基于空间谱和支持向量回归机的间谐波分析  被引量:22

Interharmonic Analysis Based on Spatial Spectrum and Support Vector Regression Machine

在线阅读下载全文

作  者:高培生[1] 谷湘文[1] 吴为麟[1] 

机构地区:[1]浙江大学电气工程学院,浙江省杭州市310027

出  处:《电力系统自动化》2007年第24期67-70,共4页Automation of Electric Power Systems

基  金:国家自然科学基金重点资助项目(50437010)~~

摘  要:针对电力系统中存在的间谐波问题,提出一种结合参数法和非参数法特点的间谐波频谱分析算法。首先,为了应用空间谱分析需要将电网信号变换为空域信号;然后应用盖氏圆盘估计协助求根多重信号分析算法准确估计信号源数及其频率;最后由稳健支持向量回归机计算幅值和相角。获得准确频率信息后,支持向量回归机计算的频率范围变成已知的有限频率点,计算量降到最低,并且此算法无需同步采样和过长的采样数据。通过仿真和实例检测,验证了该方法的有效性。An interharmonic spectrum estimating method combining the features of parametric method and nonparametric method is presented to detect the interharmonic in power system. The signals from power network are transformed to spatial signal based on the spatial signal analysis, and the number of interharmonic sources and their frequencies are accurately estimated with the help of Gerschgorin' s disks combining root multiple signal classification (Root-MUSIC). The rest amplitudes and phase angles are then given by a robust support vector regression machine (SVRM). After frequency information having been obtained, the frequency range determined by SVRM is reduced to known frequency dots and calculation is cut to minimum to avoid synchronous sampling and over-long sampling data. The digital simulation and actual inspection prove the method is effective and applicable.

关 键 词:间谐波 空间谱 盖氏圆盘估计 求根多重信号分类 支持向量回归机 

分 类 号:TM711[电气工程—电力系统及自动化]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象