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Modified Single Phase SRF d-q Theory Based Controller for DVR Mitigating Voltage Sag in Case of Nonlinear Load
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作者 Dhiraj N. Katole Manoj B. Daigavane +1 位作者 Snehal P. Gawande Prema M. Daigavane 《Journal of Electromagnetic Analysis and Applications》 2017年第2期22-33,共12页
This paper mainly concentrates on design of improved controller and its implementation based on single phase synchronous reference frame theory (SRFT) for Dynamic Voltage Restorer (DVR) compensating voltage sag partic... This paper mainly concentrates on design of improved controller and its implementation based on single phase synchronous reference frame theory (SRFT) for Dynamic Voltage Restorer (DVR) compensating voltage sag particularly for nonlinear load. In case of single phase distribution line with nonlinear load, the complexity of controller’s design becomes more serious issue. The present single phase and/or three phase theories applicable to DVR shows poor response to restore voltage sag in case of nonlinear load due to presence of harmonics. Hence restoration of voltage sag in single phase nonlinear load connected system has been a serious concern. Therefore, new controller for DVR has been proposed incorporating effective design concept for fundamental component extraction in case of nonlinear load. The single phase SRFT based main controller for DVR works on two separate closed path viz. feed forward path for quick transient response and feedback path for reducing the steady state error. Moreover, pre-sag mitigation strategy of DVR has been adapted through these two aforementioned paths. Complete design of proposed controller is based on phasor analysis. It also consist of proportional integral (PI) controller to reduce the error in the DC-link voltage during compensation time. The controller performance has been verified in MATLAB Simulink for both types (linear and nonlinear) of load. The results obtained indicates that the proposed controller is effective in its performance. 展开更多
关键词 Power Quality Voltage SAG DVR Single Phase SRFT BASED CONTROLLER Sinusoidal Pulse WIDTH Modulation Non-linear load
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Multiple linear regression models of urban runoff pollutant load and event mean concentration considering rainfall variables 被引量:28
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作者 Marla C.Maniquiz Soyoung Lee Lee-Hyung Kim 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2010年第6期946-952,共7页
Rainfall is an important factor in estimating the event mean concentration (EMC) which is used to quantify the washed-off pollutant concentrations from non-point sources (NPSs). Pollutant loads could also be calcu... Rainfall is an important factor in estimating the event mean concentration (EMC) which is used to quantify the washed-off pollutant concentrations from non-point sources (NPSs). Pollutant loads could also be calculated using rainfall, catchment area and runoff coefficient. In this study, runoff quantity and quality data gathered from a 28-month monitoring conducted on the road and parking lot sites in Korea were evaluated using multiple linear regression (MLR) to develop equations for estimating pollutant loads and EMCs as a function of rainfall variables. The results revealed that total event rainfall and average rainfall intensity are possible predictors of pollutant loads. Overall, the models are indicators of the high uncertainties of NPSs; perhaps estimation of EMCs and loads could be accurately obtained by means of water quality sampling or a long term monitoring is needed to gather more data that can be used for the development of estimation models. 展开更多
关键词 event mean concentration (EMC) multiple linear regression model load non-point sources RAINFALL urban runoff
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Isolated Area Load Forecasting using Linear Regression Analysis: Practical Approach 被引量:19
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作者 M. A. Mahmud 《Energy and Power Engineering》 2011年第4期547-550,共4页
This paper presents an analysis to forecast the loads of an isolated area where the history of load is not available or the history may not represent the realistic demand of electricity. The analysis is done through l... This paper presents an analysis to forecast the loads of an isolated area where the history of load is not available or the history may not represent the realistic demand of electricity. The analysis is done through linear regression and based on the identification of factors on which electrical load growth depends. To determine the identification factors, areas are selected whose histories of load growth rate known and the load growth deciding factors are similar to those of the isolated area. The proposed analysis is applied to an isolated area of Bangladesh, called Swandip where a past history of electrical load demand is not available and also there is no possibility of connecting the area with the main land grid system. 展开更多
关键词 ISOLATED Area load Forecasting linear Regression Analysis (LRA).
