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风机爬坡功率的有限度控制策略 被引量:8
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作者 夏雪 戚永志 刘玉田 《电力系统自动化》 EI CSCD 北大核心 2014年第20期26-32,共7页
大规模、高集中度风电接入系统,增大了风电爬坡风险。文中分析了风电爬坡特性,以及风机本身的功率控制对爬坡特性的影响。在现有风机平滑控制的基础上,提出一种风机爬坡功率的有限度控制策略。该策略引入预测控制理论,通过预测、在线优... 大规模、高集中度风电接入系统,增大了风电爬坡风险。文中分析了风电爬坡特性,以及风机本身的功率控制对爬坡特性的影响。在现有风机平滑控制的基础上,提出一种风机爬坡功率的有限度控制策略。该策略引入预测控制理论,通过预测、在线优化、反馈控制3个模块的配合,优化风机参考功率,使风机有效跟踪参考功率。预测模块采用动态神经网络超短期预测模型得到风功率预测曲线,在线优化模块根据建立的爬坡率和弃风量最小优化模型,通过二次规划算法快速获得优化出力曲线,反馈控制模块产生变速变桨距协调控制规律。仿真结果表明,该控制策略实现了平滑风机出力、增大风机发电量及改善转速特性的目标。 展开更多
关键词 爬坡特性 爬坡功率 有限度控制 变速控制 变桨距控制 出力优化模型
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Stochastic Economic Dispatch Based Optimal Market Clearing Strategy Considering Flexible Ramping Products Under Wind Power Uncertainties
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作者 Haoyong Chen Jianping Huang +2 位作者 Zhenjia Lin Fanqi Huang Mengshi Li 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2024年第4期1525-1535,共11页
High penetration level of renewable energy has brought great challenges to operation of power systems,and use of flexible resources(FRs)is becoming increasingly important.Flexibility of power systems can be improved b... High penetration level of renewable energy has brought great challenges to operation of power systems,and use of flexible resources(FRs)is becoming increasingly important.Flexibility of power systems can be improved by changing generation arrangements,but the interests of some market participants may be harmed in the process.This study proposes a stochastic economic dispatch model with trading of flexible ramping products(FRPs).To calculate changes in revenue and reasonably compensate units that provide FRs,multisegmented marginal bidding for energy is simulated by linearizing generation cost,and an optimal market clearing strategy for FRPs is developed according to changes in clearing energy and marginal clearing price.Then,the correlation between prediction errors of wind speeds among different wind farms is determined based on a joint distribution function modeled by the copula function,and quasi-Monte Carlo simulation(QMC)is used to generate wind power scenarios.Finally,numerical simulations of modified IEEE-30 and IEEE-118 bus systems is performed with minimum comprehensive cost as the objective function.This verifies the proposed model could effectively deal with wind variability and uncertainty,stabilize the marginal clearing price of the electricity market,and ensure fairness in the market. 展开更多
关键词 Flexible ramping product marginal clearing price risk cost stochastic economic dispatch wind power correlation
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Wind Power Generation Variations and Aggregations 被引量:3
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作者 Cong Wu Xiao-Ping Zhang Michael Sterling 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2022年第1期17-38,共22页
Climate and weather-propelled wind power is characterized by significant spatial and temporal variability.It has been substantiated that the variability of wind power,in addition to contributing hugely to the instabil... Climate and weather-propelled wind power is characterized by significant spatial and temporal variability.It has been substantiated that the variability of wind power,in addition to contributing hugely to the instability of power grids,can also send the balancing costs of electricity markets soaring.Existing studies on the same establish that curtailment of such variability can be achieved through the geographic aggregation of various widespread production sites;however,there exists a dearth of comprehensive evaluation concerning different levels/scales of such