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基于Plant Simulation的产线车辆调度问题
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作者 刘浩然 刘松凯 陈斌 《科学技术与工程》 北大核心 2025年第6期2406-2418,共13页
随着“中国制造2025计划”的进行,军工工业要推行产线无人化,而自动引导车(automated guided vehicle,AGV)作为全自动化生产线的主要物流载体,其调度的优劣直接决定了整个产线的产能和效率。由于军工场所对于安全性的要求,无法采用无线... 随着“中国制造2025计划”的进行,军工工业要推行产线无人化,而自动引导车(automated guided vehicle,AGV)作为全自动化生产线的主要物流载体,其调度的优劣直接决定了整个产线的产能和效率。由于军工场所对于安全性的要求,无法采用无线通信等手段,只能采用点对点的光通讯方式,这也使得AGV通讯的实时性变差。基于Plant Simulation软件,建立了仿真系统模型,打通了该物流仿真软件与现场控制器的实时数据交互通道,实现了仿真系统与现实同步运行,完成了物流仿真软件与现场控制器的无缝连接,有效地解决了军工工业没有无线造成AGV调度实时性差的难题。实验证明,这种方法有效地简化了调度系统的编写难度,并使系统整体的实时性能提高了0.058 s。与传统方法相比,编写时间缩短了9.7倍,调试时间更缩短了22倍。为军工产线实现全自动化奠定基础,并为在危险场所使用脉动生产线提供技术支持。 展开更多
关键词 AGV调度 Plant simulation 离散仿真 实时性 智能调度
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Finite difference time domain method forward simulation of complex geoelectricity ground penetrating radar model 被引量:5
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作者 戴前伟 冯德山 何继善 《Journal of Central South University of Technology》 EI 2005年第4期478-482,共5页
The ground penetrating radar(GPR) forward simulation all aims at the singular and regular models, such as sandwich model, round cavity, square cavity, and so on, which are comparably simple. But as to the forward of c... The ground penetrating radar(GPR) forward simulation all aims at the singular and regular models, such as sandwich model, round cavity, square cavity, and so on, which are comparably simple. But as to the forward of curl interface underground or “v” figure complex model, it is difficult to realize. So it is important to forward the complex geoelectricity model. This paper takes two Maxwell’s vorticity equations as departure point, makes use of the principles of Yee’s space grid model theory and the basic principle finite difference time domain method, and deduces a GPR forward system of equation of two dimensional spaces. The Mur super absorbed boundary condition is adopted to solve the super strong reflection on the interceptive boundary when there is the forward simulation. And a self-made program is used to process forward simulation to two typical geoelectricity model. 展开更多
关键词 ground penetrating radar finite difference time domain method forward simulation ideal frequency dispersion relationship
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Microscopic phase-field simulation for nucleation incubation time of Ni_(75)Al_xV_(25-x)alloy 被引量:2
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作者 李永胜 陈铮 +2 位作者 卢艳丽 王永欣 张建军 《Journal of Central South University of Technology》 EI 2005年第6期635-640,共6页
With the microscopic phase-field dynamic model, the effects of temperature and concentration on the nucleation incubation time of Ni75AlxV25-x alloy were studied and the relation between the incubation time and precip... With the microscopic phase-field dynamic model, the effects of temperature and concentration on the nucleation incubation time of Ni75AlxV25-x alloy were studied and the relation between the incubation time and precipitation mechanism was investigated by using the atomic occupation probability picture and average order parameter curve. The simulation results demonstrate that there exists the incubation time for different precipitation mechanisms~ such as non-classical nucleation, the mixed style of non-classical nucleation and spinodal decomposition, and spinodal ordering; and the incubation time shortens in turn for the three kinds of mechanisms. With the increase of Al content of Ni75AlxV25-x alloy, the incubation time of Llz phases shortens continuously and that of DOzz phases is prolonged. The effects of temperature on the incubation time of Llz and DOzz phases are accordant, i.e. the incuba- tion time is greatly prolonged with the temperature rising. 展开更多
关键词 microscopic phase-field NUCLEATION incubation time order parameter simulation
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Analysis and Simulation for Capacity of Time Division-Synchronous Code Division Multiple Access System 被引量:1
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作者 Sun Chengjun, Zhang Zhongzhao, Ba Yong2 & Cao Pengzhi (Communication Research ("enter, Harbin Institute of Technology, Harbin 150001, P. R. China Department of Electronic Engineering, Tsinghua University, Beijing 100084, P. R. China Research and Development Division, Shanghai Bell Company Limited, Shanghai 200092, P. R. China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2002年第4期91-97,共7页
Capcity both in uplink and downlink of TD-SCDMA (time division-synchronous code division multiple access) system is studied in a multi-cell environment. The theoretical expressions of the mean of intercell interferenc... Capcity both in uplink and downlink of TD-SCDMA (time division-synchronous code division multiple access) system is studied in a multi-cell environment. The theoretical expressions of the mean of intercell interference in uplink and the mean of sum of power allocation in downlink are given, by which uplink and downlink capacity is analyzed. Furthermore, we give the simulation models for both uplink and downlink capacity. The results from theoretical analysis and simulation fit very well. In the end, the maximum number of users that TD-SCDMA system can serve for 12.2 k speech service is given. 展开更多