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Load Frequency Control of Small Hydropower Plants Using One-Input Fuzzy PI Controller with Linear and Non-Linear Plant Model 被引量:2
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作者 Derek Ajesam Asoh Edwin Nyuysever Mbinkar Albert Nouck Moutlen 《Smart Grid and Renewable Energy》 2022年第1期1-16,共16页
<span style="font-family:Verdana;">This study presents an intelligent approach for load frequency control (LFC) of small hydropower plants (SHPs). The approach which is based on fuzzy logic (FL), takes... <span style="font-family:Verdana;">This study presents an intelligent approach for load frequency control (LFC) of small hydropower plants (SHPs). The approach which is based on fuzzy logic (FL), takes into account the non-linearity of SHPs—something which is not possible using traditional controllers. Most intelligent methods use two-</span><span style="font-family:;" "=""> </span><span style="font-family:;" "=""><span style="font-family:Verdana;">input fuzzy controllers, but because such controllers are expensive, there is </span><span style="font-family:Verdana;">economic interest in the relatively cheaper single-input controllers. A n</span><span style="font-family:Verdana;">on-</span></span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">linear control model based on one-input fuzzy logic PI (FLPI) controller was developed and applied to control the non-linear SHP. Using MATLAB/Si</span><span style="font-family:Verdana;">- </span><span style="font-family:Verdana;">mulink SimScape, the SHP was simulated with linear and non-linear plant models. The performance of the FLPI controller was investigated and compared with that of the conventional PI/PID controller. Results show that the settling time for the FLPI controller is about 8 times shorter;while the overshoot is about 15 times smaller compared to the conventional PI/PID controller. Therefore, the FLPI controller performs better than the conventional PI/PID controller not only in meeting the LFC control objective but also in ensuring increased dynamic stability of SHPs.</span> 展开更多
关键词 Small Hydropower Plant linear and Non-linear Model load Frequency Control Non-linear Control Fuzzy Logic Controller Renewable Energy
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AN ANALYSIS oF THE SHEAR FAILURE OF RIGID-LINEAR HARDENING BEAMS UNDER IMPULSIVE LOADING 被引量:4
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作者 王礼立 Norman Jones 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1996年第4期338-348,共11页
A theoretical rigid-plastic analysis for the dynamic shear failure of beams under impulsive loading is presented when using a travelling plastic shear hinge model which tabes into account material strain hardening. Th... A theoretical rigid-plastic analysis for the dynamic shear failure of beams under impulsive loading is presented when using a travelling plastic shear hinge model which tabes into account material strain hardening. The maximum dynamic shear strain and shear strain-rate can be predicted in addition to the permanent transverse deflections and other parameters. The conditions for the three modes of shear failure, i.e., excess deflection failure, excess shear strain failure and adiabatic shear failure are analyzed. The special case of an infinitesimally small plastic zone is discussed and compared with Nonaka's solution for a rigid, perfectly plastic material. The results can also be generalized to examine the dynamic response of fibre-reinforced beams. 展开更多
关键词 shear failure rigid-linear hardening plastic beam dynamic response impulsive loading adiabatic shear
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NON-LINEAR DYNAMIC BEHAVIOR OF THERMOELASTIC CIRCULAR PLATE WITH VARYING THICKNESS SUBJECTED TO NONCONSERVATIVE LOADING 被引量:2
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作者 WANG Zhongmin GAO Jingbo +1 位作者 LIHuixia LIU Hongzhao 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2008年第5期65-69,共5页
