安徽工程大学学报
安徽工程大學學報
안휘공정대학학보
Journal of Anhui Polytechnic University
2015年
5期
69-77
,共9页
不完备信息%样条插值%粒子群算法%参数估计
不完備信息%樣條插值%粒子群算法%參數估計
불완비신식%양조삽치%입자군산법%삼수고계
incomplete information%spline interpolating%particle swarm optimization%parameter esti-mation
研究一种不完备信息系统参数辨识插补法。首先将每个输入信号加上时间戳,即将输入信号进行时间顺序排序,使数据在特定的时刻缺失;并采用样条插补法,自适应补充缺失数据,即当缺失一个输出数据时,应用线性样条插值法填补缺失数据,当连续缺失两个或两个以上的数据时,应用三次样条插值法进行补充;在此基础上应用粒子群算法对插补后的不完备信息系统进行参数精确估计;最后,通过 MATLAB 仿真实验验证了该方法在不同缺失率下,其参数估计的精确性与有效性。
研究一種不完備信息繫統參數辨識插補法。首先將每箇輸入信號加上時間戳,即將輸入信號進行時間順序排序,使數據在特定的時刻缺失;併採用樣條插補法,自適應補充缺失數據,即噹缺失一箇輸齣數據時,應用線性樣條插值法填補缺失數據,噹連續缺失兩箇或兩箇以上的數據時,應用三次樣條插值法進行補充;在此基礎上應用粒子群算法對插補後的不完備信息繫統進行參數精確估計;最後,通過 MATLAB 倣真實驗驗證瞭該方法在不同缺失率下,其參數估計的精確性與有效性。
연구일충불완비신식계통삼수변식삽보법。수선장매개수입신호가상시간착,즉장수입신호진행시간순서배서,사수거재특정적시각결실;병채용양조삽보법,자괄응보충결실수거,즉당결실일개수출수거시,응용선성양조삽치법전보결실수거,당련속결실량개혹량개이상적수거시,응용삼차양조삽치법진행보충;재차기출상응용입자군산법대삽보후적불완비신식계통진행삼수정학고계;최후,통과 MATLAB 방진실험험증료해방법재불동결실솔하,기삼수고계적정학성여유효성。
In this issue,a recognition and interpolation method of parameter in an incomplete information system was discussed.Firstly,made the data lost on a certain time by sorting the input signals in the or-der of time after adding timestamp on each of them.The missing message was supplemented adaptively using spline interpolating,which means the data was supplemented adaptively using linear spline inter-polating when one output signal was lost,using the cubic interpolating when two or more output signals were lost.Based on these,the parameter was precisely estimated by particle swarm optimization in the interpolation system.Finally,the precision and effectiveness of the parameter estimation in different missing rates was verified by the method of MATLAB simulation experiment.