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Optimum path planning of mobile robot in unknown static and dynamic environments using Fuzzy-Wind Driven Optimization algorithm 被引量:13
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作者 Anish Pandey Dayal R.Parhi 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2017年第1期47-58,共12页
This article introduces a singleton type-1 fuzzy logic system(T1-SFLS) controller and Fuzzy-WDO hybrid for the autonomous mobile robot navigation and collision avoidance in an unknown static and dynamic environment. T... This article introduces a singleton type-1 fuzzy logic system(T1-SFLS) controller and Fuzzy-WDO hybrid for the autonomous mobile robot navigation and collision avoidance in an unknown static and dynamic environment. The WDO(Wind Driven Optimization) algorithm is used to optimize and tune the input/output membership function parameters of the fuzzy controller. The WDO algorithm is working based on the atmospheric motion of infinitesimal small air parcels navigates over an N-dimensional search domain. The performance of this proposed technique has compared through many computer simulations and real-time experiments by using Khepera-Ⅲ mobile robot. As compared to the T1-SFLS controller the Fuzzy-WDO algorithm is found good agreement for mobile robot navigation. 展开更多
关键词 Singleton type-1 fuzzy Navigation wind driven optimization Membership function Atmospheric motion
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Wind Driven Butterfly Optimization Algorithm with Hybrid Mechanism Avoiding Natural Enemies for Global Optimization and PID Controller Design 被引量:1
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作者 Yang He Yongquan Zhou +2 位作者 Yuanfei Wei Qifang Luo Wu Deng 《Journal of Bionic Engineering》 SCIE EI CSCD 2023年第6期2935-2972,共38页
This paper presents a Butterfly Optimization Algorithm(BOA)with a wind-driven mechanism for avoiding natural enemies known as WDBOA.To further balance the basic BOA algorithm's exploration and exploitation capabil... This paper presents a Butterfly Optimization Algorithm(BOA)with a wind-driven mechanism for avoiding natural enemies known as WDBOA.To further balance the basic BOA algorithm's exploration and exploitation capabilities,the butterfly actions were divided into downwind and upwind states.The algorithm of exploration ability was improved with the wind,while the algorithm of exploitation ability was improved against the wind.Also,a mechanism of avoiding natural enemies based on Lévy flight was introduced for the purpose of enhancing its global searching ability.Aiming at improving the explorative performance at the initial stages and later stages,the fragrance generation method was modified.To evaluate the effectiveness of the suggested algorithm,a comparative study was done with six classical metaheuristic algorithms and three BOA variant optimization techniques on 18 benchmark functions.Further,the performance of the suggested technique in addressing some complicated problems in various dimensions was evaluated using CEC 2017 and CEC 2020.Finally,the WDBOA algorithm is used proportional-integral-derivative(PID)controller parameter optimization.Experimental results demonstrate that the WDBOA based PID controller has better control performance in comparison with other PID controllers tuned by the Genetic Algorithm(GA),Flower Pollination Algorithm(FPA),Cuckoo Search(CS)and BOA. 展开更多
关键词 Butterfly Optimization Algorithm(BOA) wind driven Optimization(WDO) Benchmark functions Global optimization Proportional integral derivative(PID) METAHEURISTIC
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Three-D numerical simulation of wind-driven current and density current in the Beibu Gulf 被引量:12
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作者 夏华永 李树华 侍茂崇 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2001年第4期455-472,共18页
The Casulli's difference scheme was introduced into the three-dimensional ocean model in the present paper, and the wind-driven current and thermohaline current were simulated. The results show that, southwesterly... The Casulli's difference scheme was introduced into the three-dimensional ocean model in the present paper, and the wind-driven current and thermohaline current were simulated. The results show that, southwesterly monsoon in summer induces a clockwise circulation in the Beibu Gulf, and the density gradient induces a counter-clockwise one; but the density current is more intense than the wind- driven one in summer, espeially in surface layer. In addition, the northeasterly monsoon in winter in- duces a counter-clockwise circulation. The simulated results don't support the traditional condusion that there is a clockwise circulation in the Beibu Gulf in summer and a counter-clockwise one in winter, but support the statement that a counterclockwise circulation exists in the Beibu Gulf all year round. 展开更多