The non-linear dynamic behaviors of thermoelastic circular plate with varying thickness subjected to radially uniformly distributed follower forces are considered. Two coupled non-linear differential equations of moti... The non-linear dynamic behaviors of thermoelastic circular plate with varying thickness subjected to radially uniformly distributed follower forces are considered. Two coupled non-linear differential equations of motion for this problem are derived in terms of the transverse deflection and radial displacement component of the mid-plane of the plate. Using the Kantorovich averaging method, the differential equation of mode shape of the plate is derived, and the eigenvalue problem is solved by using shooting method. The eigencurves for frequencies and critical loads of the circular plate with unmovable simply supported edge and clamped edge are obtained. The effects of the variation of thickness and temperature on the frequencies and critical loads of the thermoelastic circular plate subjected to radially uniformly distributed follower forces are then discussed. 展开更多
关键词 Non-linear vibration Circular plate with varying thickness Thermal loading Follower force Shooting method
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直线加载的电动伺服机构试验台设计与控制
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作者 庞元龙 李传扬 +3 位作者 胡昌华 张泽明 冷明哲 王兆强 《机械工程学报》 北大核心 2026年第1期229-240,共12页
电动伺服机构作为固体火箭导航控制系统中的核心单机,其性能表现对航天装备的飞行安全起着决定性作用。为实现航天设备导航控制系统电动伺服机构加载试验,提出了一种直线加载的电动伺服机构试验台设计方案,通过额外伺服机构对冲的方式... 电动伺服机构作为固体火箭导航控制系统中的核心单机,其性能表现对航天装备的飞行安全起着决定性作用。为实现航天设备导航控制系统电动伺服机构加载试验,提出了一种直线加载的电动伺服机构试验台设计方案,通过额外伺服机构对冲的方式实现实时可变的模拟负载代替实物负载,完成多种工况和非线性载荷模拟。该试验台设计方案存在一定挑战,被测电动伺服机构与加载伺服对冲中容易相互破坏,既要实现正常功能,又要达到预期模拟负载,试验台驱动控制极为重要,因此提出了一种驱动控制方法,通过对伺服电机耦合比的调控,可实现对预期工况的高精度模拟。基于上述方案设计了试验台直线加载的机械结构及控制系统。通过加装温度、振动等传感器并通过双电机同步控制可实现对被测电动伺服机构多种负载模拟情况下的性能表现。试验结果表明:试验台能够通过数据实时采集反馈电动伺服机构系统运行状态,并可通过控制加载伺服系统模拟电动伺服机构航天设备在飞行过程中非线性负载情况,极大地降低了试验成本,助力航天设备安全飞行。 展开更多
关键词 电动伺服机构 试验台 直线加载 负载模拟 控制系统
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典型载荷谱下轮毂轴承寿命预测方法研究
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作者 董艳方 于伟 +3 位作者 邱明 延紫博 周文博 叶博涛 《河南科技大学学报(自然科学版)》 北大核心 2026年第1期24-33,M0003,共11页
针对实际服役过程中轮毂轴承寿命难以精准预测的难题,提出一种典型载荷谱下轮毂轴承服役寿命预测方法。首先,考虑弯矩作用的影响,构建轮毂轴承拟静力学模型,采用牛顿-拉夫森(Newton\|Raphson)迭代算法求解轴承内部接触载荷,解析不同工... 针对实际服役过程中轮毂轴承寿命难以精准预测的难题,提出一种典型载荷谱下轮毂轴承服役寿命预测方法。首先,考虑弯矩作用的影响,构建轮毂轴承拟静力学模型,采用牛顿-拉夫森(Newton\|Raphson)迭代算法求解轴承内部接触载荷,解析不同工况下各接触区接触载荷的变化规律;其次,参照机械行业标准JB/T 13353—2017,制定了用于耐久性考核的典型载荷谱,基于修正的L\|P理论得到典型载荷谱下的轴承寿命,同时为考虑多级载荷中存在的加载次序与交互作用效应,引入了一种非线性疲劳累积损伤模型,完成了试验载荷谱下轮毂轴承服役寿命的预测;最后,对比线性与非线性损伤累积模型的差异性,并通过耐久性试验验证了预测结果的准确性和方法的合理性。 展开更多
关键词 轮毂轴承 典型载荷谱 寿命预测 非线性损伤累积模型
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基于负载观测器的直线感应电机模型预测速度控制
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作者 姚兴 赵镜红 严思念 《微电机》 2026年第2期19-25,共7页
针对传统PI控制在直线电机调速系统中存在的固有缺陷,本研究以轨道交通用直线感应电机为研究对象,提出一种结合模型预测控制与扰动观测技术的复合控制策略。该策略在速度环采用模型预测控制(MPC),将电机视为多输入多输出系统,有效增强... 针对传统PI控制在直线电机调速系统中存在的固有缺陷,本研究以轨道交通用直线感应电机为研究对象,提出一种结合模型预测控制与扰动观测技术的复合控制策略。该策略在速度环采用模型预测控制(MPC),将电机视为多输入多输出系统,有效增强了系统鲁棒性与动态响应性能;为进一步抑制负载扰动对控制性能的影响,引入了负载观测器,提高了系统抗干扰能力和控制精度。此外,在电流环PI控制中引入抗积分饱和机制,有效减轻了积分饱和现象对系统的不利影响。仿真结果表明,该复合控制策略在转速与负载变化时几乎无超调、响应迅速、抗干扰能力强,观测器能良好跟踪给定值。 展开更多
关键词 直线感应电机 模型预测速度控制 负载观测器 抗积分饱和器
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复杂截面直线导轨的三点弯曲矫直过程的数值模拟与试验验证
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作者 牛犇 张蕊华 +3 位作者 赵晨阳 王志龙 陈朝杰 叶秉良 《锻压技术》 北大核心 2026年第2期284-299,共16页
针对当前复杂截面直线导轨人工矫直精度与效率低的问题,提出了复杂截面直线导轨矫直算法模型。首先,通过预设参考简化截面,并基于线性硬化材料模型,分析了导轨矫直过程中的应力、应变和弯矩,构建了初始挠度与矫直载荷的预测模型。然后,... 针对当前复杂截面直线导轨人工矫直精度与效率低的问题,提出了复杂截面直线导轨矫直算法模型。首先,通过预设参考简化截面,并基于线性硬化材料模型,分析了导轨矫直过程中的应力、应变和弯矩,构建了初始挠度与矫直载荷的预测模型。然后,采用有限元对真实导轨进行矫直仿真,引入形状修正因子,并通过Active-Set最小二乘法对形状修正因子进行优化求解,确定了导轨最佳简化截面尺寸,从而显著提升了矫直精度。此外,通过调整预设参考截面尺寸和矫直跨距,验证了该算法的稳定性。最终,通过矫直试验表明,矫直模型与试验载荷误差控制在4.30%以内,精度较高,可为复杂截面导轨提供矫直参考。 展开更多
关键词 复杂截面直线导轨 三点矫直 矫直载荷 形状修正因子 简化截面尺寸
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Minimum Load-curtailment in Transmission Network Planning Considering Integrated Wind Farms 被引量:14