aggregation,especially from a global perspective.This paper primarily offers a fundamental understanding of the relationship between the wind power variations and aggregations from a systematic viewpoint based on extensive wind power data,thereby enabling the benefits of these aggregations to be quantified from a state scale ranging up to a global scale.Firstly,a meticulous analysis of the wind power variations is undertaken at 6 different levels by converting the 7-year hourly meteorological re-analysis data with a high spatial resolution of 0.25◦×0.25◦(approximate 28 km×28 km)into a wind power series globally.Subsequently,the proposed assessment framework employs a coefficient of variation of wind power as well as a standard deviation of wind power ramping rate to quantify the variations of wind power and wind power ramping rate to exhibit the characteristics and benefits yielded by the wind power aggregation at 6 different levels.A system planning example is adopted to illustrate the correlation between the coefficient of variation reduction of wind power and investment reduction,thereby emphasizing the benefits pertaining to significant investment reduction via aggregation.Furthermore,a wind power duration curve is used to exemplify the availability of wind power aggregated at different levels.Finally,the results provide insights into devising a universal approach towards the deployment of wind power,principally along the lines of Net-Zero. 展开更多
关键词 Energy quality meteorological re-analysis data wind power aggregation wind power ramping rate wind power variation wind power variability
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考虑风电功率爬坡的功率预测—校正模型 被引量:19
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作者 叶林 路朋 +4 位作者 滕景竹 翟丙旭 吴林林 蓝海波 仲悟之 《电力系统自动化》 EI CSCD 北大核心 2019年第6期49-58,共10页
随着大规模风电接入电力系统,风电功率爬坡事件对电网的安全稳定运行带来一定的影响。研究爬坡事件发生时的功率预测已越来越迫切。基于极限学习机理论,提出了一种考虑风电功率爬坡事件的超短期功率预测和校正模型。首先,利用最优旋转... 随着大规模风电接入电力系统,风电功率爬坡事件对电网的安全稳定运行带来一定的影响。研究爬坡事件发生时的功率预测已越来越迫切。基于极限学习机理论,提出了一种考虑风电功率爬坡事件的超短期功率预测和校正模型。首先,利用最优旋转门算法对当前爬坡事件进行识别,提取爬坡事件特征值,建立模糊C均值聚类模型以得到同类数据,在此基础上,采用极限学习机算法对上述数据进行训练、预测,通过元组向量时间扭曲法在历史风电功率预测爬坡事件库中寻找与当前风电功率预测结果相似的爬坡事件,得到功率预测历史相似爬坡事件。最后,利用功率预测历史匹配值与实际值之间的特征值误差,对风电功率预测结果进行修正。算例表明,所提方法可准确识别风电功率爬坡事件、有效提高风电功率超短期预测精度。 展开更多
关键词 风电功率爬坡事件 最优旋转门算法 极限学习机 风电功率预测
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基于竞争博弈的风电爬坡协同控制策略 被引量:19
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作者 戚永志 刘玉田 《中国电机工程学报》 EI CSCD 北大核心 2014年第25期4341-4349,共9页
风电爬坡事件对电网的冲击较大,甚至造成停电事故,研究相应的风电有功控制策略十分必要。分析场群控制对风电控制的改善效果,提出一种基于竞争博弈的风电爬坡协同控制策略。基于风电场出力调整量、响应速度以及维持功率的能力,提出风电... 风电爬坡事件对电网的冲击较大,甚至造成停电事故,研究相应的风电有功控制策略十分必要。分析场群控制对风电控制的改善效果,提出一种基于竞争博弈的风电爬坡协同控制策略。基于风电场出力调整量、响应速度以及维持功率的能力,提出风电场贡献度指标。通过合理设置风电场贡献度指标参数,将有效调整的博弈策略构造为纳什均衡点,使得风电场能够积极、自愿参与虚拟电厂控制。所提策略在考虑机组状态分类的基础上,通过k-means算法,快速将风电场划入不同虚拟电厂;虚拟电厂根据计划出力制定调整计划,风电场通过有效调整、升出力过调整和降出力欠调整的博弈策略,实现风电场贡献度指标最大化。仿真结果表明,所提策略能够使得风电场积极响应虚拟电厂控制需求,限制风电场采取背离虚拟电厂控制需求的博弈策略,保证虚拟电厂出力能够较好跟踪计划出力指令。 展开更多
关键词 风电 爬坡 竞争博弈 贡献度 纳什均衡 虚拟电厂
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风电功率爬坡气象场景分类模型及阈值整定研究 被引量:9
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作者 熊一 査晓明 +2 位作者 秦亮 欧阳庭辉 夏添 《电工技术学报》 EI CSCD 北大核心 2016年第19期155-162,共8页
为了判定和预报引发风电功率爬坡事件的风速突变的强对流气象类型,考虑风电场实际运行状态、电力系统运行方式以及区域电网的热备用启动速度和承受能力确定风电功率爬坡定义及其爬坡气象场景判定标准。在此定义上,引入支持向量标记法构... 为了判定和预报引发风电功率爬坡事件的风速突变的强对流气象类型,考虑风电场实际运行状态、电力系统运行方式以及区域电网的热备用启动速度和承受能力确定风电功率爬坡定义及其爬坡气象场景判定标准。在此定义上,引入支持向量标记法构造了风电功率爬坡场景分类的极小值和极大值的初始化模型,通过合适的显著性参数因子及预分类结果,建立风电功率爬坡场景分类模型。进而根据气象学物理意义分类出典型爬坡气象类型和相关特征因子阈值范围。实例分析表明,风电功率爬坡气象场景分类模型和确定的分类特征因子阈值对预报判别出目标区域风电功率爬坡气象类型有较好的指导作用。 展开更多
关键词 凤电功率爬坡 爬坡场景定义 支持向量标记 分类模型优化 分类阈值整定
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基于代理模型进化算法的用户侧灵活爬坡产品交易策略 被引量:4