关键词 Code division multiple access PROBABILITY Resource allocation simulation time division multiple access
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Improvement in Time Efficiency in Numerical Simulation for Solid Propellant Rocket Motors(SPRM) 被引量:1
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作者 Valeriy BUCHARSKYI ZHANG Li-hui WAN Yi-lun 《推进技术》 EI CAS CSCD 北大核心 2018年第1期92-99,共8页
The main purpose of the present work is to study the possibilities of reducing calculation time while maintaining the validity in the numerical simulation of the combustion product flow in SPRM chamber.Three ways of d... The main purpose of the present work is to study the possibilities of reducing calculation time while maintaining the validity in the numerical simulation of the combustion product flow in SPRM chamber.Three ways of decreasing the calculation time-the use of numerical methods of high accuracy order,the reduction in spatial dimension of the problem,and the use of physical features of the processes in SPRM chamber while constructing a calculation model-were considered.Presented calculation data show that the use of these approaches makes it possible to reduce the time for solving the problems of SPRM simulation significantly(up to 100times).Also conclusions about the applicability of the mentioned above approaches in SPRM design were made. 展开更多
关键词 NUMERICAL simulation SOLID PROPELLANT ROCKET MOTOR CALCULATION time reduction
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On modeling approach for embedded real-time software simulation testing 被引量:6
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作者 Yin Yongfeng Liu Bin Zhong Deming Jiang Tongmin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第2期420-426,共7页
Modeling technology has been introduced into software testing field. However, how to carry through the testing modeling effectively is still a difficulty. Based on combination of simulation modeling technology and emb... Modeling technology has been introduced into software testing field. However, how to carry through the testing modeling effectively is still a difficulty. Based on combination of simulation modeling technology and embedded real-time software testing method, the process of simulation testing modeling is studied first. And then, the supporting environment of simulation testing modeling is put forward. Furthermore, an approach of embedded real-time software simulation testing modeling including modeling of cross-linked equipments of system under testing (SUT), test case, testing scheduling, and testing system service is brought forward. Finally, the formalized description and execution system of testing models are given, with which we can realize real-time, closed loop, mad automated system testing for embedded real-time software. 展开更多
关键词 embedded real-time software software testing testing modeling simulation
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A Class of Fast Algorithms in Real-Time Simulation 被引量:4
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作者 Zhu Zhenmin & Liu Degui(Beijing Institute of Computer Application and Simulation Technology, 100854, P. R. China)Li Shoufu(Mathematics Department of Xiangtan University, 411105, P. R. China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1999年第4期10-20,共11页
A class of hybrid algorithms of real-time simulation based on evaluation of non-integerstep right-hand side function are presented in this paper. And some results of the convergence and stability of the algorithms are... A class of hybrid algorithms of real-time simulation based on evaluation of non-integerstep right-hand side function are presented in this paper. And some results of the convergence and stability of the algorithms are given. Using the class of algorithms, evaluation for the right-hand side function is needed once in every integration-step. Moreover, comparing with the other methods with the same amount of work, their numerical stability regions are larger and the method errors are smaller, and the numerical experiments show that the algorithms are very effective. 展开更多
关键词 Real-time simulation algorithm Numerical stability CONVERGENCE Dynamic system
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A Class of Parallel Algorithms of Real-TimeNumerical Simulation for Stiff Dynamic System 被引量:2
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作者 Cao Xuenian Liu Degui Li Shoufu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2000年第4期51-58,共8页
In this paper a class of real-time parallel modified Rosenbrock methods of numerical simulation is constructed for stiff dynamic systems on a multiprocessor system, and convergence and numerical stability of these met... In this paper a class of real-time parallel modified Rosenbrock methods of numerical simulation is constructed for stiff dynamic systems on a multiprocessor system, and convergence and numerical stability of these methods are discussed. A-stable real-time parallel formula of two-stage third-order and A(α)-stable real-time parallel formula with o ≈ 89.96° of three-stage fourth-order are particularly given. The numerical simulation experiments in parallel environment show that the class of algorithms is efficient and applicable, with greater speedup. 展开更多
关键词 Dynamic system Real-time simulation Parallel algorithms?