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作者 CHEN Yan WEN Jinyu CHENG Shijie 《中国电机工程学报》 EI CSCD 北大核心 2011年第34期I0003-I0003,5,共1页
提出应用鲁棒线性优化理论来研究电网规划中含多个风电场的最小切负荷量计算问题,为含多个风电场的系统安全性研究提供了一条新的思路。根据Seng-Cheol Kang提出的鲁棒线性优化理论,建立电网规划中考虑风电场影响的最小切负荷量模型。... 提出应用鲁棒线性优化理论来研究电网规划中含多个风电场的最小切负荷量计算问题,为含多个风电场的系统安全性研究提供了一条新的思路。根据Seng-Cheol Kang提出的鲁棒线性优化理论,建立电网规划中考虑风电场影响的最小切负荷量模型。该模型以出力上下限和出力期望值来描述风电场的出力,最终转化为一确定性的线性规划问题并进行求解。在计及或不计及发电机调整的情况下,该模型均能够给出最安全的切负荷方案,除此以外还能给出更多介于最可靠与最经济之间的切负荷方案,实现灵活决策;在计及发电机出力可调的情况下,该模型能够给出相应的发电机出力方案;该模型能够初步给出各种切负荷方案下电网规划方案的可靠程度。基于修正的Garver’s 6节点系统和修正的巴西南部46节点系统算例测试结果验证了该方法的有效性。 展开更多
关键词 英文摘要 内容介绍 编辑工作 期刊
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高脑力负荷无人机操控员认知能力及影响因素分析
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作者 郑媛憬 刘海鹰 +6 位作者 杨明浩 李子萌 安怀杰 徐进伟 毛宏晖 武胜昔 王文挺 《空军军医大学学报》 2026年第1期74-80,共7页
目的探究高脑力负荷无人机(UAV)操控员的认知能力及其影响因素。方法采用人机对话方式评估10名大中型UAV操控员、13名UAV地勤人员以及15名其他类型高脑力负荷工作者在舒尔特方格、黑红数字表、符数转换、记忆围棋、威斯康辛卡片分类5项... 目的探究高脑力负荷无人机(UAV)操控员的认知能力及其影响因素。方法采用人机对话方式评估10名大中型UAV操控员、13名UAV地勤人员以及15名其他类型高脑力负荷工作者在舒尔特方格、黑红数字表、符数转换、记忆围棋、威斯康辛卡片分类5项认知作业的表现;同时基于调查表统计年龄、学历、平均睡眠时长、平均运动时间、工作年限、是否进行记忆训练等,利用多元线性回归分析影响UAV操控员认知能力的潜在因素。结果UAV操控员综合脑认知能力低于地勤人员和其他类型高脑力负荷工作者(P<0.05,P<0.01),主要的影响因素为年龄和是否进行记忆训练,进行记忆训练人员认知能力相对偏高(P<0.05)。结论UAV操控可能影响认知能力和判断能力,通过科学记忆训练有可能提高认知能力,进而提高工作质量和效率。 展开更多
关键词 无人机操控员 认知能力 人机对话 多元线性回归分析 记忆训练 脑力负荷
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Robust Control for Static Loading of Electro-hydraulic Load Simulator with Friction Compensation 被引量:22
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作者 YAO Jianyong JIAO Zongxia YAO Bin 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2012年第6期954-962,共9页
Load simulator is a key test equipment for aircraft actuation systems in hardware-in-the-loop-simulation. Static loading is an essential function of the load simulator and widely used in the static/dynamic stiffness t... Load simulator is a key test equipment for aircraft actuation systems in hardware-in-the-loop-simulation. Static loading is an essential function of the load simulator and widely used in the static/dynamic stiffness test of aircraft actuation systems. The tracking performance of the static loading is studied in this paper. Firstly, the nonlinear mathematical models of the hydraulic load simulator are derived, and the feedback linearization method is employed to construct a feed-forward controller to improve the force tracking performance. Considering the effect of the friction, a LuGre model based friction compensation is synthesized, in which the unmeasurable state is estimated by a dual state observer via a controlled learning mechanism to guarantee that the estimation is bounded. The modeling errors are attenuated by a well-designed robust controller with a control accuracy measured by a design parameter. Employing the dual state observer is to capture the different effects of the unmeasured state and hence can improve the friction compensation accuracy. The tracking performance is summarized by a derived theorem. Experimental results are also obtained to verify the high performance nature of the proposed control strategy. 展开更多
关键词 electro-hydraulic load simulator robust control friction compensation feedback linearization LuGre model nonlinear control state estimation
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Statistical approach to determination of overhaul and maintenance cost of loading equipment in surface mining 被引量:8
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作者 Lashgari Ali Sayadi Ahmad Reza 《International Journal of Mining Science and Technology》 SCIE EI 2013年第3期441-446,共6页
The purpose of this research was to develop a new approach in determination of overhaul and maintenance cost of loading equipment in surface mining. Two statistical models including univariate exponential regression (... The purpose of this research was to develop a new approach in determination of overhaul and maintenance cost of loading equipment in surface mining. Two statistical models including univariate exponential regression (UER) and multivariate linear regression (MLR) were used in this study. Loading equipment parameters such as bucket capacity, machine weight, engine power, boom length, digging depth, and dumping height were considered as variables. The results obtained by models and mean absolute error rate indicate that these models can be applied as the useful tool in determination of overhaul and maintenance cost of loading equipment. The results of this study can be used by the decision-makers for the specific surface mining operations. 展开更多