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作者 龚开 黄鹏飞 +3 位作者 王旭 蒋传文 吕冉 郭明星 《电力系统自动化》 EI CSCD 北大核心 2022年第16期132-141,共10页
高比例新能源并网引发的高波动性和高随机性使得电力系统对灵活性资源的需求更为迫切,而灵活爬坡产品可有效提升电力系统的灵活性。然而,目前灵活爬坡产品的研究主要集中在发电侧,用户侧灵活爬坡产品的交易策略还有待研究。为管理分散... 高比例新能源并网引发的高波动性和高随机性使得电力系统对灵活性资源的需求更为迫切,而灵活爬坡产品可有效提升电力系统的灵活性。然而,目前灵活爬坡产品的研究主要集中在发电侧,用户侧灵活爬坡产品的交易策略还有待研究。为管理分散的用户侧提供的灵活爬坡产品,以虚拟电厂作为聚合模式,利用弹性价格统一向用户购买灵活爬坡产品并聚合后售卖给主网。为兼顾虚拟电厂和用户侧的利益,建立考虑灵活爬坡产品交易的用户侧虚拟电厂能源交互双层优化模型,并提出一种基于随机排序的代理模型进化算法进行模型求解。该算法采用径向基函数网络拟合所提双层模型,克服了用户私有信息获取的难题。此外,随机排序方式避免了单一代理模型误差过大而导致的寻优偏离。算例在PJM电价数据集上的测试结果验证了所提算法的精确性和可行性,为用户侧灵活爬坡产品的交易提供了理论决策依据。 展开更多
关键词 双层优化 灵活爬坡产品 用户侧虚拟电厂 代理模型进化算法 交易策略
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微腔型PCR芯片的多体系集总热容法分析 被引量:3
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作者 王玮 李志信 过增元 《工程热物理学报》 EI CAS CSCD 北大核心 2004年第2期308-310,共3页
本文采用多体系集总热容法分析了微腔型PCR芯片的热循环过程,研究了芯片的温度变化规律,并提出了芯片功耗的预测方法。数值模拟表明,多体系集总热容法可以被用来估计微腔型PCR芯片的温度变化,并能够准确地预测芯片所需功耗。
关键词 多体系集总热容法 微腔型PCR芯片 温度变化 功耗 热循环
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Improved Method of Contention-Based Random Access in LTE System
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作者 Han-Song Su Min Zhang Gao-Hua Liu 《Journal of Electronic Science and Technology》 CAS CSCD 2018年第2期175-183,共9页
Random access is the necessary process to establish the wireless link between the user equipment (UE) and network. The performance of the random access directly affects the performance of the network. In this work, ... Random access is the necessary process to establish the wireless link between the user equipment (UE) and network. The performance of the random access directly affects the performance of the network. In this work, we propose a method on the basis of the existing alternatives. In this method, we estimate the system load in advance to adjust the number of terminals. An access threshold is set to control the number of terminals which want to access the base station at an acceptable level. At the same time, we havean improvement on the existing power climbing strategy. We suppose that the power ramping is not always necessary for the re-access. And the selection ofpower ramping steps is studied in this paper. Simulations based on MATLAB are employed to evaluate the effectiveness of the proposed solution and to make comparisons with existing alternatives. 展开更多
关键词 Access threshold long-term evolution(LTE) power ramping steps random access
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A Novel PSO Algorithm for Optimal Production Cost of the Power Producers with Transient Stability Constraints
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作者 M. ANITHA S. SUBRAMANIAN R. GNANADASS 《Journal of Electromagnetic Analysis and Applications》 2009年第4期265-274,共10页
The application of a novel Particle Swarm Optimization (PSO) method called Fitness Distance Ratio PSO (FDR PSO) algorithm is described in this paper to determine the optimal power dispatch of the Independent Power Pro... The application of a novel Particle Swarm Optimization (PSO) method called Fitness Distance Ratio PSO (FDR PSO) algorithm is described in this paper to determine the optimal power dispatch of the Independent Power Producers (IPP) with linear ramp model and transient stability constraints of the power producers. Generally the power producers must respond quickly to the changes in load and wheeling transactions. Moreover, it becomes necessary for the power producers to reschedule their power generation beyond their power limits to meet vulnerable situations like credible contingency and increase in load conditions. During this process, the ramping cost is incurred if they violate their permissible elastic limits. In this paper, optimal production costs of the power producers are computed with stepwise and piecewise linear ramp rate limits. Transient stability limits of the power producers are also considered as addi-tional rotor angle inequality constraints while solving the Optimal Power Flow (OPF) problem. The proposed algo-rithm is demonstrated on practical 10 bus and 26 bus systems and the results are compared with other optimization methods. 展开更多