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Some Techniques for Solving Ordinary Differential Equations with Discontinuities in Real-time Simulation 被引量:2
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作者 Xie Yajun Liu Degui & Li Bohu(Beijing Institute of Computer Application and Simulation Technology,P.O.Box 3929,Beijing 100854,P.R.China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1996年第3期69-80,共12页
This paper discusses some techniques for treating discontinuities of the right-hand functions of ordinary differential equations (ODEs) in real-time digital simulation (RTDS). The numericalexperiments show that these ... This paper discusses some techniques for treating discontinuities of the right-hand functions of ordinary differential equations (ODEs) in real-time digital simulation (RTDS). The numericalexperiments show that these techniques are effective. 展开更多
关键词 Real-time digital simulation DISCONTINUITY Polishing function.
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A Mathematical Model of Real-Time Simulation and the Convergence Analysis on Real-Time Runge-Kutta Algorithms 被引量:1
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作者 Song Xiaoqiu, Li Bohu, Liu Degui, Yuan ZhaodingBeijing Institute of Computer Application and Simulation Technology, P. O. Box 142-213, Beijing 100854, China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1991年第1期129-139,共11页
In this paper, a mathematical model of real-time simulation is given, and the problem of convergence on real-time Runge-Kutta algorithms is analysed. At last a theorem on the relation between the order of compensation... In this paper, a mathematical model of real-time simulation is given, and the problem of convergence on real-time Runge-Kutta algorithms is analysed. At last a theorem on the relation between the order of compensation and the convergent order of real-time algorithm is proved. 展开更多
关键词 Real-time simulation Runge-Kutta algorithm Convergence analysis.
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Class of modified parallel combined methods of real-time numerical simulation for a stiff system
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作者 朱珍民 刘德贵 陈丽容 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期387-391,共5页
A class of modified parallel combined methods of real-time numerical simulation are presented for a stiff dynamic system. By combining the parallelism across the system with the parallelism across the method, and rela... A class of modified parallel combined methods of real-time numerical simulation are presented for a stiff dynamic system. By combining the parallelism across the system with the parallelism across the method, and relaxing the dependence of stage value computation on sampling time of input function, a class of modified real-time parallel combined methods are constructed. Stiff and nonstiff subsystems are solved in parallel on a parallel computer by a parallel Rosen-brock method and a parallel RK method, respectively. Their order conditions and convergences are discussed. The numerical simulation experiments show that this class of modified algorithms can get high speed and efficiency. 展开更多
关键词 stiff system real-time numerical simulation parallel combined method.