关键词 The Beibu Gulf Casulli's difference scheme wind-driven current density current
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NUMERICAL MODELLING OF THREE-DIMENSION CHARACTERISTICS OF WIND-DRIVEN CURRENT IN THE BOHAI SEA 被引量:5
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作者 赵进平 侍茂崇 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 1993年第1期70-79,共10页
Three- dimension (3-D) wind-driven currents in the Bohai Sea in both winter and summer are calculated by using a 3- D barotropic steady model, and the results are consistent with observed flow char -acteristics. Based... Three- dimension (3-D) wind-driven currents in the Bohai Sea in both winter and summer are calculated by using a 3- D barotropic steady model, and the results are consistent with observed flow char -acteristics. Based on the results, 3- D characteristics of flow, currents at different depths, compensated flow in the lower layer , long and narrow alongshore current, the area of upwelling and downwelling, main circulation in vertical profile, and the current in Bohai Strait are discussed. 展开更多
关键词 the Bohai Sea- 3-dimension model NUMERICAL study wind-driven CURRENT
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Numerical simulation of wind-driven circulation and pollutant transport in Taihu Lake based on a quadtree grid 被引量:6
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作者 Xiao-dong Liu Ling-qi Li +4 位作者 Peng Wang Zu-lin Hua Li Gu Yuan-yuan Zhou Lu-ying Chen 《Water Science and Engineering》 EI CAS CSCD 2019年第2期108-114,共7页
In this study,a two-dimensional flow-pollutant coupled model was developed based on a quadtree grid.This model was established to allow the accurate simulation of wind-driven flow in a large-scale shallow lake with ir... In this study,a two-dimensional flow-pollutant coupled model was developed based on a quadtree grid.This model was established to allow the accurate simulation of wind-driven flow in a large-scale shallow lake with irregular natural boundaries when focusing on important smallscale localized flow features.The quadtree grid was created by domain decomposition.The governing equations were solved using the finite volume method,and the normal fluxes of mass,momentum,and pollutants across the interface between cells were computed by means of a Godunov-type Osher scheme.The model was employed to simulate wind-driven flow in a circular basin with non-uniform depth.The computed values were in agreement with analytical data.The results indicate that the quadtree grid has fine local resolution and high efficiency,and is convenient for local refinement.It is clear that the quadtree grid model is effective when applied to complex flow domains.Finally,the model was used to calculate the flow field and concentration field of Taihu Lake,demonstrating its ability to predict the flow and concentration fields in an actual water area with complex geometry. 展开更多
关键词 Numerical simulation wind-driven CIRCULATION POLLUTANT transport QUADTREE GRID Shallow-flow hydrodynamics Taihu Lake
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The effects of wind-driven waves and ocean spray on the drag coefficient and near-surface wind profiles over the ocean 被引量:4
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作者 ZHANG Ting SONG Jinbao +1 位作者 LI Shuang YANG Liangui 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2016年第11期79-85,共7页
By introducing a wave-induced component and a spray-induced component to the total stress, a mathematical model based on the Ekman theory is proposed to detail the influence of wind-driven waves and ocean spray on the... By introducing a wave-induced component and a spray-induced component to the total stress, a mathematical model based on the Ekman theory is proposed to detail the influence of wind-driven waves and ocean spray on the momentum transport in a marine atmosphere boundary layer(MABL). An analytic solution of the modified Ekman model can be obtained. The effect of the wave-induced stress is evaluated by a wind wave spectrum and a wave growth rate. It is found that the wave-induced stress and spray stress have a small impact compared with the turbulent stress on the drag coefficient and the wind profiles for low-to-medium wind speed. The spray contribution to