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Load Balancing Control Strategy for Multi-Substation Flexible Interconnection Distribution Networks Considering Unbalanced Power Compensation
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作者 Qiji Dai Jikai Li +3 位作者 Bohui Ning Yutao Xu Chang Liu Xuan Zhang 《Energy Engineering》 2025年第10期4061-4080,共20页
Aiming at the challenge of complex load balancing coordination for a three-phase four-leg(3P4L)based multi-ended low voltage flexible DC distribution system(M-LVDC)considering unbalanced power compensation,this paper ... Aiming at the challenge of complex load balancing coordination for a three-phase four-leg(3P4L)based multi-ended low voltage flexible DC distribution system(M-LVDC)considering unbalanced power compensation,this paper proposes a phase-split power decoupling unbalanced compensation strategy based load balancing strategy for 3P4L based M-LVDC.Firstly,the topology and operation principle of the 3P4L-based M-LVDC system is introduced,and quasi-proportional resonant(QPR)based phase-split power current control for the 3P4L converter is proposed.Secondly,a load-balancing control strategy considering unbalanced compensation for 3P4L-based MLVDC is presented,in which the control diagrams for each 3P4L-based converter are detailed.The core idea of the proposed strategy is to comprehensively consider the imbalance compensation and load rate balancing between the two areas to calculate the split-phase power and current reference values of each 3P4L converter and achieve the static error-free tracking of the reference values through the QPR current inner-loop control.These reference values are then tracked with zero steady-state error using QPR current inner-loop control.Finally,the effectiveness of the proposed control strategy is verified through a 3P4L M-LVDC case study conducted on the PSCAD/EMTDC software.Theresults indicate that the proposed method not only can reduce the three-phase imbalance degrees from>20% to<0.5%,but also achieve excellent balanced load rates,with the load-rate difference smaller than 1.5%. 展开更多
关键词 three-phase four-bridge-arm Quasi-PR direct current control unbalanced power compensation
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Optimal Control for Vienna Rectifier in Unbalanced Conditions
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作者 LIU Chengzi HUANG Xiaoqi +1 位作者 MA Yaopeng BEN Guicin 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第3期385-394,共10页
The Vienna rectifier is a widely adopted solution for high-power rectification due to its efficiency and straightforward design.However,its performance can degrade under unbalanced three phase voltage conditions,leadi... The Vienna rectifier is a widely adopted solution for high-power rectification due to its efficiency and straightforward design.However,its performance can degrade under unbalanced three phase voltage conditions,leading to current zero-crossing distortion and compromised dynamic response.This paper investigates the causes of these distortions,identifying a phase shift between the input current and the grid voltage as a primary factor,and proposes an effective distortion phase identification strategy.Furthermore,the dynamic performance is enhanced through improved current reference calculations and a refined power feedforward strategy.This approach optimizes the system's response to load changes and maintains output voltage stability under unbalanced conditions.Simulation results validate the effectiveness of the proposed methods in reducing current distortion and improving overall performance. 展开更多
