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物联网边缘计算卸载和资源分配李氏优化 被引量:2
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作者 卫金菊 郭荣佐 +1 位作者 谢小川 黎力 《计算机工程与设计》 北大核心 2022年第11期3063-3070,共8页
基于物联网终端设备计算资源有限,为减少其运行时延和能耗,提出基于李氏优化的一定时延约束下的能耗最小化的动态计算算法。建立物联网边缘计算的层次模型;建立计算卸载和资源分配的代价模型,得到时延约束时最小化系统能耗的优化函数模... 基于物联网终端设备计算资源有限,为减少其运行时延和能耗,提出基于李氏优化的一定时延约束下的能耗最小化的动态计算算法。建立物联网边缘计算的层次模型;建立计算卸载和资源分配的代价模型,得到时延约束时最小化系统能耗的优化函数模型;利用李雅普诺夫优化理论将优化函数分解,在本地执行得到最优计算频率,在边缘服务器端执行得到最优传输功率;利用李雅普诺夫优化中的漂移加罚函数,建立联合计算卸载和资源分配算法,通过调整卸载决策、计算频率和传输功率,得到队列稳定时延有限时,系统的最小化能耗。仿真实验验证了所提算法的有效性。 展开更多
关键词 时延 能耗 李雅普诺夫算法 资源分配 卸载决策 边缘计算 物联网
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移动自组网媒体接入控制协议自私行为优化算法设计 被引量:3
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作者 高士娟 王喜军 朱清超 《计算机应用》 CSCD 北大核心 2019年第6期1786-1791,共6页
针对移动自组网媒体接入控制协议的自私行为处理机制中存在的静态性、不公平性和复杂性等问题,提出一种自私行为优化处理算法。首先,结合最优化理论和反馈原理,利用历史样本推导最优接入概率,实现参数的实时动态变化,改善静态性;然后,... 针对移动自组网媒体接入控制协议的自私行为处理机制中存在的静态性、不公平性和复杂性等问题,提出一种自私行为优化处理算法。首先,结合最优化理论和反馈原理,利用历史样本推导最优接入概率,实现参数的实时动态变化,改善静态性;然后,设置所有节点特定时刻均采用最优接入概率,改善网络公平索引系数;最后,采用线性迭代机制,避免算法复杂度的增加。在此基础上,利用李雅普诺夫算法和全局稳态点,理论上证明了所提算法的稳定性和有效性。实验结果表明,相比优化前,所提算法自私节点数、时延分别降低了30%~50%、8~10 ms,吞吐量、公平索引值分别提高了0.5 Mb/s、0.05,控制开销基本保持不变,自私行为处理机制的性能得到改善。 展开更多
关键词 自私行为 移动自组网 媒体接入控制协议 稳态 李雅普诺夫算法
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微小型移动机器人的路径规划及编队研究 被引量:2
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作者 李江昊 闫亚楠 彭丹 《计量学报》 CSCD 北大核心 2021年第4期445-450,共6页
针对微小型移动机器人的路径寻优及编队问题,提出了路径规划与轨迹跟踪相结合的方法来实现多机器人的编队任务。首先提出了基于传统蚁群算法的改进算法,仿真结果证明,改进算法通过改进参数及初始信息素矩阵,使其收敛速度提高了50%,全局... 针对微小型移动机器人的路径寻优及编队问题,提出了路径规划与轨迹跟踪相结合的方法来实现多机器人的编队任务。首先提出了基于传统蚁群算法的改进算法,仿真结果证明,改进算法通过改进参数及初始信息素矩阵,使其收敛速度提高了50%,全局寻优能力提高了30%。其次设计了基于李雅普诺夫算法的轨迹跟踪控制器,仿真结果证明,其误差最终趋于0,验证了该控制器的稳定性。最后结合李雅普控制器和路径寻优算法,实现了多机器人在最优路径上的稳定编队。 展开更多
关键词 计量学 多机器人编队 路径优化 轨迹跟踪 蚁群算法 李雅普诺夫算法
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Direct adaptive control for lane keeping in intelligent vehicle systems 被引量:4
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作者 张京明 任殿波 +1 位作者 崔胜民 张继业 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第6期810-814,共5页
In this paper, with parametric uncertainties such as the mass of vehicle, the inertia of vehicle about vertical axis, and the tire cornering stiffness, we deal with the vehicle lateral control problem in intelligent v... In this paper, with parametric uncertainties such as the mass of vehicle, the inertia of vehicle about vertical axis, and the tire cornering stiffness, we deal with the vehicle lateral control problem in intelligent vehicle systems. Based on the dynamical model of vehicle, by applying Lyapunov function method, the control problem for lane keeping in the presence of parametric uncertainty is studied, the direct adaptive algorithm to compensate for parametric variations is proposed and the terminal sliding mode variable structure control laws are designed with look-ahead references systems. The stability of the system is investigated from the zero dynamics analysis. Simulation results show that convergence rates of the lateral displacement error, yaw angle error and slid angle are fast. 展开更多
关键词 intelligent vehicle systems lane keeping direct adaptive control Lyapunov function method
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Stochastic Resonance as a Mathematical Model of an Electrogastrogram