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Simsync: A Time Synchronization Simulator for Sensor Networks 被引量:8
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作者 XU Chao-Nong ZHAO Lei +1 位作者 XU Yong-Jun LI Xiao-Wei 《自动化学报》 EI CSCD 北大核心 2006年第6期1008-1014,共7页
Time synchronization is a critical middleware service of wireless sensor networks. Researchers have already proposed some time synchronization algorithms. However, due to the demands for various synchronization precis... Time synchronization is a critical middleware service of wireless sensor networks. Researchers have already proposed some time synchronization algorithms. However, due to the demands for various synchronization precision, existing time synchronization algorithms often need to be adapted. So it is necessary to evaluate these adapted algorithms before use. Software simulation is a valid and quick way to do it. In this paper, we present a time synchronization simulator, Simsync, for wireless sensor networks. We decompose the packet delay into 6 delay components and model them separately. The frequency of crystal oscillator is modeled as Gaussian. To testify its effectiveness, we simulate the reference broadcast synchronization algorithm (RBS) and the timing-sync synchronization algorithm (TPSN) on Simsync. Simulated results are also presented and analyzed. 展开更多
关键词 time synchronization sensor networks simulATOR
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MOLECULAR DYNAMICS SIMULATIONS OF FILLED AND EMPTY CAGE-LIKE WATER CLUSTERS IN LIQUID WATER AND THEIR SIGNIFICANCE TO GAS HYDRATE FORMATION MECHANISMS
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作者 GUO Guangjun,ZHANG Yigang and ZHAO Yajuan Institute of Geology and Geophysics,Chinese Academy of sciences Beijing 100029,Chinese 《化工学报》 EI CAS CSCD 北大核心 2003年第z1期62-66,共5页
Molecular dynamics simulations are performed to observe the evolutions of 512 and 51262 cage-like water clusters filled with or without a methane molecule immersed in bulk liquid water at 250 K and 230 K. The lifetime... Molecular dynamics simulations are performed to observe the evolutions of 512 and 51262 cage-like water clusters filled with or without a methane molecule immersed in bulk liquid water at 250 K and 230 K. The lifetimes of these clusters are calculated according to their Lindemann index δ (t) using the criteria of δ≥0.07. For both the filled and empty clusters, we find the dynamics of bulk water determines the lifetimes of cage-like water clusters, and that the lifetime of 512 62 cage-like cluster is the same as that of 512 cage-like cluster. Although the methane molecule indeed makes the filled cage-like cluster more stable than the empty one, the empty cage-like cluster still has chance to be long-lived compared with the filled clusters. These observations support the labile cluster hypothesis on the formation mechanisms of gas hydrates. 展开更多