关键词 zero-crossing distortion three-phase voltage unbalanced RECTIFIER power feedforward
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A novel control strategy for load converter of DC isolated distribution system under unbalanced loading conditions 被引量:1
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作者 R.NOROOZIAN M.ABEDI +1 位作者 G.B.GHAREHPETIAN S.H.HOSSEINI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第6期890-899,共10页
A novel control strategy for the load converter supplying the unbalanced AC load in a DC isolated distribution system is presented. The control algorithm results in balanced and sinusoidal load voltages under unbalanc... A novel control strategy for the load converter supplying the unbalanced AC load in a DC isolated distribution system is presented. The control algorithm results in balanced and sinusoidal load voltages under unbalanced AC loading. The unbalanced load is characterized in the d-q-0 rotating coordinate based on symmetrical sequence components. Also, the mathematical model of the load converter in both a-b-c and d-q-0 coordinates is derived by using the average large signal model. Then, two control strategies for the load converter are presented. The first one uses the conventional d-q-0 controller to ensure the voltage and current regulation. The second one is a newly proposed control strategy based on the decomposition of the voltage and current into in-stantaneous positive, negative, and zero sequences. These three sequences are controlled independently in their own reference frames as DC signals. The performance of the load converter using these two control strategies is compared. Simulation results show the validity and capability of the newly proposed control strategy. 展开更多
关键词 unbalanced load Power quality Symmetrical components Control strategy
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Energy-balanced clustering protocol for data gathering in wireless sensor networks with unbalanced traffic load 被引量:1
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作者 奎晓燕 王建新 张士庚 《Journal of Central South University》 SCIE EI CAS 2012年第11期3180-3187,共8页
Energy-efficient data gathering in multi-hop wireless sensor networks was studied,considering that different node produces different amounts of data in realistic environments.A novel dominating set based clustering pr... Energy-efficient data gathering in multi-hop wireless sensor networks was studied,considering that different node produces different amounts of data in realistic environments.A novel dominating set based clustering protocol (DSCP) was proposed to solve the data gathering problem in this scenario.In DSCP,a node evaluates the potential lifetime of the network (from its local point of view) assuming that it acts as the cluster head,and claims to be a tentative cluster head if it maximizes the potential lifetime.When evaluating the potential lifetime of the network,a node considers not only its