the surface stress should be much more taken into account than the winddriven waves when the wind speed reaches above 25 m/s through the action of a "spray stress". As a result, the drag coefficient starts to decrease with increasing wind speed for high wind speed. The effects of the winddriven waves and spray droplets on the near-surface wind profiles are illustrated for different wave ages, which indicates that the production of the spray droplets leads the wind velocity to increase in the MABL. The solutions are also compared with the existed field observational data. Illustrative examples and the comparisons between field observations and the theoretical solutions demonstrate that the spray stress has more significant effect on the marine atmosphere boundary layer in the condition of the high wind speed compared with wave-induced stress. 展开更多
关键词 wind-driven waves Ekman theory marine atmosphere boundary layer spray droplets
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Model Aerodynamic Tests with a Wire-driven Parallel Suspension System in Low-speed Wind Tunnel 被引量:25
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作者 肖扬文 林麒 +1 位作者 郑亚青 梁斌 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2010年第4期393-400,共8页
Owing to the advantages of wire-driven parallel manipulator, a new wire-driven parallel suspension system for airplane model in low-speed wind tunnel is constructed, and the methods to measure and calculate the aerody... Owing to the advantages of wire-driven parallel manipulator, a new wire-driven parallel suspension system for airplane model in low-speed wind tunnel is constructed, and the methods to measure and calculate the aerodynamic parameters of the airplane model are studied. In detail, a static model of the wire-driven parallel suspension is analyzed, a mathematical model for describ- ing the aerodynamic loads exerted on the scale model is constructed and a calculation method for obtaining the aerodynamic parameters of the model by measuring the tension of wires is presented. Moreover, the measurement system for wire tension and its corresponding data acquisition system are designed and built. Thereafter, the wire-driven parallel suspension system is placed in an open return circuit low-speed wind tunnel for wind tunnel tests to acquire data of each wire tension when the airplane model is at different attitudes and different wind speeds. A group of curves about the parameters for aerodynamic load exerted on the airplane model are obtained at different wind speeds after the acquired data are analyzed. The research results validate the feasibility of using a wire-driven parallel manipulator as the suspension system for low-speed wind ttmnel tests. 展开更多
关键词 wire-driven parallel manipulators low-speed wind tunnel suspension system aerodynamic loads TESTS
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Wind-Driven Ocean Circulation in Shallow Water Lattice Boltzmann Model 被引量:2
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作者 钟霖浩 冯士德 高守亭 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2005年第3期349-358,共10页
A lattice Boltzmann (LB) model with overall second-order accuracy is applied to the 1.5-layer shallow water equation for a wind-driven double-gyre ocean circulation. By introducing the second-order integral approximat... A lattice Boltzmann (LB) model with overall second-order accuracy is applied to the 1.5-layer shallow water equation for a wind-driven double-gyre ocean circulation. By introducing the second-order integral approximation for the collision operator, the model becomes fully explicit. In this case, any iterative technique is not needed. The Coriolis force and other external forces are included in the model with second-order accuracy, which is consistent with the discretized accuracy of the LB equation. The numerical results show correct physics of the ocean circulation driven by the double-gyre wind stress with different Reynolds numbers and different spatial resolutions. An intrinsic low-frequency variability of the shallow water model is also found. The wind-driven ocean circulation exhibits subannual and interannual oscillations, which are comparable to those of models in which the conventional numerical methods are used. 展开更多
关键词 lattice Boltzmann shallow water equation wind-driven ocean circulation Reynolds number spatial resolution low-frequency variability
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Winds and buoyancy-driven circulation in the Tampa Bay 被引量:1