关键词 like in time that were MOLECULAR DYNAMICS simulationS OF FILLED AND EMPTY CAGE-LIKE WATER CLUSTERS IN LIQUID WATER AND THEIR SIGNIFICANCE TO GAS HYDRATE FORMATION MECHANISMS of cage GAS
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Numeric Simulation and Detection of Low Frequency Shadow 被引量:1
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作者 Chen Xue-hua He Zhen-hua +1 位作者 Wen Xiao-tao Huang De-ji 《石油地球物理勘探》 EI CSCD 北大核心 2009年第A02期92-98,共7页
关键词 阴影检测 数值模拟 低频率 时频分析方法 三维地震资料 广义S变换 气藏检测 波动方程
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基于Simulink对机械臂可视化上料研究 被引量:1
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作者 于资江 李存志 +2 位作者 于菲 谢爱军 刘国梁 《制造技术与机床》 北大核心 2024年第2期80-84,共5页
自动上料设备可以通过现代化技术实现数据采集和分析,以优化制造流程,提高生产效率和产品质量,从而更好地实现智能制造。为了实现链板等零件的自动上料过程,文章介绍了机械臂的三维可视化人机交互平台模型的构建过程,以Gluon机械臂为分... 自动上料设备可以通过现代化技术实现数据采集和分析,以优化制造流程,提高生产效率和产品质量,从而更好地实现智能制造。为了实现链板等零件的自动上料过程,文章介绍了机械臂的三维可视化人机交互平台模型的构建过程,以Gluon机械臂为分析对象,进行正运动学分析和逆运动学验证,并通过Simulink搭建了控制系统模型,实现了对Gluon机械臂的联合仿真。仿真过程中,对各关节的旋转角度、角速度以及末端执行器的齐次变换矩阵实时显示。通过验证,为后期搭建实物平台提供了可行性支撑,为进一步优化和完善系统功能奠定了基础。 展开更多
关键词 自动上料 实时可视化 运动学仿真 simulINK
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长时间跨度下中国出生人口数量模拟测算研究 被引量:1
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作者 胡耀岭 荀月康 原新 《人口学刊》 北大核心 2025年第1期1-15,共15页
在长时间跨度下,生育模式不变假设将不再成立。本文在研究方法上摒弃传统的总和生育率法,拓展真实队列年龄别生育率估算方法,应用历次全国人口普查数据和抽样调查数据,间接估计相关出生队列育龄妇女年龄别生育率,采用人口间接估计技术,... 在长时间跨度下,生育模式不变假设将不再成立。本文在研究方法上摒弃传统的总和生育率法,拓展真实队列年龄别生育率估算方法,应用历次全国人口普查数据和抽样调查数据,间接估计相关出生队列育龄妇女年龄别生育率,采用人口间接估计技术,测算1975-2085年出生队列女性人口的年龄别生育率及其在育龄期的人口规模,以及未来80年长时间跨度下的中国出生人口数量。考察分析不同生育水平下的未来出生人口数量变化情况,如果保持测算所得出生队列育龄妇女年龄别生育率,出生人口数量将从2024年的1 010万人震荡下降到2050年的944万人,之后快速降至2100年的495万人;如果出生队列生育率保持1.5不变,2047年之前的出生人口数量处于1 100万人以上,之后快速下降至2100年的600万人;如果出生队列生育率保持1.8不变,2045年之前的出生人口数量处于1 400万人以上,2100年时的出生人口数量保持在1 000万人以上;如果出生队列生育率保持更替水平2.1不变,2024-2100年出生人口数量稳定保持在1 600万人以上。近期出生人口数量主要受到生育水平偏低的影响,中远期出生人口数量不仅受到生育水平偏低的影响,还会因近期出生人口数量下降而使中远期育龄妇女规模进一步减少,进而引致中远期出生人口数量下降速度更快。同时,本文还分析了保持一定出生人口数量所需要的生育水平,如果出生人口数量保持1 000万人不变,需要出生队列生育率从2024年的1.137快速增至2069年的2.105,之后保持在更替水平2.1左右;如果出生人口数量保持1 500万人不变,需要出生队列生育率从2024年的1.705增至2056年的2.194,之后缓慢下降到更替水平2.1左右;如果出生人口数量保持2 000万人不变,需要出生队列生育率从2024年的2.274增至2048年的2.674,之后快速下降到更替水平2.1左右。近期加大生育政策激励力度,增强生育政策支持效果,保持尽量高的生育水平,可以缓解未来提升生育水平的政策调整压力,为未来增加出生人口数量预留空间和蓄积能量。2024-2050年是我国提升生育水平的重要窗口期,也是实现中长期人口发展战略目标的关键机遇期,建议国家充分把握生育政策激励的黄金阶段,采取更加积极的生育激励政策措施,为实现人口高质量发展奠定坚实基础。 展开更多
关键词 长时间跨度 出生人口数量 出生队列生育率 模拟测算
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公里网格的强震动时程快速产出与共享——以2025年1月7日西藏定日M_(S)6.8地震为例 被引量:1
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作者 任叶飞 王宏伟 +4 位作者 刁红旗 刘也 强生银 周宝峰 温瑞智 《地震工程与工程振动》 北大核心 2025年第1期1-11,共11页