关键词 Overhaul and maintenance cost loading equipment Surface mining Univariate exponential regression Multivariate linear regression Principal component analysis
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Acoustic impedance characteristics of linear compressors 被引量:3
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作者 Zhi-hua GAN Long-yi WANG +3 位作者 Sheng-ying ZHAO Yu-jing SONG Wei-wei WANG Yi-nong WU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2013年第7期494-503,共10页
The acoustic field of a linear compressor serves to deliver the compression work to the load, such as the connected cold head of a cryocooler; it plays an equivalently important role as the electrical and mechanical p... The acoustic field of a linear compressor serves to deliver the compression work to the load, such as the connected cold head of a cryocooler; it plays an equivalently important role as the electrical and mechanical parts, especially in the impedance match issue. This paper studies the acoustic impedance characteristics of a linear compressor. The parameters including the current, the piston displacement, the pressure amplitude, the electrical power dissipation, the power factor, the pressure-volumetric (PV) power delivered, and the efficiency are theoretically and experimentally investigated. Different from previous theoretical studies, optimization for the operations away from the resonance is also included. More general optimization results imply relevance between thermoacoustic engines and linear compressors. The predicted results are validated by the experiments performed on a linear compressor with an adjustable resistive-capacitive (RC) acoustic load. The comparisons between the calculations and the measurements are presented and analyzed. The results provide deeper insight into the mechanism of the linear compressor and the impedance match in a cryocooler system. 展开更多
关键词 linear compressor Acoustic impedance Resistive-capacitive (RC) load
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Analysis of pile load-transfer under pile-side softening 被引量:3
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作者 刘杰 张可能 《Journal of Central South University of Technology》 2003年第3期231-236,共6页
A set of analytical equations for the variation of the axial force along depth and the pile-top load-settle-ment curve were established, using tri-linear softening model to pile-side soil and bilinear hardening model ... A set of analytical equations for the variation of the axial force along depth and the pile-top load-settle-ment curve were established, using tri-linear softening model to pile-side soil and bilinear hardening model to pile-end soil . Influences of the pile-side and pile-end soil behavior on the load-settlement curve were discussed, indica-ting that the lowering reason for the variation step degree of the axial force along depth is the softening of the pile-side soil to result in the side friction lowering when the pile-top load is increased. To verify the reliability of thismethod, the parameters used in calculation are obtained from the test in Zhuzhou area. The obtained results are thencompared with the tested results. Contrast shows that the calculated results and the tested values are very close,which illustrates that the proposed method is reliable. 展开更多
关键词 load-SETTLEMENT curve tri-linear SOFTENING MODEL BIlinear hardening MODEL
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Resilient Fixed-Order Distributed Dynamic Output Feedback Load Frequency Control Design for Interconnected Multi-Area Power Systems 被引量:5