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作者 Li Zhen Robert H. Weisherg and Li Xinming (1. Center for Environmental and Estuarine Studies. University of Maryland, Cambridge, MD 21613, U. S. A. 2. Department of Marine Science, University of South Florida, St. Peterburg, FL 33701, U. S. A. 3. Departme 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2000年第1期1-13,共13页
The present study is concentrated on the empirical studies on the circulation in the Tampa Bay by analyzing velocity data at the Skyway Bridge Station in the Tampa Bay. Analyses focus on three factors responsible for ... The present study is concentrated on the empirical studies on the circulation in the Tampa Bay by analyzing velocity data at the Skyway Bridge Station in the Tampa Bay. Analyses focus on three factors responsible for the circulation: tides, winds and buoyancy gradients. The analysis of the current data obtained at the Skyway Bridge Station shows these three components of the circulation: the tidal currents are nearly uniform with depth; a vigorous and persistent buoyancy-driven mean now is directed into the bay at this location with speed of about 6 -- 8 cm/s; and synoptic scale wind fluctuations result in similarly large current fluctuations with winds blowing into the bay causing currents to flow out of the bay, and the versa. 展开更多
关键词 wind-driven flow buoyancy-driven now Tampa Bay
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DYNAMIC MODEL FOR OIL SLICK DISPERSION INTO A WATER COLUMN- A WINDDRIVEN WAVETANK EXPERIMENT
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作者 陆贤崑 李静 陈淑珠 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 1993年第2期161-170,共10页
A dynamic experiment for oil dispersion into a water column was performed with a 21 m long, 0.5 m wide, and 1 m high wind-driven wave tank. At wind velocity between 6-12 m/s and with the oil slide kept constant (about... A dynamic experiment for oil dispersion into a water column was performed with a 21 m long, 0.5 m wide, and 1 m high wind-driven wave tank. At wind velocity between 6-12 m/s and with the oil slide kept constant (about 1 um), the rate of the oil content increase in the water column could be approximated from the difference between the dispersion rate (R) of the oil slick and the coagulation rate (R’) of the dispersed oil slick. Assuming the coagulation rate is directly proportional to the concentration of the water dispersed oil slick (i. e. R’ =KC),, the integral form of the dynamic model can be expressed as C=R*[1-exp(-K*t)]/K and parameters R and K can be regressed with a computer. The relative deviation of model results from the experimental data was mainly less than 10%. The oil slick dispersion rate (R) had exponential relationship with the wind velocity (V), and can be fitted with a formula R=A*(U+1)B.The fitted constant of the coagulation rate, K(0.8-3.0* 10-3 min-1) did not have significant 展开更多
关键词 dynamic model OIL slick DISPERSION wind-driven WAVE TANK
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Experimental Analysis of A Cooling System for Wind-Driven Generator Stator
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作者 Qian Xiaohui Jiang Yanlong +1 位作者 Cheng Danfeng Liu Juan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2016年第2期180-186,共7页
A novel cooling system with cooling channels is proposed for the stator of 3MW wind-driven generator.An experimental platform is built to investigate the performance of the cooling system with different loads.At30%,50... A novel cooling system with cooling channels is proposed for the stator of 3MW wind-driven generator.An experimental platform is built to investigate the performance of the cooling system with different loads.At30%,50% or 80% generator loads,the temperatures meet the design requirement.However,it is a little over the requirement at 100%load,duo to experimental errors and some unknown thermal resistances.In the test at 100%load,the developing trends of the parameters of these two generators are similar and only minor differences occurs when they reach steady state our work can be benefit for the design and improvement of MW wind-driven generator cooling solutions. 展开更多
关键词 wind-driven GENERATOR STATOR COOLING CHANNELS COOLING method EXPERIMENTAL study
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Wind-Driven Slanting Profile Wave Derived from the Unified Variational Principle of Water Gravity Wave
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作者 Fu Yuhua(China Offshore Oil Production Research Center) 《Marine Science Bulletin》 CAS 1999年第2期36-44,共9页