关键词 OPTIMAL power Flow Production COST ramping COST Fitness Distance Ratio Particle Swarm Optimization Transient Stability LIMIT PIECEWISE Linear ramp Rate LIMIT
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多信道S-ALOHA功率攀升机制的性能分析
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作者 简鑫 王芳 +4 位作者 宋健 方伟 蒋欣 曾孝平 谭晓衡 《西安电子科技大学学报》 EI CAS CSCD 北大核心 2019年第3期59-65,共7页
针对海量机器类终端同步入网时因重传带来的功耗急剧增加问题,以第i个时隙内进行第j次随机接入的用户数作为状态变量,给出了带功率攀升机制的多信道S-ALOHA的暂态性能分析办法(尤其是功耗与时延模型)及其接入强度稳定时的近似形式。以3... 针对海量机器类终端同步入网时因重传带来的功耗急剧增加问题,以第i个时隙内进行第j次随机接入的用户数作为状态变量,给出了带功率攀升机制的多信道S-ALOHA的暂态性能分析办法(尤其是功耗与时延模型)及其接入强度稳定时的近似形式。以3GPP机器类通信两种业务模型进行数值仿真,验证了所提性能分析办法及其近似形式的正确性,给出了用户数、退避区间、最大重传次数对功率攀升机制的性能影响,提出了适当增大退避窗口以时延换取能耗的优化策略。 展开更多
关键词 大规模机器类通信 多信道S-ALOHA 功率攀升机制 功耗模型 时延分析
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一种基于可行性条件的具有爬升限制的安全约束机组组合系统方法(英文)
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作者 郭三刚 《科学技术与工程》 北大核心 2014年第12期46-56,共11页
提出了在Lagrangian松弛框架下的、基于可行解条件的求解具有爬升限制的安全约束机组组合问题的一种系统方法。对每个调度时段,将不可行机组组合的调整为可行的机组组合的问题建立为一个0-1整数线性规划问题。然后,使用分支定界方法求解... 提出了在Lagrangian松弛框架下的、基于可行解条件的求解具有爬升限制的安全约束机组组合问题的一种系统方法。对每个调度时段,将不可行机组组合的调整为可行的机组组合的问题建立为一个0-1整数线性规划问题。然后,使用分支定界方法求解之,试图在机会成本最小化下,将不可行机组组合调整为可行的机组组合。最后,求解经济分配问题。使用IEEE标准测试数据验证了算法的有效性。 展开更多
关键词 安全约束机组组合 爬升约束 电力生产调度Lagrangian松弛
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考虑风电爬坡事件的鲁棒机组组合 被引量:37
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作者 艾小猛 韩杏宁 +2 位作者 文劲宇 姚伟 罗卫华 《电工技术学报》 EI CSCD 北大核心 2015年第24期188-195,共8页
风电功率具有强波动性和不确定性,其强波动性主要表现为较大的爬坡事件,而其强不确定性则表现为风电功率难以精确预测,两者都给电力系统运行带来了新的挑战。针对爬坡事件,建立了考虑风电爬坡事件约束的精确线性化的机组组合模型;针对... 风电功率具有强波动性和不确定性,其强波动性主要表现为较大的爬坡事件,而其强不确定性则表现为风电功率难以精确预测,两者都给电力系统运行带来了新的挑战。针对爬坡事件,建立了考虑风电爬坡事件约束的精确线性化的机组组合模型;针对风电功率难以精确预测,考虑用其预测值以及区间预测上、下限来描述风电场出力,从而通过线性鲁棒优化理论将该随机问题转化为一确定性问题后进行求解。以含风电的10机39节点系统为例进行算例分析,结果表明,对于一般的风电爬坡事件,爬坡事件约束是不起作用的,但对于风电波动速率较大的情况,考虑爬坡事件更能保证系统安全。由于所建模型为一线性混整规划模型,故可实现大规模求解并用于实际系统。 展开更多
关键词 爬坡事件 预测误差 机组组合 鲁棒优化 风电功率
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Statistical scenarios forecasting method for wind power ramp events using modified neural networks 被引量:14
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作者 Mingjian CUI Deping KE +1 位作者 Di GAN Yuanzhang SUN 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2015年第3期371-380,共10页
Wind power ramp events increasingly affect the integration of wind power and cause more and more problems to the safety of power grid operation in recent years.Several forecasting techniques for wind power ramp events... Wind power ramp events increasingly affect the integration of wind power and cause more and more problems to the safety of power grid operation in recent years.Several forecasting techniques for wind power ramp events have been reported.In this paper,the statistical scenarios forecasting method is proposed for wind power ramp event probabilistic forecasting based on the probability generating model.Multi-objective fitness functions are established considering cumulative density functions and higher order moment autocorrelation functions with respect to the consistency of distribution and timing characteristics,respectively.Parameters of probability generating model are calculated by the iterative optimization using the modified genetic algorithm with multi-objective fitness functions.A number of statistical scenarios captured bands are generated accordingly.Eventually,ramp event