等式约束消除观测方程病态性的条件Study on condition of eliminating ill-posed problems for observation equations
谢波,刘连旺
摘要(Abstract):
针对等式约束和病态平差模型之间没有定量关系结论的问题,该文利用加权虚拟观测法和谱分解法推导出等式约束消除平差模型病态性的条件。首先将等式约束方程看作加权虚拟观测值,应用求条件极值的拉格朗日乘数法求得其一种正则化最小二乘解,然后利用矩阵的谱分解法推导出当等式约束的个数等于或大于病态平差模型的较小特征根个数时,等式约束能够消除平差模型的病态性。数据实验验证了理论的正确性和有效性。
关键词(KeyWords): 加权虚拟观测;谱分解;等式约束;病态;正则化
基金项目(Foundation): 安徽省高校自然科学重点研究项目(KJ2019A1114);; 安徽省高校质量工程项目(2018jxtd037);; 合肥职业技术学院科研项目(2021DTR04)
作者(Author): 谢波,刘连旺
DOI: 10.16251/j.cnki.1009-2307.2022.04.007
参考文献(References):
- [1] 於倧俦,于正林.测量平差原理[M].武汉:武汉测绘科技大学出版社,1990.(YU Zongchou,YU Zhenglin.Principle of surveying adjustment[M].Wuhan:Wuhan University of Surveying and Mapping Press,1990.)
- [2] 归庆明,张建军.附有条件的参数平差模型的有偏估计[J].测绘工程,2000,9(1):26-30.(GUI Qingming,ZHANG Jianjun.Biased estimation for parameter adjustment with constraints[J].Engineering of Surveying and Mapping,2000,9(1):26-30.)
- [3] 谢建,朱建军.等式约束病态模型的正则化解及其统计性质[J].武汉大学学报(信息科学版),2013,38(12):1440-1444.(XIE Jian,ZHU Jianjun.A regularized solution and statistical properties of ill-posed problem with equality constraints[J].Geomatics and Information Science of Wuhan University,2013,38(12):1440-1444.)
- [4] 嵇昆浦,王瑾芳.附有等式约束病态模型正则化解的单位权中误差无偏估计[J].大地测量与地球动力学,2019,39(9):960-965.(JI Kunpu,WANG Jinfang.Unbiased estimation of unit weight medium error for regularized solution of ill-posed problem with equality constraints[J].Journal of Geodesy and Geodynamics,2019,39(9):960-965.)
- [5] 林东方,朱建军,宋迎春.顾及截断偏差影响的TSVD截断参数确定方法[J].测绘学报,2017,46(6):679-688.(LIN Dongfang,ZHU Jianjun,SONG Yingchun.Truncation method for TSVD with account of truncation bias[J].Acta Geodaetica et Cartographica Sinica,2017,46(6):679-688.)
- [6] 谢瑞,王春祥,马会阳,等.等式约束病态模型的截断奇异值解及其统计性质[J].测绘科学技术学报,2019,36(3):227-232.(XIE Rui,WANG Chunxiang,MA Huiyang,et al.Truncated singular value decomposition solution and its statistical properties of ill-posed problem with equality constraints[J].Journal of Geomatics Science and Technology,2019,36(3):227-232.)
- [7] 黄德伦,史经俭,廉琦,等.基于法方程病态的谱修正迭代算法的探讨[J].测绘科学,2013,38(2):35-37.(HUANG Delun,SHI Jingjian,LIAN Qi,et al.Iterative algorithm based on the morbid equation[J].Science of Surveying and Mapping,2013,38(2):35-37.)
- [8] 闵曹文,吴星.附加等式约束的病态模型谱修正迭代法[J].测绘与空间地理信息,2020,43(8):164-167.(MIN Caowen,WU Xing.Iteration method by correcting characteristic values to ill-posed problem with equality constraints[J].Geomatics & Spatial Information Technology,2020,43(8):164-167.)
- [9] 欧吉坤.测量平差中不适定问题解的统一表达与选权拟合法[J].测绘学报,2004,33(4):283-288.(OU Jikun.Uniform expression of solutions of ill-posed problems in surveying adjustment and the fitting method by selection of the parameter weights[J].Acta Geodaetica et Cartographic Sinica,2004,33(4):283-288.)