Considering that at present the regular waves in common use have the profile symmetrized to a vertical axis, which are different from actual wind-driven sea waves, and based on deriving linear wave, solitary wave, fif... Considering that at present the regular waves in common use have the profile symmetrized to a vertical axis, which are different from actual wind-driven sea waves, and based on deriving linear wave, solitary wave, fifth order Stokes wave and stream function wave by using Unified Variational Principle of Water Gravity Wave (UVPWGW), this paper derives wind-driven slanting profile wave by using UVPWGW. Its feature is that under the action of wind pressure, the wave profile is not symmetrized to a vertical axis, but that it is in the forward slanting form. 展开更多
关键词 UNIFIED VARIATIONAL principle of WATER gravity WAVE wind-driven WAVE slanting PROFILE
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Wind-Driven,Double-Gyre,Ocean Circulation in a Reduced-Gravity,2.5-Layer,Lattice Boltzmann Model
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作者 钟霖浩 冯士德 +1 位作者 罗德海 高守亭 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2006年第4期561-578,共18页
A coupled lattice Boltzmann (LB) model with second-order accuracy is applied to the reduced-gravity, shallow water, 2.5-layer model for wind-driven double-gyre ocean circulation. By introducing the secondorder integ... A coupled lattice Boltzmann (LB) model with second-order accuracy is applied to the reduced-gravity, shallow water, 2.5-layer model for wind-driven double-gyre ocean circulation. By introducing the secondorder integral approximation for the collision operator, the model becomes fully explicit. The Coriolis force and other external forces are included in the model with second-order accuracy, which is consistent with the discretization accuracy of the LB equation. The feature of the multiple equilibria solutions is found in the numerical experiments under different Reynolds numbers based on this LB scheme. With the Reynolds number increasing from 3000 to 4000, the solution of this model is destabilized from the anti-symmetric double-gyre solution to the subtropic gyre solution and then to the subpolar gyre solution. The transitions between these equilibria states are also found in some parameter ranges. The time-dependent variability of the circulation based on this LB simulation is also discussed for varying viscosity regimes. The flow of this model exhibits oscillations with different timescales varying from subannual to interannual. The corresponding statistical oscillation modes are obtained by spectral analysis. By analyzing the spatiotemporal structures of these modes, it is found that the subannual oscillation with a 9-month period originates from the barotropic Rossby basin mode, and the interarmual oscillations with periods ranging from 1.5 years to 4.6 years originate from the recirculation gyre modes, which include the barotropic and the baroclinic recirculation gyre modes. 展开更多
关键词 Lattice Boltzmann model 2.5-layer reduced-gravity model wind-driven ocean circulation multiple equilibria solutions low-frequency mode
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A modification to the Munk wind-driven ocean circulation theory
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作者 ZHANG Qinghua Qu Yuanyuan CHEN Shuiming 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2008年第3期4-10,共7页
In order to fulfill the no-slip condition at the western and eastern boundaries of the ocean basin, introduced "effective wind stress", which has much larger spatial variations towards the boundaries than in the oce... In order to fulfill the no-slip condition at the western and eastern boundaries of the ocean basin, introduced "effective wind stress", which has much larger spatial variations towards the boundaries than in the ocean interior. The effective wind stress can thus be decomposed into spatially slow-varying and fast varying components. Careful scale analysis on the classical Munk winddriven ocean circulation theory, which consists of the interior Sverdrup flow and the western boundary current but of no eastern boundary current, shows that the wind stress curl appearing in the Sverdrup equation must have negligible spatial variations. In the present model the spatially slow-varying component of the wind stress appears in the Sverdrup equation, and the spatially fastvarying component becomes the forcing term of the boundary equations. As a result, in addition to the classical Munk solution the present model has an extra term at the western boundary which (Northern Hemisphere) increases the northward transport as well as the southward return transport, and has a term at the eastern boundary corresponding to the eastern boundary current. 展开更多
