电力系统保护与控制2012,Vol.40Issue(3):51-55,5.
基于快速独立成分分析和支持向量回归的混合馈线线损估算
Loss estimation of power distribution systems based on fast independent component analysis and support vector regression
摘要
Abstract
This paper presents a new method for loss estimation of distribution systems comprising overhead lines and power cables. It is based on fast independent component analysis (Fast ICA) and support vector regression (SVR). In the method, the length of over-head lines, length of power cable, active and reactive powers entering the sending end of the feeder are taken as the input characteristic parameters to estimate the loss of distribution network. The Fast ICA is employed to extract the independent components of the input characteristic parameters. The independent component of characteristic parameter and power loss are taken as the input and output of SVR to build the loss estimation relation of hybrid feeder. The simulation result of actual measurements shows that the proposed method is accurate, valid, and feasible.关键词
配电网/线损/估算/快速独立成分分析/支持向量回归Key words
distribution network/ power loss/ estimation/ Fast ICA/ SVR分类
信息技术与安全科学引用本文复制引用
彭建春,李春晖,祁学红,陈立彬,李波,张健伟..基于快速独立成分分析和支持向量回归的混合馈线线损估算[J].电力系统保护与控制,2012,40(3):51-55,5.基金项目
国家自然科学基金项目(50677015) (50677015)