remaining energy,but also other factors including its traffic load,the number of its neighbors,and the traffic loads of its neighbors.A tentative cluster head becomes a final cluster head with a probability inversely proportional to the number of tentative cluster heads that cover its neighbors.The protocol can terminate in O(n/lg n) steps,and its total message complexity is O(n2/lg n).Simulation results show that DSCP can effectively prolong the lifetime of the network in multi-hop networks with unbalanced traffic load.Compared with EECT,the network lifetime is prolonged by 56.6% in average. 展开更多
关键词 ENERGY-BALANCE CLUSTERING data gathering wireless sensor networks unbalanced traffic load
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Three-Phase Unbalance Prediction of Electric Power Based on Hierarchical Temporal Memory 被引量:1
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作者 Hui Li Cailin Shi +2 位作者 Xin Liu Aziguli Wulamu Alan Yang 《Computers, Materials & Continua》 SCIE EI 2020年第8期987-1004,共18页
The difference in electricity and power usage time leads to an unbalanced current among the three phases in the power grid.The three-phase unbalanced is closely related to power planning and load distribution.When the... The difference in electricity and power usage time leads to an unbalanced current among the three phases in the power grid.The three-phase unbalanced is closely related to power planning and load distribution.When the unbalance occurs,the safe operation of the electrical equipment will be seriously jeopardized.This paper proposes a Hierarchical Temporal Memory(HTM)-based three-phase unbalance prediction model consisted by the encoder for binary coding,the spatial pooler for frequency pattern learning,the temporal pooler for pattern sequence learning,and the sparse distributed representations classifier for unbalance prediction.Following the feasibility of spatial-temporal streaming data analysis,we adopted this brain-liked neural network to a real-time prediction for power load.We applied the model in five cities(Tangshan,Langfang,Qinhuangdao,Chengde,Zhangjiakou)of north China.We experimented with the proposed model and Long Short-term Memory(LSTM)model and analyzed the predict results and real currents.The results show that the predictions conform to the reality;compared to LSTM,the HTM-based prediction model shows enhanced accuracy and stability.The prediction model could serve for the overload warning and the load planning to provide high-quality power grid operation. 展开更多
关键词 three-phase unbalance power load prediction model hierarchical temporal memory
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Research on a New Control Strategy of Three Phase Inverter for Unbalanced Loads
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作者 Wenhua HU Weiming Ma Chunxi LIU 《Journal of Electromagnetic Analysis and Applications》 2010年第1期39-44,共6页