关键词 Munk wind-driven ocean circulation theory eastern boundary current western boundary current effective wind stress
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Direct driven wind energy conversion system based on hybrid excitation synchronous machine
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作者 叶斌英 阮毅 +2 位作者 杨勇 赵海花 汤燕燕 《Journal of Shanghai University(English Edition)》 CAS 2011年第6期562-567,共6页
A novel direct-drive type wind power generation system based on hybrid excitation synchronous machine(HESM)is introduced in this paper.The generator is connected to an uncontrollable rectifier,and a fully controlled... A novel direct-drive type wind power generation system based on hybrid excitation synchronous machine(HESM)is introduced in this paper.The generator is connected to an uncontrollable rectifier,and a fully controlled voltage-sourceinverter is used to connect the system to utility grid.An intermediate DC bus exists between the rectifier and inverter.A new control strategy is proposed which achieves the maximum power point tracking(MPPT) with the control of excitation current of HESM and stabilizes the DC link voltage with the control of inverter output current simultaneously.Specially-designed buck circuit is used to control the excitation current of HESM,and grid voltage-oriented vector control strategy is employed to realize the decoupling of the inverter output power.Simulation results and experiment in 3 kW lab prototype show an excellent static and dynamic performance of the proposed system. 展开更多
关键词 maximum power point tracking(MPPT) wind energy conversion system direct-driven hybrid excitation
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异型建筑风驱雨分布特性数值研究
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作者 王辉 周荃 唐静 《合肥工业大学学报(自然科学版)》 北大核心 2026年第1期111-118,共8页
目前关于风驱雨(wind-driven rain,WDR)的研究主要以矩形截面建筑作为研究对象,针对常见的异型建筑WDR研究仍比较缺乏,因此揭示该类型建筑的WDR分布规律已成为WDR领域的重要工作。文章基于欧拉多相流模型的WDR数值模拟方法,模拟分析不... 目前关于风驱雨(wind-driven rain,WDR)的研究主要以矩形截面建筑作为研究对象,针对常见的异型建筑WDR研究仍比较缺乏,因此揭示该类型建筑的WDR分布规律已成为WDR领域的重要工作。文章基于欧拉多相流模型的WDR数值模拟方法,模拟分析不同风速和降雨强度下3类异型建筑WDR分布特性及与典型矩形截面建筑WDR的差异。结果表明:与矩形建筑立面WDR连续分布的情况不同,异型建筑因其特殊外形的干扰,立面WDR分布更为复杂;由于迎风立面突出部分能有效减少WDR对附近区域的侵袭,转角区域的抓取率趋近于0;相较于降雨强度,风速对异型建筑立面抓取率的影响更大,当降雨强度保持不变、风速从2m/s增大至10m/s时,抓取率最大值提高0.8。 展开更多
关键词 风驱雨 异型建筑 欧拉多相流 抓取率
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螺旋桨飞机风洞试验动力参数实时监测系统
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作者 顾艺 霍国 +2 位作者 叶健 宋晋 薛伟 《兵工自动化》 北大核心 2026年第2期20-26,共7页
针对螺旋桨带动力试验系统地面调试问题,设计一种螺旋桨动力参数实时监测系统。利用NI便携式数采系统测量螺旋桨天平信号,通过创建虚拟仪器数据采集任务和表格化天平公式,实时获得螺旋桨的拉力和扭矩等动力参数;在地面调试时,通过获取... 针对螺旋桨带动力试验系统地面调试问题,设计一种螺旋桨动力参数实时监测系统。利用NI便携式数采系统测量螺旋桨天平信号,通过创建虚拟仪器数据采集任务和表格化天平公式,实时获得螺旋桨的拉力和扭矩等动力参数;在地面调试时,通过获取实测螺旋桨动力参数,可实时掌握当前螺旋桨在不同桨叶角、转速工况下的负载特性,结合对驱动器参数的监测获取电机出力性能。结果表明:在风洞试验时,该系统作为备份的快捷测试手段,可帮助快速排除或定位数据测试方面的问题。 展开更多
关键词 螺旋桨飞机 风洞试验 动力参数 实时监测
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基于Windows平台的风力异步发电机的视窗设计系统 被引量:1
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作者 刘慧娟 张奕黄 《中小型电机》 北大核心 2002年第4期5-7,共3页
本文采用面向对象技术、多文本窗口、多级菜单及数据库管理技术,利用VB6.0语言开发的风力异步发电机的视窗设计系统,提供磁化曲线拟合、在线帮助文件等功能,并包括工程数据库管理系统及设计经验库等。
关键词 windOWS平台 视窗设计系统 风力异步发电机 CAD
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基于自抗扰控制方法关于含SVG设备的直驱风机谐振策略研究
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作者 李博宇 徐韬 +4 位作者 吴水军 孙士云 刘维胜 蒋朝顺 黄绍尧 《电力科学与工程》 2026年第2期20-30,共11页
为解决基于自抗扰控制的含静止无功发生器直驱风机与电网交互可能会引发系统振荡进这一问题,首先采用奈奎斯特稳定性判据分析了其控制参数以及电网强度对并网系统稳定性的影响;然后采用低通滤波器和改进线性自抗扰控制重塑系统阻抗以增... 为解决基于自抗扰控制的含静止无功发生器直驱风机与电网交互可能会引发系统振荡进这一问题,首先采用奈奎斯特稳定性判据分析了其控制参数以及电网强度对并网系统稳定性的影响;然后采用低通滤波器和改进线性自抗扰控制重塑系统阻抗以增强阻尼。与常用抑制措施对比,该策略能够有效避免由常用措施引发的负阻尼转移现象。MATLAB/Simulink仿真平台的实验结果验证了阻抗分析法的准确性以及所提抑制措施的有效性。 展开更多
关键词 直驱风机 静止无功发生器 序阻抗建模 线性自抗扰控制 谐振抑制
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基于数据驱动的风电场发电功率迁移预测方法研究
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作者 闫润珍 苏蕊 延亮 《太阳能学报》 北大核心 2026年第1期567-574,共8页
针对现阶段中国部分风电场历史运行数据较为稀缺的情况,基于数据驱动方式提出一种卷积神经网络(CNN)-门控循环单元(GRU)的风电场发电功率迁移预测模型。首先,基于CNN与GRU模型优势,构建CNN-GRU组合模型,以消除过拟合问题并减少训练周期... 针对现阶段中国部分风电场历史运行数据较为稀缺的情况,基于数据驱动方式提出一种卷积神经网络(CNN)-门控循环单元(GRU)的风电场发电功率迁移预测模型。首先,基于CNN与GRU模型优势,构建CNN-GRU组合模型,以消除过拟合问题并减少训练周期。其次,利用K-均值特征聚类算法对风电场历史运行数据进行聚类,以少数典型场景反映大规模场景中特征,减少计算复杂度的同时提升训练精度。再次,进一步明确各迁移预测场景中的迁移条件,既能避免迁移过程中过拟合问题又可为源域与目标域间参数迁移提供决策依据。最后,对比不同迁移预测模型的性能,选择最佳迁移预测方式。一系列训练结果表明:经过修正后的CNN-GRU模型迁移预测结果精确度明显高于传统LSTM模型以及未修正的CNN-GRU模型预测结果;通过K-均值特征聚类算法可对参考风电场进行优化识别,并进一步提升CNN-GRU组合模型迁移预测结果精度。 展开更多
关键词 数据驱动 风电场 发电功率 卷积神经网络 门控循环单元 迁移学习
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