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作者 Ali Azarbahram Amir Amini Mahdi Sojoodi 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2019年第5期1139-1151,共13页
The paper proposes a novel H∞ load frequency control(LFC) design method for multi-area power systems based on an integral-based non-fragile distributed fixed-order dynamic output feedback(DOF) tracking-regulator cont... The paper proposes a novel H∞ load frequency control(LFC) design method for multi-area power systems based on an integral-based non-fragile distributed fixed-order dynamic output feedback(DOF) tracking-regulator control scheme. To this end, we consider a nonlinear interconnected model for multiarea power systems which also include uncertainties and timevarying communication delays. The design procedure is formulated using semi-definite programming and linear matrix inequality(LMI) method. The solution of the proposed LMIs returns necessary parameters for the tracking controllers such that the impact of model uncertainty and load disturbances are minimized. The proposed controllers are capable of receiving all or part of subsystems information, whereas the outputs of each controller are local. These controllers are designed such that the resilient stability of the overall closed-loop system is guaranteed. Simulation results are provided to verify the effectiveness of the proposed scheme. Simulation results quantify that the distributed(and decentralized) controlled system behaves well in presence of large parameter perturbations and random disturbances on the power system. 展开更多
关键词 Dynamic OUTPUT FEEDBACK CONTROL interconnected multi-area POWER systems load frequency CONTROL linear matrix INEQUALITIES POWER system CONTROL
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Forecasting the Demand of Short-Term Electric Power Load with Large-Scale LP-SVR 被引量:1
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作者 Pablo Rivas-Perea Juan Cota-Ruiz +3 位作者 David Garcia Chaparro Abel Quezada Carreón Francisco J. Enríquez Aguilera Jose-Gerardo Rosiles 《Smart Grid and Renewable Energy》 2013年第6期449-457,共9页
This research studies short-term electricity load prediction with a large-scalelinear programming support vector regression (LP-SVR) model. The LP-SVR is compared with other three non-linear regression models: Collob... This research studies short-term electricity load prediction with a large-scalelinear programming support vector regression (LP-SVR) model. The LP-SVR is compared with other three non-linear regression models: Collobert’s SVR, Feed-Forward Neural Networks (FFNN), and Bagged Regression Trees (BRT). The four models are trained to predict hourly day-ahead loads given temperature predictions, holiday information and historical loads. The models are trained on-hourly data from the New England Power Pool (NEPOOL) region from 2004 to 2007 and tested on out-of-sample data from 2008. Experimental results indicate that the proposed LP-SVR method gives the smallest error when compared against the other approaches. The LP-SVR shows a mean absolute percent error of 1.58% while the FFNN approach has a 1.61%. Similarly, the FFNN method shows a 330 MWh (Megawatts-hour) mean absolute error, whereas the LP-SVR approach gives a 238 MWh mean absolute error. This is a significant difference in terms of the extra power that would need to be produced if FFNN was used. The proposed LP-SVR model can be utilized for predicting power loads to a very low error, and it is comparable to FFNN and over-performs other state of the art methods such as: Bagged Regression Trees, and Large-Scale SVRs. 展开更多
关键词 Power load Prediction linear PROGRAMMING Support VECTOR Regression NEURAL Networks for Regression Bagged Regression Trees
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Influences of aerodynamic loads on hunting stability of high-speed railway vehicles and parameter studies 被引量:9
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作者 Xiao-Hui Zeng Han Wu +1 位作者 Jiang Lai Hong-Zhi Sheng 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2014年第6期889-900,共12页