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作者 Matsuura Yasuyuki Miyao Masaru Takada Hiroki 《Journal of Physical Science and Application》 2012年第6期186-194,共9页
An electrogastrogram (EGG) is a recording of the electrical activity in the stomach, as measured on the abdominal surface. In this study, the goal is to obtain a mathematical model of an EGG; to achieve this, the EG... An electrogastrogram (EGG) is a recording of the electrical activity in the stomach, as measured on the abdominal surface. In this study, the goal is to obtain a mathematical model of an EGG; to achieve this, the EGG of 14 subjects (seven males and seven females) will be obtained. Initially, the Wayland algorithm to the EGG to measure the degree of determinism is applied. However, it could not be determined whether the EGG could be generated by a chaotic process. In addition, the waveform of the electric potential in the interstitial cells of Cajal is similar to the graphs of the numerical solutions to the Van der Pol equation. Therefore, the Van der Pol equation to a periodic function was added, and random white noise was used to represent the intestinal motility and other biosignals. The EGG and numerical solutions were compared and evaluated on the basis of the translation error (Etrans) in the Wayland algorithm and the maximum Lyapunov exponent (2) in Rosenstein's algorithm. By projecting the data from an obtained stationary EGG from the subjects, along with the numerical solutions, onto the Etrans-λ plane, the affinity between them was qualitatively evaluated. The EGG was well described by stochastic resonance from the stochastic differential equations. 展开更多
关键词 ELECTROGASTROGRAPHY numerical solution Wayland algorithm maximum Lyapunov exponent stochastic resonance.
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Internal Variable Formulations of Static and Dynamic Elastic-Plastic Problems Using Liapunov Functions: Algorithmic Aspects
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作者 Modify Andrew Elton Kaunda 《Journal of Mechanics Engineering and Automation》 2011年第2期147-162,共16页
The fundamental problem of an elastic-plastic body subjected to incremental loading is reviewed using a compact internal variable approach based on work carried out at the University of Cape Town in which a quadratic ... The fundamental problem of an elastic-plastic body subjected to incremental loading is reviewed using a compact internal variable approach based on work carried out at the University of Cape Town in which a quadratic functional was developed for the free energy using Taylor series. Now the departure from that approach is the focus on developing the Liapunov function for the nonlinear differential equations of motion. Static and dynamic equations of motion are derived and shown to meet the requirements of the Liapunov function. As a consequence, time integration parameters that are used in the discrete formulations are easily obtained based on the same requirements. The resulting generalized Newton-Raphson scheme is stable in the sense of Liapunov's direct method. 展开更多
关键词 Elastic-plastic problems intemal variables forward-backward difference scheme Liapunov function generalizedNewton-Raphson scheme.
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