One of the very important functions of three-phase inverter is to maintain the symmetric three-phase output voltage when the three-phase loads are unbalanced. Although the traditional symmetrical component decomposing... One of the very important functions of three-phase inverter is to maintain the symmetric three-phase output voltage when the three-phase loads are unbalanced. Although the traditional symmetrical component decomposing and superimpose theory can keep the voltage balance through compensating the positive-, negative- and zero-sequence components of the output voltage of inverter, however, this method is time-consuming and not suitable for control. Aiming at high power medium frequency inverter source, a P+Resonant (Proportion and Resonant) controller which ensured a balanced three phase output voltage under unbalanced load is proposed in this paper. The regulator was proved to be applicable to both three-phase three-wire system and three-phase four-wire system and developed two methods of realization. The simulation results verified that this method can suppressed effectively the output voltage distorted caused by the unbalanced load and attained a high quality voltage waveforms. 展开更多
关键词 three-phase INVERTER unbalanced load the three-phase OUTPUT Voltage SYMMETRIC Medium Frequency P+Resonant CONTROLLER
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Unbalanced Load Simulation of Electronic Power Transformer in Distribution System
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作者 Wang Dan Mao Chengxiong +3 位作者 Lu Jiming Fan Shu Cao Jiewei Wang Ben(Translated) 《Electricity》 2006年第1期38-43,共6页
A control scheme of electronic power transformer (EPT) in a three-phase four-wire distribution system, which included an input section, an isolating section and an output section, was researched under unbalanced loads... A control scheme of electronic power transformer (EPT) in a three-phase four-wire distribution system, which included an input section, an isolating section and an output section, was researched under unbalanced loads. The simple and appropriate control scheme was developed through analyzing the system requirements of the primary side and the load requirements of the secondary side. In the input section, a dual-loop control in synchronous rotating d-q coordinates was introduced, and in the output section, a dual-loop control based on instantaneous output voltage was used. Load characteristics of EPT were investigated by using Matlab/Simulink software. Simulation results showed that, with the proposed control scheme, the EPT has good performances and the sinusoidal input current and constant output voltage can be realized under both balanced and unbalanced loads. 展开更多
关键词 electronic power transformer distribution system unbalanced load
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Electromagnetic Performance Prediction for the Symmetrical Dual Three-phase Surface-mounted PMSM under Open-phase Faults Based on Accurate Subdomain Model 被引量:1
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作者 Zhe Liang Deliang Liang +1 位作者 Peng Kou Shaofeng Jia 《CES Transactions on Electrical Machines and Systems》 CSCD 2022年第4期422-437,共16页
