Reducible solution to a quaternion tensor equation
Mengyan XIE, Qing-Wen WANG
Reducible solution to a quaternion tensor equation
We establish necessary and sufficient conditions for the existence of the reducible solution to the quaternion tensor equation via Einstein product using Moore-Penrose inverse, and present an expression of the reducible solution to the equation when it is solvable. Moreover, to have a general solution, we give the solvability conditions for the quaternion tensor equation , which plays a key role in investigating the reducible solution to . The expression of such a solution is also presented when the consistency conditions are met. In addition, we show a numerical example to illustrate this result.
Quaternion tensor / quaternion tensor equation / Einstein product / Moore-Penrose inverse / general solution / reducible solution
[1] |
Artzouni M, Gouteux J P. A parity-structured matrix model for tsetse populations. Math Biosci, 2006, 204(2): 215–231
CrossRef
Google scholar
|
[2] |
Bader B W, Kolda T G. Algorithm 862: MATLAB tensor classes for fast algorithm prototyping. ACM Trans Math Software, 2006, 32(4): 635–653
CrossRef
Google scholar
|
[3] |
Behera R, Mishra D. Further results on generalized inverses of tensors via the Einstein product, Linear Multilinear Algebra, 2017, 65(8): 1662–1682
CrossRef
Google scholar
|
[4] |
Ben-Israel A, Greville T N E. Generalized Inverses: Theory and Applications. New York: McGraw-Hill, 1974
|
[5] |
Bihan N L, Mars J. Singular value decomposition of quaternion matrices: A new tool for vector-sensor signal processing. Signal Process, 2004, 84(7): 1177–1199
CrossRef
Google scholar
|
[6] |
Bouldin R. The pseudo-inverse of a product. SIAM J Appl Math, 1973, 24(4): 489–495
CrossRef
Google scholar
|
[7] |
Brazell M, Li N, Navasca C, Tamon C. Solving multilinear systems via tensor inversion. SIAM J Matrix Anal Appl, 2013, 34(2): 542–570
CrossRef
Google scholar
|
[8] |
Chang K C, Pearson K, Zhang T. Perron-Frobenius theorem for nonnegative tensors. Commun Math Sci, 2008, 6(2): 507–520
CrossRef
Google scholar
|
[9] |
Chen Z, Lu L Z. A projection method and Kronecker product preconditioner for solving Sylvester tensor equations. Sci China Math, 2012, 55(6): 1281–1292
CrossRef
Google scholar
|
[10] |
Cvetković-Ilića D, Wang Q W, Xu Q X. Douglas’ + Sebestyén’s lemmas= a tool for solving an operator equation problem. J Math Anal Appl, 2019, 482(2): 123599
CrossRef
Google scholar
|
[11] |
Ding W, Qi L, Wei Y. Fast Hankel tensor-vector product and its application to exponential data fitting. Numer Linear Algebra Appl, 2015, 22(5): 814–832
CrossRef
Google scholar
|
[12] |
Ding W, Qi L, Wei Y. Inheritance properties and sum-of-squares decomposition of Hankel tensors: theory and algorithms. BIT, 2017, 57(1): 169–190
CrossRef
Google scholar
|
[13] |
Einstein A. The foundation of the general theory of relativity. Ann Phys, 1916, 49(7): 769–822
CrossRef
Google scholar
|
[14] |
Guan Y, Chu D L. Numerical computation for orthogonal low-rank approximation of tensors. SIAM J Matrix Anal Appl, 2019, 40(3): 1047–1065
CrossRef
Google scholar
|
[15] |
Guan Y, Chu M T, Chu D L. Convergence analysis of an SVD-based algorithm for the best rank-1 tensor approximation. Linear Algebra Appl, 2018, 555: 53–69
CrossRef
Google scholar
|
[16] |