probability characteristics are detected from scenarios captured bands to evaluate the ramp event forecasting method.A wind plant of Bonneville Power Administration with actual wind power data is selected for calculation and statistical analysis.It is shown that statistical results with multi-objective functions are more accurate than the results with single objective functions.Moreover,the statistical scenarios forecasting method can accurately estimate the characteristics of wind power ramp events.The results verify that the proposed method can guide the generation method of statistical scenarios and forecasting models for ramp events. 展开更多
关键词 Neural networks Genetic algorithm Probability generating model Statistical scenarios captured bands Statistical scenarios forecasting Wind power ramp events Wind power
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A Review of State-of-the-art Flexible Power Point Tracking Algorithms in Photovoltaic Systems for Grid Support:Classification and Application
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作者 Mina Haghighat Mehdi Niroomand +2 位作者 Hossein Dehghani Tafti Christopher D.Townsend Tyrone Fernando 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2024年第1期1-21,共21页
To maximize conversion efficiency,photovoltaic(PV)systems generally operate in the maximum power point tracking(MPPT)mode.However,due to the increasing penetra tion level of PV systems,there is a need for more develop... To maximize conversion efficiency,photovoltaic(PV)systems generally operate in the maximum power point tracking(MPPT)mode.However,due to the increasing penetra tion level of PV systems,there is a need for more developed control functions in terms of frequency support services and voltage control to maintain the reliability and stability of the power grid.Therefore,flexible active power control is a manda tory task for grid-connected PV systems to meet part of the grid requirements.Hence,a significant number of flexible pow er point tracking(FPPT)algorithms have been introduced in the existing literature.The purpose of such algorithms is to real ize a cost-effective method to provide grid support functional ities while minimizing the reliance on energy storage systems.This paper provides a comprehensive overview of grid support functionalities that can be obtained with the FPPT control of PV systems such as frequency support and volt-var control.Each of these grid support functionalities necessitates PV sys tems to operate under one of the three control strategies,which can be provided with FPPT algorithms.The three control strate gies are classified as:①constant power generation control(CP GC),②power reserve control(PRC),and③power ramp rate control(PRRC).A detailed discussion on available FPPT algo rithms for each control strategy is also provided.This paper can serve as a comprehensive review of the state-of-the-art FPPT algorithms that can equip PV systems with various grid support functionalities. 展开更多
关键词 Maximum power point tracking(MPPT) flexi ble power point tracking(FPPT) power reserve control(PRC) power ramp rate control(PRRC) low voltage ride-through(LVRT) constant power generation(CPG)
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Smoothing ramp events in wind farm based on dynamic programming in energy internet 被引量:2
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作者 Jiang LI Guodong LIU Shuo ZHANG 《Frontiers in Energy》 SCIE CSCD 2018年第4期550-559,共10页
关键词 energy intemet wind power ramp events dynamic programming
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回旋线一般表达式的推导及应用 被引量:3
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作者 廖日辉 童斌 《水运工程》 北大核心 2007年第10期23-25,共3页
推导回旋曲线及其特殊形式的坐标计算公式的一般表达式。