The paper presents an accurate analytical subdomain model for predicting the electromagnetic performance in the symmetrical dual three-phase surface-mounted permanent magnet synchronous machine(PMSM)under open-phase f... The paper presents an accurate analytical subdomain model for predicting the electromagnetic performance in the symmetrical dual three-phase surface-mounted permanent magnet synchronous machine(PMSM)under open-phase faulty conditions.The model derivations are extended from previous accurate subdomain models accounting for slotting effects.Compared with most conventional subdomain models for traditional three-phase machines with nonoverlapping winding arrangement,the subdomain model proposed in this paper applied for the 24-slot/4-pole dual three-phase machine with symmetrical overlapping winding arrangement.In order to investigate the postfault electromagnetic performance,the reconfigured phase currents and then current density distribution in stator slots under different open-circuit conditions are discussed.According to the developed model and postfault current density distribution,the steady-state electromagnetic performance,such as the electromagnetic torque and unbalanced magnetic force,under open-circuit faulty conditions are obtained.For validation purposes,finite element analysis(FEA)is employed to validate the analytical results.The result indicate that the postfault electromagnet performance can be accurately predicted by the proposed subdomain model,which is in good agreement with FEA results. 展开更多
关键词 Dual three-phase Permanent magnet synchronous machine Subdomain model Electromagnetic torque unbalanced magnetic force Open-phase fault
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The Control Technology Research of the Z-source Three-phase Four-bridge Arm Inverter
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作者 Xiangli Li Zhaoyang Yan +2 位作者 Keke Pan Chenghao Ma Hanhong Qi 《Energy and Power Engineering》 2013年第4期733-739,共7页
Z-source inverter can boost the voltage of the DC-side, allow the two switches of the same bridge arm conducting at the same time and it has some other advantages. The zero-sequence current flows through the fourth le... Z-source inverter can boost the voltage of the DC-side, allow the two switches of the same bridge arm conducting at the same time and it has some other advantages. The zero-sequence current flows through the fourth leg of the three-phase four-leg inverter so the three-phase four-leg inverter can work with unbalanced load. This paper presents a Z-source three-phase four-leg inverter which combines a Z-source network with three-phase four-leg inverter. The circuit uses simple SPWM modulation technique and the fourth bridge arm uses fully compensated control method. The inverter can maintain a symmetrical output voltage when the proposed scheme under the unbalanced load. 展开更多
关键词 Z-SOURCE INVERTER three-phase FOUR-LEG INVERTER unbalanced load Imbalanced VOLTAGE
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板柱节点考虑弯剪相关性的受冲切承载力计算方法
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作者 郑文忠 吕盛先 +1 位作者 郑博文 王英 《哈尔滨工业大学学报》 EI CAS 北大核心 2025年第1期65-76,共12页
对于同时受到竖向荷载和不平衡弯矩作用的板柱节点,目前已有方法大多将不平衡弯矩等效为竖向荷载,从而给出其受冲切承载力计算方法。但该方法所涉及的不平衡弯矩比例系数的计算还存在较大争议,且没有考虑竖向荷载与不平衡弯矩耦合的影... 对于同时受到竖向荷载和不平衡弯矩作用的板柱节点,目前已有方法大多将不平衡弯矩等效为竖向荷载,从而给出其受冲切承载力计算方法。但该方法所涉及的不平衡弯矩比例系数的计算还存在较大争议,且没有考虑竖向荷载与不平衡弯矩耦合的影响。因此,本文首先通过推导给出仅有竖向荷载作用的板柱节点受冲切承载力计算公式和仅有不平衡弯矩作用的板柱节点受弯承载力计算公式,并与试验结果进行对比,验证了所提公式的合理性。然后基于板柱节点在竖向荷载和不平衡弯矩共同作用下的试验结果,拟合得到板柱节点考虑弯剪相关性的受冲切承载力计算公式。最后对所提计算方法与不同规范计算方法进行对比,结果表明本文计算方法能够更加准确地预测板柱节点受冲切承载力。 展开更多
关键词 板柱节点 竖向荷载 不平衡弯矩 受冲切承载力 计算方法
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风力发电机偏航齿轮箱太阳轮断齿失效分析 被引量:1