The influences of steady aerodynamic loads on hunting stability of high-speed railway vehicles were investigated in this study.A mechanism is suggested to explain the change of hunting behavior due to actions of aerod... The influences of steady aerodynamic loads on hunting stability of high-speed railway vehicles were investigated in this study.A mechanism is suggested to explain the change of hunting behavior due to actions of aerodynamic loads:the aerodynamic loads can change the position of vehicle system(consequently the contact relations),the wheel/rail normal contact forces,the gravitational restoring forces/moments and the creep forces/moments.A mathematical model for hunting stability incorporating such influences was developed.A computer program capable of incorporating the effects of aerodynamic loads based on the model was written,and the critical speeds were calculated using this program.The dependences of linear and nonlinear critical speeds on suspension parameters considering aerodynamic loads were analyzed by using the orthogonal test method,the results were also compared with the situations without aerodynamic loads.It is shown that the most dominant factors a ff ecting linear and nonlinear critical speeds are different whether the aerodynamic loads considered or not.The damping of yaw damper is the most dominant influencing factor for linear critical speeds,while the damping of lateral damper is most dominant for nonlinear ones.When the influences of aerodynamic loads are considered,the linear critical speeds decrease with the rise of cross wind velocity,whereas it is not the case for the nonlinear critical speeds.The variation trends of critical speeds with suspension parameters can be significantly changed by aerodynamic loads.Combined actions of aerodynamic loads and suspension parameters also a ff ect the critical speeds.The effects of such joint action are more obvious for nonlinear critical speeds. 展开更多
关键词 Hunting stability linear critical speed Nonlinear critical speed Aerodynamic loads Suspension parameters Orthogonal experimental design
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Expansion of Linear Analysis of Rayleigh-Taylor Interface Instability of Metal Materials 被引量:2
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作者 Xinbo Bai Tao Wang +1 位作者 Yuxuan Zhu Guoqiang Luo 《World Journal of Mechanics》 2018年第4期94-106,共13页
The linear analysis of the Rayleigh-Taylor instability in metal material is extended from the perfect plastic constitutive model to the Johnson-Cook and Steinberg-Guinan constitutive model, and from the constant loadi... The linear analysis of the Rayleigh-Taylor instability in metal material is extended from the perfect plastic constitutive model to the Johnson-Cook and Steinberg-Guinan constitutive model, and from the constant loading to a time-dependent loading. The analysis is applied to two Rayleigh-Taylor instability experiments in aluminum and vanadium with peak pressures of 20 GPa and 90 GPa, and strain rates of 6 × 106 s&minus;1 and 3 × 107 s&minus;1 respectively. When the time-dependent loading and the Steinberg-Guinan constitutive model are used in the linear analysis, the analytic results are in close agreement with experiments quantitatively, which indicates that the method in this paper is applicable to the Rayleigh-Taylor instability in aluminum and vanadium metal materials under high pressure and high strain rate. From these linear analyses, we find that the constitutive models and the loading process are of crucial importance in the linear analysis of the Rayleigh-Taylor instability in metal material, and a better understanding of the Rayleigh-Taylor instability in metals is gained. These results will serve as important references for evolving high-pressure, high-strain-rate experiments and numerical simulations. 展开更多
关键词 linear Analysis RAYLEIGH-TAYLOR INSTABILITY TIME-DEPENDENT loadING CONSTITUTIVE Model
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