- [10] 谢建,朱建军.等式约束对病态问题的影响及约束正则化方法[J].武汉大学学报(信息科学版),2015,40(10):1344-1348.(XIE Jian,ZHU Jianjun.Influence of equality constraints on ill-conditioned problems and constrained regularization method[J].Geomatics and Information Science of Wuhan University,2015,40(10):1344-1348.)
- [11] 林东方,朱建军,宋迎春,等.正则化的奇异值分解参数构造法[J].测绘学报,2016,45(8):883-889.(LIN Dongfang,ZHU Jianjun,SONG Yingchun,et al.Construction method of regularization by singular value decomposition of design matrix[J].Acta Geodaetica et Cartographica Sinica,2016,45(8):883-889.)
- [12] 杭礼辉,葛俊祥,张艳艳.基于奇异值比值的正则化矩阵修正方法[J].现代雷达,2019,41(4):54-58.(HANG Lihui,GE Junxiang,ZHANG Yanyan.Correction method of regularized matrix based on ratio of singular value[J].Modern Radar,2019,41(4):54-58.)
- [13] 曾小牛,刘代志,李夕海,等.一种改进的病态问题奇异值修正法[J].武汉大学学报(信息科学版),2015,40(10):1349-1353.(ZENG Xiaoniu,LIU Daizhi,LI Xihai,et al.An improved singular value modification method for ill-posed problems[J].Geomatics and Information Science of Wuhan University,2015,40(10):1349-1353.)
- [14] 冯光财,戴吾蛟,朱建军,等.基于虚拟观测的病态问题解法[J].测绘科学,2007,32(2):38-39.(FENG Guangcai,DAI Wujiao,ZHU Jianjun,et al.A virtual observational approach to ill-conditioned problem[J].Science of Surveying and Mapping,2007,32(2):38-39.)
- [15] 谢建,朱建军.约束秩亏自由网平差的一种新算法[J].测绘工程,2009,18(2):9-11.(XIE Jian,ZHU Jianjun.A new approach to constrained rank-defective free network adjustment[J].Engineering of Surveying and Mapping,2009,18(2):9-11.)
- [16] 赵海涛,郭广礼,查剑锋.附有限制条件间接平差的虚拟观测算法[J].测绘科学,2008,33(2):33-34.(ZHAO Haitao,GUO Guangli,ZHA Jianfeng.The virtual observation algorithm with restriction condition parameter adjustment[J].Science of Surveying and Mapping,2008,33(2):33-34.)
- [17] 魏二虎,殷志祥,李广文,等.虚拟观测值法在三维坐标转换中的应用研究[J].武汉大学学报(信息科学版),2014,39(2):152-156.(WEI Erhu,YIN Zhixiang,LI Guangwen,et al.On 3D coordinate transformations with virtual observation method[J].Geomatics and Information Science of Wuhan University,2014,39(2):152-156.)
- [18] 朱建军,田玉淼,陶肖静.带准则参数的平差准则及其统一与解算[J].测绘学报,2012,41(1):8-13.(ZHU Jianjun,TIAN Yumiao,TAO Xiaojing.United expression and solution of adjustment criteria with parameters[J].Acta Geodaetica et Cartographica Sinica,2012,41(1):8-13.)
- [19] 王振杰.大地测量中不适定问题的正则化解法研究[D].北京:中国科学院研究生院,2003:13-18.(WANG Zhenjie.Regularization method for solving ill posed problems in geodesy[D].Beijing:Graduate School of Chinese Academy of Sciences,2003:13-18.
- [20] 杨明,刘先忠.矩阵论[M].2版.武汉:华中科技大学出版社,2005.(YANG Ming,LIU Xianzhong.Matrix theory[M].2nd ed.Wuhan:Huazhong University of Science and Technology Press,2005.)
- [21] Rao C R.线性统计推断及其应用[M].张燮,译.北京:科学出版社,1987.(Rao C R.Linear statistical inference and its applications[M].Translated by ZHANG Xie.Beijing:Science Press,1987.)
- [22] 陈希孺,王松桂.近代回归分析:原理方法及应用[M].合肥:安徽教育出版社,1987.(CHEN Xiru,WANG Songgui.Principle method and application of modern regression analysis[M].Hefei:Anhui Education Press,1987.)