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作者 厉旭旺 黄成彦 +3 位作者 李贵方 范焕 王瀚 魏煜锋 《机械传动》 北大核心 2025年第2期118-124,共7页
【目的】偏航系统的疲劳载荷是风力发电机产生故障的主要原因,偏航驱动等齿轮箱断齿、断轴现象仍为高频故障。失效分析结果表明,原材料的生产工艺、组织调控结果、宏观力学性能调配、部件装配间隙、啮合关系、振动影响是主要的失效原因... 【目的】偏航系统的疲劳载荷是风力发电机产生故障的主要原因,偏航驱动等齿轮箱断齿、断轴现象仍为高频故障。失效分析结果表明,原材料的生产工艺、组织调控结果、宏观力学性能调配、部件装配间隙、啮合关系、振动影响是主要的失效原因。研究分析这些规律,可以查明陆上风机偏航驱动齿轮箱太阳轮输出齿的断齿故障原因,为后续风机的偏航系统研究设计提供技术支撑。【方法】通过对失效输出齿的理化性能测试、SEM断口分析,排查了齿轮结构设计、机组运行状态,确定了断齿原因。【结果】结果表明,输出齿的表层马氏体组织异常分解,导致表面硬度不足58 HRC、硬化层深度偏浅10%,降低了轮齿的表面接触强度;断面残留多个约5μm非金属夹杂物,齿根表面机加工刀痕粗糙,降低了轮齿齿根弯曲强度;运行过程中齿条间有效啮合区仅50%,存在严重偏载,导致轮齿工作应力超出许用应力,诱发齿面疲劳磨损及早期开裂,后期载荷超出承载极限时产生断齿。该偏载断齿现象经机加工艺及齿形优化后有一定改善。 展开更多
关键词 太阳轮 失效 非金属夹杂物 组织异常 偏载
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航空无人机高速长轴转子系统动力学分析
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作者 郑传威 宋朝省 +1 位作者 吴安阳 王耀禄 《重庆大学学报》 北大核心 2025年第1期1-9,共9页
针对某型航空高速长轴转子系统振动问题,考虑不同轴承支撑形式和轴承阻尼,建立了高速长轴转子系统计算模型,基于Ansys Workbench研究了轴承支撑形式与轴承阻尼对临界转速的影响规律。系统在刚性支撑时的临界转速远高于柔性支撑时的临界... 针对某型航空高速长轴转子系统振动问题,考虑不同轴承支撑形式和轴承阻尼,建立了高速长轴转子系统计算模型,基于Ansys Workbench研究了轴承支撑形式与轴承阻尼对临界转速的影响规律。系统在刚性支撑时的临界转速远高于柔性支撑时的临界转速;系统在同为刚性支撑下,考虑轴承阻尼时,临界转速随着阻尼的增大而减小,而随着阶次越高,轴承阻尼对临界转速的影响也逐渐减小。此外,系统在不同位置处的谐响应情况基本一致;系统响应幅值随着不平衡量增大而增大;系统响应幅值随着阻尼增大均呈现增大的趋势。 展开更多
关键词 高速长轴转子系统 轴承支撑形式 轴承阻尼 临界转速 不平衡量 谐响应
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铁路货运发站超偏载源头防治的研究与实践 被引量:2
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作者 张善东 《铁路物流》 2025年第2期52-57,共6页
为更好地发挥铁路绿色低碳优势,服务国家发展战略,切实提升铁路货物运输安全管理水平,对铁路货运超偏载安全管理现状及发站超偏载源头防治存在的问题进行分析,从加强新型超偏载检测设备的研发和应用、货运装载质量监控管理信息化研究、... 为更好地发挥铁路绿色低碳优势,服务国家发展战略,切实提升铁路货物运输安全管理水平,对铁路货运超偏载安全管理现状及发站超偏载源头防治存在的问题进行分析,从加强新型超偏载检测设备的研发和应用、货运装载质量监控管理信息化研究、加强发站源头超偏载管理等方面入手,做好货运发站超偏载的源头防治工作。经实践证明从加强技防手段、夯实安全管理2方面入手,不仅能够实现从发站源头上控制货车的超偏载问题,而且能够减少超偏载核实车对铁路运输安全和效率带来的影响,为打造铁路物流新品牌,服务铁路现代物流体系建设提供有力支撑。 展开更多
关键词 铁路 货运安全 超偏载 现代物流 信息化
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基于激光雷达与图像处理技术的车厢物料装载偏载情况检测方法 被引量:1
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作者 王伯君 《煤炭技术》 2025年第2期207-210,共4页
目前在火车储装运卸料过程中,物料质量、偏载程度与物料装载表面平整性等参数需符合装车要求,故要对每一节车厢装车散料进行分析。在既有技术中,通常使用雷达扫描车厢内物料横截面,利用高速相机捕捉火车车顶图像,并根据捕获图像判断车... 目前在火车储装运卸料过程中,物料质量、偏载程度与物料装载表面平整性等参数需符合装车要求,故要对每一节车厢装车散料进行分析。在既有技术中,通常使用雷达扫描车厢内物料横截面,利用高速相机捕捉火车车顶图像,并根据捕获图像判断车厢运动状态,逐帧拼接扫描,此方法要求火车处于匀速运动状态并不适用各种突发场景。原煤进入筒仓后经过洗选加工成不同产品,根据需求装车作业。车厢偏载、亏吨会对轨道衡称重带来影响。如何检测车厢物料装载效果并研制一套车厢物料装载、偏载监控系统,对物料流动性动态检测,最终得到物料体积与质量,是主要探讨内容。 展开更多
关键词 激光雷达 图像处理技术 火车装车 偏载
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永磁风机变流器离网和并离网切换控制研究
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作者 刘云泽 陈敏 +2 位作者 吴小田 谢瑞杨 余业祥 《电力电子技术》 2025年第9期18-24,共7页
为实现大功率的双绕组风机在没有储能装置的情况下带本地负载离网运行和在控制指令下进行并离网切换的控制目标,本文研究了双绕组风机离网运行的控制策略,可以实现风机在没有储能装置的情况下为本地负载供电,并具有带不平衡负载的能力;... 为实现大功率的双绕组风机在没有储能装置的情况下带本地负载离网运行和在控制指令下进行并离网切换的控制目标,本文研究了双绕组风机离网运行的控制策略,可以实现风机在没有储能装置的情况下为本地负载供电,并具有带不平衡负载的能力;研究了风机变流器在主动发出的指令下进行并离网切换的控制方法,设计了变流器相关控制参数,并在半实物平台上进行了硬件在环测试,对控制方法进行了验证。 展开更多
关键词 变流器 不平衡负载 并离网切换
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基于LSTM-MPC的四旋翼无人机不平衡负载姿态控制 被引量:1
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作者 方应才 张东升 《山东交通学院学报》 2025年第3期86-93,共8页