关键词 匝道 缓和曲线 回旋曲线 圆曲线 笛卡尔坐标系 幂级数 积分 坐标转换
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基于EMD的复合储能不同控制策略对比分析 被引量:2
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作者 孙玉树 唐西胜 +2 位作者 田春筝 苗福丰 孙晓哲 《电力建设》 北大核心 2017年第3期77-84,共8页
风电的规模化发展对电力系统造成了很大影响,因此利用复合储能系统进行并网风电的波动平抑具有重要意义。首先,利用经验模态分解(empirical mode decomposition,EMD)将风电分解为不同的固有模态函数(intrinsic mode function,IM F)分量... 风电的规模化发展对电力系统造成了很大影响,因此利用复合储能系统进行并网风电的波动平抑具有重要意义。首先,利用经验模态分解(empirical mode decomposition,EMD)将风电分解为不同的固有模态函数(intrinsic mode function,IM F)分量,通过不同的策略对比,挖掘风电并网的选取原则,在兼顾储能经济性的条件下使其得到有效平滑。然后,以储能爬坡功率为约束,对比选取不同的控制策略,实现蓄电池和超级电容器之间的功率分配。最后,通过算例分析验证了控制策略的有效性,为风电功率波动的平抑提供参考。 展开更多
关键词 风电波动平抑 复合储能 经验模态分解(EMD) 波动率 爬坡功率
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Use of a New Algorithm with an Internally Cooled Electrode for Radiofrequency Ablation of Small Hepatocellular Carcinomas
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作者 Ho V. Nguyen Kathleen A. Khong +2 位作者 John P. McGahan Kai Ding Machelle D. Wilson 《Open Journal of Radiology》 2013年第4期204-208,共5页
Purpose: To investigate the efficacy of a new algorithm to increase the volume of tissue ablation via gradual ramp-up of power using an internally cooled electrode for ablating hepatomas 3 cm or less. Materials and Me... Purpose: To investigate the efficacy of a new algorithm to increase the volume of tissue ablation via gradual ramp-up of power using an internally cooled electrode for ablating hepatomas 3 cm or less. Materials and Methods: 44 patients with 62 hepatomas were treated from March 4, 2004 to May 24, 2009. Ablation with a gradual ramp-up of power was performed using a single needle with an internally cooled electrode. Evaluation for tumor response was performed with 4-phase CT at 24 hours and 3 months. All immediate and follow-up complications were recorded. Results: Complete tumor ablation was achieved in 86%. The ablation volumes were 16 cm3 +/- 12 cm3 for tumors 3 +/- 12 cm3 for tumors 2 - 3 cm. Out of 68 total ablation sessions, there were 2 major complications (pleural effusions) requiring intervention (thoracentesis). Conclusion: Compared with existing techniques using a constant full-power setting, ablation of small hepatomas using an algorithm of gradual ramp-up of power provides comparable rate of complete tumor ablation, adequate ablation volumes, and a low rate of complications that require treatment. 展开更多
关键词 HEPATOCELLULAR Carcinoma HEPATOMA RADIOFREQUENCY Ablation Internally-Cooled ELECTRODE ramp-up Full-power Algorithm
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Self-Similar Characteristic for the Ramp Structures of Wind Speed
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作者 SONG Zong-Peng HU Fei +1 位作者 XU Jing-Jing CHENG Xue-Ling 《Atmospheric and Oceanic Science Letters》 CSCD 2014年第4期320-323,共4页
Time series of wind speed are composed of large and small ramp structures. Data analysis reveals a power law relation between the linear slope of ramp structures and the time scale. This suggests that these ramp struc... Time series of wind speed are composed of large and small ramp structures. Data analysis reveals a power law relation between the linear slope of ramp structures and the time scale. This suggests that these ramp structures of wind speed have a self-similar characteristic. The lower limit of the self-similar scale range was 2 s. The upper limit is unexpectedly large at 27 rain. Data are collected from grassland, city, and lake areas. Although these data have different underlying surfaces, all of them clearly show a power law relation, with slight differences in their power exponents. 展开更多
关键词 ramp structure SELF-SIMILARITY power law time series of wind speed
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