Guan Y, Chu M T, Chu D L. SVD-based algorithms for the best rank-1 approximation of a symmetric tensor. SIAM J Matrix Anal Appl, 2018, 39(3): 1095–1115
CrossRef
Google scholar
|
[17] |
Hamilton W R. Elements of Quaternions. Cambridge: Cambridge Univ Press, 1866
|
[18] |
He Z H. The general solution to a system of coupled Sylvester-type quaternion tensor equations involving ŋ-Hermicity. Bull Iranian Math Soc, 2019, 45: 1407–1430
CrossRef
Google scholar
|
[19] |
He Z H, Navasca C, Wang Q W. Tensor decompositions and tensor equations over quaternion algebra. arXiv: 1710.07552
|
[20] |
He Z H, Wang Q W. The ŋ-bihermitian solution to a system of real quaternion matrix equations. Linear Multilinear Algebra, 2014, 62(11): 1509–1528
CrossRef
Google scholar
|
[21] |
Huang G X, Yin F, Guo K. An iterative method for the skew-symmetric solution and the optimal approximate solution of the matrix equation AXB = C. J Comput Appl Math, 2008, 212(2): 231–244
|
[22] |
Kirkland S J, Neumann M, Xu J H. Transition matrices for well-conditioned Markov chains. Linear Algebra Appl, 2007, 424(1): 118–131
CrossRef
Google scholar
|
[23] |
Kolda T G, Bader B W. Tensor decompositions and applications. SIAM Rev, 2009, 51(3): 455–500
CrossRef
Google scholar
|
[24] |
Lai W M, Rubin D H, Krempl E. Introduction to continuum mechanics. Burlington: Butterworth-Heinemann/Elsevier, 2009
CrossRef
Google scholar
|
[25] |
Lei J Z, Wang C Y. On the reducibility of compartmental matrices. Comput Biol Med, 2008, 38(8): 881–885
CrossRef
Google scholar
|
[26] |
Leo S D, Scolarici G. Right eigenvalue equation in quaternionic quantum mechanics. J Phys A, 2000, 33(15): 2971–2995
CrossRef
Google scholar
|
[27] |
Li L, Zheng B D. Sensitivity analysis of the Lyapunov tensor equation. Linear Multilinear Algebra, 2019, 67(3): 555–572
CrossRef
Google scholar
|
[28] |
Li L, Zheng B D, Tian Y B. Algebraic Lyapunov and Stein stability results for tensors. Linear Multilinear Algebra, 2018, 66(4): 731–741
CrossRef
Google scholar
|
[29] |
Li T, Wang Q W, Duan X F. Numerical algorithms for solving discrete Lyapunov tensor equation. J Comput Appl Math, 2019, 370: 112676
CrossRef
Google scholar
|
[30] |
Li T, Wang Q W, Zhang X F. Hermitian and skew-Hermitian splitting methods for solving a tensor equation. Int J Comput Math, https://doi.org/10.1080/00207160.2020.1815717
CrossRef
Google scholar
|
[31] |
Liang M L, Zheng B, Zhao R J. Tensor inversion and its application to tensor equation with Einstein product. Linear Multilinear Algebra, 2019, 67(4): 843–870
CrossRef
Google scholar
|
[32] |
Liao A P, Bai Z Z. Least-squares solution of AXB = D over symmetric positive semi-definite matrices X. J Comput Math, 2003 21: 175–182
|
[33] |
Liao A P, Bai Z Z, Lei Y. Best approximate solution of matrix equation AXB+CY D =E. SIAM J Matrix Anal Appl, 2005, 27(3): 675–688
CrossRef
Google scholar
|
[34] |
Nie X R, Wang Q W, Zhang Y. A system of matrix equations over the quaternion algebra with applications. Algebra Colloq, 2017, 24(2): 233–253
CrossRef
Google scholar
|
[35] |
Pei S C, Chang J H, Ding J J. Quaternion matrix singular value decomposition and its applications for color image processing. In: International Conference on Image Processing IEEE Xplore 2003 (Cat No 03CH37429). Barcelona, Spain, 2003, I-805
|
[36] |
Peng Z Y. The centro-symmetric solutions of linear matrix equation AXB = C and its optimal approximation. Chinese J Engrg Math, 2003, 20(6): 60–64