为解决四旋翼无人机姿态控制中不平衡负载及控制系统非线性问题,采用长短期记忆(long short-term memory,LSTM)神经网络与模型预测控制(model predictive control,MPC)优势互补方法,提出LSTM-MPC策略。通过LSTM神经网络预测姿态变化,增... 为解决四旋翼无人机姿态控制中不平衡负载及控制系统非线性问题,采用长短期记忆(long short-term memory,LSTM)神经网络与模型预测控制(model predictive control,MPC)优势互补方法,提出LSTM-MPC策略。通过LSTM神经网络预测姿态变化,增强无人机姿态控制系统对误差的预判能力;将MPC作为前馈控制,动态优化控制输入,二者结合显著提高系统控制精度。采用MATLAB对四旋翼无人机不平衡负载姿态控制进行仿真试验,仿真结果表明:采用LSTM-MPC策略对四旋翼无人机滚转角、俯仰角和偏航角期望值跟踪效果的均方根误差比采用MPC策略分别减小13.33%、12.31%和11.11%,比采用模糊比例-积分-微分(proportional-integral-derivative,PID)策略分别减小14.05%、25.33%、23.81%。采用某品牌F450四旋翼无人机平台搭载0.6 kg负载开展不平衡负载姿态控制飞行测试,测试结果表明:采用LSTM-MPC策略的四旋翼无人机滚转角、俯仰角和偏航角实际输出结果与期望值的平均误差分别为3.91%、5.31%和1.10%,表明LSTM-MPC策略能有效提高四旋翼无人机不平衡负载姿态控制的飞行稳定性。 展开更多
关键词 四旋翼无人机 LSTM神经网络 MPC 不平衡负载 姿态控制
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汽车白车身空间输送机构作业噪声机理分析与降噪优化
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作者 范鑫 郭再分 +1 位作者 袁金海 李思思 《今日自动化》 2025年第7期40-42,共3页
全自动托盘输送机在汽车生产制造过程中白车身生产车间、整车装配车间、发动机制造车间都得到广泛应用,其主要用于车间内各类型零件的自动化运输,解放生产过程中的人力运转从而实现全面自动化。但全自动托盘输送机在不同应用场景运输不... 全自动托盘输送机在汽车生产制造过程中白车身生产车间、整车装配车间、发动机制造车间都得到广泛应用,其主要用于车间内各类型零件的自动化运输,解放生产过程中的人力运转从而实现全面自动化。但全自动托盘输送机在不同应用场景运输不规则零件时,受各零件的不规则、重心、重量、悬挂或支撑方式等影响,通常会出现不同程度的噪声和磨损等问题,对设备运行的稳定性、故障率、损耗带来一定影响。实际生产应用场景分析表明,噪声主要源于不同程度的摩擦,以及零件悬挂时受重心影响带来的偏载和输送过程中零件的摆动。通过针对性的优化托盘设计,调整重心方向,能实现零件平稳运输,达到大幅降低噪声和磨损的影响。改造试验表明,优化后的托盘显著降低了噪声和抖动,提高了设备运输的稳定性,也减少了应用过程中易耗件的损耗。 展开更多
关键词 全自动托盘输送机 噪声 白车身车间 偏载 摆动 静摩擦 滑动摩擦
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不平衡负载下光伏微网分布式储能调度仿真
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作者 马裕泽 李涛 《计算机仿真》 2025年第3期123-127,共5页
在不平衡负载光伏微网中,光伏发电的输出功率与负载需求之间往往存在不匹配的情况,导致电网电压和频率的波动,进而影响电能质量。为此,分布式储能系统与光伏发电系统相结合,通过存储和释放电能来平衡电网中的供需关系。由此,研究不平衡... 在不平衡负载光伏微网中,光伏发电的输出功率与负载需求之间往往存在不匹配的情况,导致电网电压和频率的波动,进而影响电能质量。为此,分布式储能系统与光伏发电系统相结合,通过存储和释放电能来平衡电网中的供需关系。由此,研究不平衡负载光伏微网分布式储能协调调度方法。构建不平衡负载光伏微网分布式储能协调调度的目标函数,并对分布式储能输出电量设置约束条件。利用Tent混沌映射、Levy飞行、随机游走策略改进麻雀搜索算法,在约束下求解目标函数,避免陷入局部最优,实现分布式储能的协调调度。测试结果表明,设计方法在功率平衡方面表现出色,功率波动较为合理,既保障了功率平衡,也反映了系统的灵活性和适应性,在电价的波动下电池总发电功率在15秒后逐渐步入平稳,实现基本供需平衡,且其电池总发电功率低。 展开更多
关键词 不平衡负载 光伏微网 分布式储能 协调调度 目标函数 改进麻雀搜索算法
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新型电力系统中一种基于LSTM和CNN的倾斜样本预测算法
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作者 张琦 李志浩 +1 位作者 范叶平 马剑波 《电信科学》 北大核心 2025年第10期210-221,共12页
基于电力数字空间技术体系,提出了一种基于特征关联性分析与改进卷积神经网络(convolutional neural network,CNN)-长短期记忆(long short-term memory,LSTM)网络的预测算法。首先,在注意力层,对用户关联性进行分析,将与电力负荷用户强... 基于电力数字空间技术体系,提出了一种基于特征关联性分析与改进卷积神经网络(convolutional neural network,CNN)-长短期记忆(long short-term memory,LSTM)网络的预测算法。首先,在注意力层,对用户关联性进行分析,将与电力负荷用户强相关的影响因素进行加权求平均,调整这些类别在用户电力负荷预测中的权重大小,加强少且重要的电力样本特征对电力负荷算法的影响并避免冗余特征的干扰,实现特征选择;其次,在CNN层,通过构建2层神经网络,提取样本的空间特征,并将该空间特征输入LSTM网络中;最后,通过LSTM网络层提取序列的时间特征,输出预测结果。实验基于北方某城市供应电力资源的6个重要用户的保密数据进行预测,实验结果表明,基于关联性分析与改进CNN-LSTM模型的MAPE在5类用户测试的误差均低于LSTM、随机森林和BP神经网络的误差。 展开更多
关键词 样本倾斜 LSTM 电力负荷预测 CNN 关联性分析
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基于正负零序控制算法的高压断路器智能化控制技术研究 被引量:1
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作者 尹相国 何昱 +2 位作者 张冠育 张熀松 祁鹍 《自动化与仪器仪表》 2025年第2期140-145,共6页
随着电力系统规模的不断扩大和电力电子设备的广泛应用,电网面临着日益严峻的电能质量问题,尤其是在三相四线制系统中,负载不平衡现象普遍存在,导致电压波动和电能效率降低。为了提高三相四线制电网在不平衡负载条件下的电能质量和系统... 随着电力系统规模的不断扩大和电力电子设备的广泛应用,电网面临着日益严峻的电能质量问题,尤其是在三相四线制系统中,负载不平衡现象普遍存在,导致电压波动和电能效率降低。为了提高三相四线制电网在不平衡负载条件下的电能质量和系统稳定性,研究提出了一种基于正负零序控制算法的高压断路器智能化控制策略。引入了正负零序控制算法,通过独立控制三相电流的正序、负序和零序分量,以实现三序解耦。仿真和实验结果表明,正负零序控制算法实现了对三相直流母线电压均衡性的优化管理,三相电压值分别稳定在41 V、42 V和42 V,同时将电压波动限制在正负2.5%以内。该控制策略显著降低了系统的不平衡度,从6.57%降至0.83%,有效提升了系统的稳定性和电能质量。 展开更多
关键词 正负零序控制算法 高压断路器 不平衡负载 静止同步补偿器 三序解耦
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