针对当前强震动观测网络尚不能给出覆盖震中近场所有区域的地震动输入记录,建立了公里网格的强震动时程快速产出工作的技术框架。以2025年1月7日西藏定日M S6.8地震为例,阐述了各技术环节的详细过程,开展了震源破裂过程反演、区域宏观... 针对当前强震动观测网络尚不能给出覆盖震中近场所有区域的地震动输入记录,建立了公里网格的强震动时程快速产出工作的技术框架。以2025年1月7日西藏定日M S6.8地震为例,阐述了各技术环节的详细过程,开展了震源破裂过程反演、区域宏观场地条件估计和强震动时程模拟等工作。结果表明:①此次地震释放地震矩达4.7×10^(19) N·m,对应矩震级为7.05;断层滑动以正断层为主并带有少量的左旋走滑分量,最大滑动位移超过了3 m;破裂持续了20多秒,以向北方向破裂传播为主,可能会引起潜在的破裂方向性效应;②给出了30弧秒分辨率的V_(S30)分布图和工程场地分类图,震中附近区域场地以Ⅰ类和Ⅱ类为主,东南方向较大区域的V_(S30)介于260~510 m/s;③给出了近场区域(27°30′N~30°00′N、86°18′E~88°36′E)内14996个虚拟观测点的模拟三分量加速度时程,并由实际观测记录验证了模拟结果的准确性;最大水平向峰值地面加速度(peak ground acceleration,PGA)可达1.0 g,0.4、0.2 g等值线近似与Ⅸ、Ⅷ度等震线重合,0.10、0.05 g等值线围合区域略小于Ⅶ、Ⅵ度区范围。研究工作和成果可以为震中区域各类承灾体的损伤判别、灾害评估和韧性评估等工作提供合理的地震动输入。 展开更多
关键词 强震动时程 定日地震 震源破裂过程 随机有限断层模拟 区域场地条件
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时滞反馈对超磁致伸缩换能器输出的影响分析 被引量:1
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作者 闫洪波 曹蕊 +1 位作者 汪建新 于均成 《机械设计与制造》 北大核心 2025年第1期347-352,共6页
为研究时滞反馈对超磁致伸缩换能器输出的影响规律,扩大超磁致伸缩伸缩换能器的使用范围。通过分析换能器工作原理,建立时滞反馈控制下的系统动力学模型,采用多尺度法求解得到系统在位移、速度和加速度时滞反馈控制下的输出响应。仿真... 为研究时滞反馈对超磁致伸缩换能器输出的影响规律,扩大超磁致伸缩伸缩换能器的使用范围。通过分析换能器工作原理,建立时滞反馈控制下的系统动力学模型,采用多尺度法求解得到系统在位移、速度和加速度时滞反馈控制下的输出响应。仿真分析得知:无时滞反馈控制系统的输出呈硬式非线性特性;与无时滞反馈系统相比,位移和速度时滞反馈控制的换能器通过调整控制增益或时滞可有效降低系统的振动幅值、提高系统的稳定性;加速度时滞反馈控制下的换能器能够在不改变系统振幅的条件下改变系统的谐振频率,将加速度时滞反馈控制的换能器应用于能量回收系统中,仿真发现:调整控制增益不仅能够改变能量回收系统的有效频带范围,也可以调整系统的感应电压幅值。 展开更多
关键词 时滞反馈控制 超磁致伸缩换能器 非线性振动 输出 能量回收 仿真分析
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矿浆输送中隔膜泵动态特性及阀滞后性 被引量:1
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作者 韩世昌 申哲 +1 位作者 李妍 解天华 《排灌机械工程学报》 北大核心 2025年第6期558-564,共7页
为了分析隔膜泵的动态特性,在矿浆管道输送背景下,以GEHO TZPM 1600隔膜泵为研究对象,建立了隔膜泵机械-液压联合仿真模型,并分析了不同转速对隔膜泵动态特性的影响.同时,针对曲柄转速、曲柄长度和泵入口压力等参数对吸、排液阀启闭滞... 为了分析隔膜泵的动态特性,在矿浆管道输送背景下,以GEHO TZPM 1600隔膜泵为研究对象,建立了隔膜泵机械-液压联合仿真模型,并分析了不同转速对隔膜泵动态特性的影响.同时,针对曲柄转速、曲柄长度和泵入口压力等参数对吸、排液阀启闭滞后时间进行了分析.分析表明,排液阀动态特性受曲柄转速变化的影响更大,曲柄转速从10 r/min增加到30 r/min时,排液阀开启速度最大增加了9.449 m/s,关闭速度最大增加了0.945 m/s,阀口流量脉冲增加的最大值为17220.0 L/min,回流流量增加的最大值为1071.5 L/min.吸、排液阀启闭滞后时间主要与曲柄转速、曲柄长度和泵入口压力有关.吸液阀开启滞后时间受转速影响更大,增加转速后开启滞后时间降低了0.117 s,关闭滞后时间更易受曲柄长度和泵入口压力的影响,随曲柄长度增加滞后时间增加了0.261 s.曲柄转速、曲柄长度、泵入口压力改变主要影响排液阀开启滞后时间.研究结果为矿浆输送中隔膜泵的技术改进提供了方向. 展开更多
关键词 矿浆输送 隔膜泵 联合仿真 动态特性 滞后时间
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基于图神经网络的地下水位动态模拟模型
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作者 许明家 孙龙 +1 位作者 李爽 鲁程鹏 《水文》 北大核心 2025年第1期30-36,共7页
地下水位的模拟精度在可持续的地下水资源利用和管理中起着重要的作用。机器学习方法可以捕获输入变量和目标变量之间的非线性关系,在地下水位模拟中得到了广泛的应用。然而,传统的机器学习方法没有考虑站与站之间的空间关系。本文使用... 地下水位的模拟精度在可持续的地下水资源利用和管理中起着重要的作用。机器学习方法可以捕获输入变量和目标变量之间的非线性关系,在地下水位模拟中得到了广泛的应用。然而,传统的机器学习方法没有考虑站与站之间的空间关系。本文使用图神经网络(GNN)模拟地下水位动态变化,以地下水水位监测站为节点,通过邻接矩阵连接节点;选择河北省典型漏斗区的监测数据对模型进行应用和评价。与三个对照模型:随机森林(RF)、支持向量机(SVR)和多层感知机(MLP)相比,所提出的模型在所定义的评估指标方面均表现更好。此外,所提出的模型可同时模拟建模系统中所有监测站的地下水位变化,相比单站模型具有更高的数据利用率。 展开更多
关键词 地下水位模拟 图神经网络 非平稳 时间序列
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