|
[37] |
Qi L. Eigenvalues of a real supersymmetric tensors. J Symbolic Comput, 2005, 40: 1302–1324
CrossRef
Google scholar
|
[38] |
Qi L, Chen H, Chen Y. Tensor eigenvalues and their applications. Adv Mech Math, 2018
CrossRef
Google scholar
|
[39] |
Qi L, Luo Z Y. Tensor Analysis: Spectral Theory and Special Tensors. Philadelphia: SIAM, 2017
CrossRef
Google scholar
|
[40] |
Rehman A. Wang Q W, He Z H. Solution to a system of real quaternion matrix equations encompassing-Hermicity. Appl Math Comput, 2015, 265: 945–957
CrossRef
Google scholar
|
[41] |
Rodman L. Topics in Quaternion Linear Algebra. Princeton: Princeton Univ Press, 2014
CrossRef
Google scholar
|
[42] |
Santesso P, Valcher M E. On the zero pattern properties and asymptotic behavior of continuous-time positive system trajectories. Linear Algebra Appl, 2007, 425: 283–302
CrossRef
Google scholar
|
[43] |
Shao J Y. A general product of tensors with applications. Linear Algebra Appl, 2013, 439: 2350–2366
CrossRef
Google scholar
|
[44] |
Shao J Y, You L H. On some properties of three different types of triangular blocked tensors. Linear Algebra Appl, 2016, 511: 110–140
CrossRef
Google scholar
|
[45] |
Shi X H, Wei Y M, Ling S Y. Backward error and perturbation bounds for high order Sylvester tensor equation. Linear Multilinear Algebra, 2013, 61(10): 1436–1446
CrossRef
Google scholar
|
[46] |
Sun L Z, Zheng B D, Bu C J, Wei Y M. Moore-Penrose inverse of tensors via Einstein product. Linear Multilinear Algebra, 2016, 64(4): 686–698
CrossRef
Google scholar
|
[47] |
Took C C, Mandic D P. Quaternion-valued stochastic gradient-based adaptive IIR filtering. IEEE Trans Signal Process, 2010, 58(7): 3895–3901
CrossRef
Google scholar
|
[48] |
Took C C, Mandic D P. Augmented second-order statistics of quaternion random signals. Signal Process, 2011, 91(2): 214–224
CrossRef
Google scholar
|
[49] |
Wang Q W. The general solution to a system of real quaternion matrix equations. Comput Math Appl, 2005, 49(5): 665–675
CrossRef
Google scholar
|
[50] |
Wang Q W, Chang H X, Lin C Y. P-(skew)symmetric common solutions to a pair of quaternion matrix equations. Appl Math Comput, 2008, 195(2): 721–732
CrossRef
Google scholar
|
[51] |
Wang Q W, Lv R Y, Zhang Y. The least-squares solution with the least norm to a system of tensor equations over the quaternion algebra. Linear Multilinear Algebra, https://doi.org/10.1080/03081087.2020.1779172
CrossRef
Google scholar
|
[52] |
Wang Q W, Wang X X. Arnoldi method for large quaternion right eigenvalue problem. J Sci Comput, 2020, 82(3)
CrossRef
Google scholar
|
[53] |
Wei M S, Li Y, Zhang F X, Zhao J L. Quaternion Matrix Computations. New York: Nova Science Publishers, Inc, 2018
|
[54] |
Wei Y M, Ding W Y. Theory and Computation of Tensors: Multi-Dimensional Arrays. London: Elsevier/Academic Press, 2016
|
[55] |
Yuan S F, Wang Q W, Duan X F. On solutions of the quaternion matrix equation AX = B and their applications in color image restoration. Appl Math Comput, 2013, 221: 10–20
|
[56] |
Zhang F Z. Quaternions and matrices of quaternions. Linear Algebra Appl, 1997, 251: 21{57
CrossRef
Google scholar
|
[57] |
Zhang X F, Wang Q W, Li T. The accelerated overrelaxation splitting method for solving symmetric tensor equations. Comput Appl Math, 2020, 39(3): 1–14
CrossRef
Google scholar
|
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