TY - JOUR
T1 - Dilation method for finding close roots of polynomials based on constrained learning neural networks
AU - Huang, De-Shuang
AU - Ip, Horace H.S.
AU - Chi, Zheru
AU - Wong, H. S.
PY - 2003/3/31
Y1 - 2003/3/31
N2 - In finding roots of polynomials, often two or more roots that are close together in solution space are very difficult to be resolved by a root-finder. To solve this problem, this Letter proposes a dilation method to transform the positions of roots in space so that all roots in space are pulled further apart. As a result, those close (including complex) roots can be readily resolved efficiently by a root-finder. In addition, in this Letter a complex version of constrained learning algorithm is derived. Moreover, our previously proposing feedforward neural network (FNN) root-finder is adopted to address the root finding issue. Finally, some satisfactory results that support our approach are presented. © 2003 Elsevier Science B.V. All rights reserved.
AB - In finding roots of polynomials, often two or more roots that are close together in solution space are very difficult to be resolved by a root-finder. To solve this problem, this Letter proposes a dilation method to transform the positions of roots in space so that all roots in space are pulled further apart. As a result, those close (including complex) roots can be readily resolved efficiently by a root-finder. In addition, in this Letter a complex version of constrained learning algorithm is derived. Moreover, our previously proposing feedforward neural network (FNN) root-finder is adopted to address the root finding issue. Finally, some satisfactory results that support our approach are presented. © 2003 Elsevier Science B.V. All rights reserved.
KW - Close roots
KW - Complex constrained learning algorithm
KW - Dilation
KW - Feedforward neural networks
KW - Polynomials
KW - Root-finder
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U2 - 10.1016/S0375-9601(03)00216-0
DO - 10.1016/S0375-9601(03)00216-0
M3 - RGC 21 - Publication in refereed journal
SN - 0375-9601
VL - 309
SP - 443
EP - 451
JO - Physics Letters, Section A: General, Atomic and Solid State Physics
JF - Physics Letters, Section A: General, Atomic and Solid State Physics
IS - 5-6
ER -