Title :
An improved algorithm of grey model-GM(1,1) based on total least squares and its application in deformation forecast
Author :
Tieding, Lu ; Shijian, Zhou ; Wei, Liu ; Liting, Zhang
Author_Institution :
Sch. of Geosci. & Geomatics, East China Inst. of Technol., Fuzhou, China
Abstract :
This paper presents an improved algorithm for grey model-GM(1,1) based on total least squares (TLS). As we know that the parameters a and b in grey model-GM(1,1) can be solved by the least squares method. The LS method is based on an assumption that vector Y contains errors while repeated additive matrix B is accurate in GM(1,1). When we analyze the element of matrix B, the matrix B also contains errors in fact. TLS is the method of fitting that is appropriate when there are errors in both vector Y and matrix B. The calculated results of an example show that the prediction model based on TLS can enhance the prediction accuracy.
Keywords :
forecasting theory; grey systems; least mean squares methods; matrix algebra; deformation forecast; grey model; total least squares; Accuracy; Additives; Data analysis; Deformable models; Differential equations; Intelligent systems; Least squares methods; Mathematical model; Mathematics; Predictive models;
Conference_Titel :
Grey Systems and Intelligent Services, 2009. GSIS 2009. IEEE International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4244-4914-9
Electronic_ISBN :
978-1-4244-4916-3
DOI :
10.1109/GSIS.2009.5408291