭建BP神经网络软测量模型和BP-Adaboost神经网络软测量模型;将已验证的泵控缸模型与20 t挖掘机机械模型相结合,以该挖掘机铲斗的装卸不同物料为例,通过批量仿真获取数据集。最后,对所搭建的两个神经网络模型的铲斗位移软测量结果进行对比分析。结果表明:BP-Adaboost神经网络在约800 mm的行程中的位移软测量的平均误差和最大误差分别为0.9 mm和9.6mm,与BP相比分别降低了47.1%和50.8%,提高了预测的鲁棒性和泛化性。 展开更多
关键词 位移软测量 变转速泵控系统 反向传播神经网络 自适应提升算法 液压挖掘机
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多工位伺服油压机自动化生产线研制
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作者 乔礼惠 《锻压装备与制造技术》 2026年第1期31-36,共6页
本文研制了一种基于整体式机身的多工位框架伺服油压机自动化生产线。该装备获得专利授权,其核心创新在于:采用一体式框架结构集成四个独立滑块,各滑块由独立的伺服泵组驱动,兼具运动独立性与同步可控性;液压系统采用集成插装阀并设计... 本文研制了一种基于整体式机身的多工位框架伺服油压机自动化生产线。该装备获得专利授权,其核心创新在于:采用一体式框架结构集成四个独立滑块,各滑块由独立的伺服泵组驱动,兼具运动独立性与同步可控性;液压系统采用集成插装阀并设计了专用快速卸压阀组,有效抑制了高压卸荷冲击与振动;以欧姆龙CJ2M PLC为控制核心,结合磁致伸缩位移传感器与压力传感器,实现对伺服驱动器流量与压力的高精度闭环控制;配套三坐标搬运机械手与外围输送装置,形成完整自动化单元。该生产线生产效率稳定达到≥8件/min,占地面积小,为多工序深拉伸零件的集约化、高效生产提供了创新解决方案。 展开更多
关键词 多工位油压机 伺服泵控系统 自动化生产线 直角坐标机器人 液压卸压控制
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基于布谷鸟优化算法的城市供水优化调度
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作者 孟琦凯 池勇志 +6 位作者 姜参参 焦茹媛 何怡 郑效旭 付晓青 庄绪亮 徐圣君 《水电能源科学》 北大核心 2026年第1期152-156,共5页
如何利用数字化模拟技术对二供系统与城市主体供水系统进行协同优化,以实现管网漏损控制和能耗减少,并达成双碳目标,已成为供水行业亟待解决的重要需求。为此,引入水费与电费之和作为目标函数,结合EPANET 2.2、MATLAB及EPANET-MATLAB-To... 如何利用数字化模拟技术对二供系统与城市主体供水系统进行协同优化,以实现管网漏损控制和能耗减少,并达成双碳目标,已成为供水行业亟待解决的重要需求。为此,引入水费与电费之和作为目标函数,结合EPANET 2.2、MATLAB及EPANET-MATLAB-Toolkit进行联合编程,提出了一种基于布谷鸟算法的水泵及二供系统进水量实时调度优化模型,并将该优化模型在一个小型供水管网中进行验证。结果表明,在24 h内的调度后,优化后供水总费用减少了3.5%,其中水费降低了0.63%,电费降低了9.9%。所构建的优化模型为未来供水管理的绿色、安全及智能化转型提供了参考与借鉴。 展开更多
关键词 供水系统优化 泵站与水箱调度 泄漏控制 能源管理 布谷鸟优化算法
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Output Characteristics of a Series Three-port Axial Piston Pump 被引量:10
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作者 ZHANG Xiaogang QUAN Long +2 位作者 YANG Yang WANG Chengbin YAO Liwei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第3期498-505,共8页
Driving a hydraulic cylinder directly by a closed-loop hydraulic pump is currently a key research area in the field of electro-hydraulic control technology,and it is the most direct means to improve the energy efficie... Driving a hydraulic cylinder directly by a closed-loop hydraulic pump is currently a key research area in the field of electro-hydraulic control technology,and it is the most direct means to improve the energy efficiency of an electro-hydraulic control system.So far,this technology has been well applied to the pump-controlled symmetric hydraulic cylinder.However,for the differential cylinder that is widely used in hydraulic technology,satisfactory results have not yet been achieved,due to the asymmetric flow constraint.Therefore,based on the principle of the asymmetric valve controlled asymmetric cylinder in valve controlled cylinder technology,an innovative idea for an asymmetric pump controlled asymmetric cylinder is put forward to address this problem.The scheme proposes to transform the oil suction window of the existing axial piston pump into two series windows.When in use,one window is connected to the rod chamber of the hydraulic cylinder and the other is linked with a low-pressure oil tank.This allows the differential cylinders to be directly controlled by changing the displacement or rotation speed of the pumps.Compared with the loop principle of offsetting the area difference of the differential cylinder through hydraulic valve using existing technology,this method may simplify the circuits and increase the energy efficiency of the system.With the software SimulationX,a hydraulic pump simulation model is set up,which examines the movement characteristics of an individual piston and the compressibility of oil,as well as the flow distribution area as it changes with the rotation angle.The pump structure parameters,especially the size of the unloading groove of the valve plate,are determined through digital simulation.All of the components of the series arranged three distribution-window axial piston pump are designed,based on the simulation analysis of the flow pulse characteristics of the pump,and then the prototype pump is made.The basic characteristics,such as the pressure,flow and noise of the pumps under different rotation speeds,are measured on the test bench.The test results verify the correctness of the principle.The proposed research lays a theoretical foundation for the further development of a new pump-controlled cylinder system. 展开更多
关键词 axial piston pump pump controlled cylinder simulation EXPERIMENT
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一种低能耗高工效跟踪剪板机液压控制系统
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作者 石志鹏 张云鹤 +2 位作者 俄立业 吴俊建 沈志昆 《锻压装备与制造技术》 2026年第1期69-72,共4页
介绍了JCL-25.0×2500液压跟踪剪板机的液压系统工作原理,通过对蓄能器与变量泵的精准选型及独立控制油泵的应用优化,系统实现了剪切频率30次/min、单次剪切时间<2s的性能指标,为同类设备的节能高效升级提供了技术参考。
关键词 跟踪剪板机 液压控制系统 蓄能器选型 变量泵 独立控制油泵
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基于物联网技术的抽水蓄能电站巡检智能控制系统
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作者 沈浩琦 《智能物联技术》 2026年第1期125-129,共5页
为提高抽水蓄能电站巡检工作的智能化水平,构建基于物联网技术的智能控制系统,协同设计感知层、传输层及管理层。以某电站为例,部署52组传感节点与多类控制终端,融合ZigBee通信、长短期记忆(Long Short-Term Memory,LSTM)预测建模及比例... 为提高抽水蓄能电站巡检工作的智能化水平,构建基于物联网技术的智能控制系统,协同设计感知层、传输层及管理层。以某电站为例,部署52组传感节点与多类控制终端,融合ZigBee通信、长短期记忆(Long Short-Term Memory,LSTM)预测建模及比例-积分-微分(Proportional Integral Derivative,PID)控制策略,实现高频采集、毫秒级预警及低延迟执行的闭环响应。结果表明,系统在振动异常、油位偏低等典型场景中的识别准确率超过93%,联动成功率达99%,具备良好的实时性与工程适应性。 展开更多
关键词 抽水蓄能 物联网 状态识别 控制系统
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