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Keywords = quaternion Hermitian matrix

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15 pages, 297 KB  
Article
A Pair of Hermitian and Anti-Hermitian Solutions of a Generalized Sylvester Matrix Equation over Commutative Quaternion Algebra
by Haixia Chang, Lvming Xie and Longsheng Liu
Symmetry 2026, 18(4), 619; https://doi.org/10.3390/sym18040619 - 6 Apr 2026
Viewed by 450
Abstract
In this paper, we investigate a pair of Hermitian and anti-Hermitian solutions of a generalized Sylvester matrix equation AXB+CX¯D+EYF=G over commutative quaternion algebra by using a complex representation of commutative [...] Read more.
In this paper, we investigate a pair of Hermitian and anti-Hermitian solutions of a generalized Sylvester matrix equation AXB+CX¯D+EYF=G over commutative quaternion algebra by using a complex representation of commutative quaternion matrices, the Kronecker product, vec-operation, and Moore–Penrose-generalized inverse. We establish the necessary and sufficient conditions for the existence of solutions. Moreover, we derive explicit expressions when they are solvable. We also provide two numerical examples to illustrate the main results. Full article
(This article belongs to the Section B: Mathematics)
45 pages, 1997 KB  
Article
Operator Spectral Stability Theory and Chebyshev Spectral Collocation Method for Time-Varying Bilateral Quaternion Dynamical Systems
by Xiang Si and Jianwen Zhou
Symmetry 2026, 18(4), 578; https://doi.org/10.3390/sym18040578 - 28 Mar 2026
Viewed by 661
Abstract
This paper develops a structured analytical framework and a robust numerical methodology for the spectral stability of time-varying bilateral quaternion differential equations of the form q˙=A(t)q+qB(t). By systematically extending [...] Read more.
This paper develops a structured analytical framework and a robust numerical methodology for the spectral stability of time-varying bilateral quaternion differential equations of the form q˙=A(t)q+qB(t). By systematically extending classical real matrix theory to non-commutative dynamical systems via exact isometric real representations, this study utilizes the Kronecker product of real adjoint matrices to rigorously elucidate the underlying tensor structure of the bilateral evolution operator. This tensor-based reformulation proves that the Floquet multipliers of the bilaterally coupled system can be strictly decoupled into the product of the spectra corresponding to the left and right unilateral subsystems. Second, a “Scalar-Vector Stability Separation Principle” based on logarithmic norms is proposed, demonstrating that the transient energy evolution of the system is governed exclusively by the Hermitian real parts of the coefficient matrices, remaining entirely independent of the anti-Hermitian imaginary parts (rotation terms). Furthermore, for constant-coefficient and slowly varying systems, the Riesz projection from holomorphic functional calculus is introduced to establish algebraic criteria for exponential dichotomies, thereby revealing a cubic scaling law that relates the robustness threshold to the spectral gap (ε0β3). Numerically, a Quaternion Chebyshev Spectral Collocation Method (Q-CSCM) is embedded within this exact vectorization framework to ensure that the algebraic symmetries of the bilateral system are strictly preserved through the isomorphic mapping. By explicitly constructing the fully discrete Kronecker product matrix via the exact real vectorization isomorphism, discrete energy estimates are utilized to rigorously prove that the numerical scheme successfully inherits the intrinsic spectral accuracy of the Chebyshev approximation. Comprehensive numerical experiments demonstrate that, within the low-dimensional regime, this methodology exhibits substantial temporal approximation efficiency advantages and superior numerical robustness compared to an alternative Legendre spectral baseline, as well as traditional explicit and state-of-the-art implicit symplectic Runge–Kutta methods, particularly when solving stiff and critically stable problems such as nonlinear Riccati oscillators. Full article
(This article belongs to the Special Issue Symmetry in Numerical Analysis and Applied Mathematics)
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85 pages, 939 KB  
Review
An Overview of Methods for Solving the System of Equations A1XB1 = C1 and A2XB2 = C2
by Qing-Wen Wang, Zi-Han Gao and Yu-Fei Li
Symmetry 2025, 17(8), 1307; https://doi.org/10.3390/sym17081307 - 12 Aug 2025
Cited by 9 | Viewed by 967
Abstract
This paper primarily investigates the solutions to the system of equations A1XB1=C1 and A2XB2=C2. This system generalizes the classical equation AXB=C, as well [...] Read more.
This paper primarily investigates the solutions to the system of equations A1XB1=C1 and A2XB2=C2. This system generalizes the classical equation AXB=C, as well as the system of equations AX=B and XC=D, and finds broad applications in control theory, signal processing, networking, optimization, and other related fields. Various methods for solving this system are introduced, including the generalized inverse method, the vec-operator method, matrix decomposition techniques, Cramer’s rule, and iterative algorithms. Based on these approaches, the paper discusses general solutions, symmetric solutions, Hermitian solutions, and other special types of solutions over different algebraic structures, such as number fields, the real field, the complex field, the quaternion division ring, principal ideal domains, regular rings, strongly *-reducible rings, and operators on Banach spaces. In addition, matrix systems related to the system A1XB1=C1 and A2XB2=C2 are also explored. Full article
(This article belongs to the Special Issue Mathematics: Feature Papers 2025)
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81 pages, 2075 KB  
Review
A Comprehensive Review on Solving the System of Equations AX = C and XB = D
by Qing-Wen Wang, Zi-Han Gao and Jia-Le Gao
Symmetry 2025, 17(4), 625; https://doi.org/10.3390/sym17040625 - 21 Apr 2025
Cited by 15 | Viewed by 2960
Abstract
This survey provides a review of the theoretical research on the classic system of matrix equations AX=C and XB=D, which has wide-ranging applications across fields such as control theory, optimization, image processing, and robotics. The paper [...] Read more.
This survey provides a review of the theoretical research on the classic system of matrix equations AX=C and XB=D, which has wide-ranging applications across fields such as control theory, optimization, image processing, and robotics. The paper discusses various solution methods for the system, focusing on specialized approaches, including generalized inverse methods, matrix decomposition techniques, and solutions in the forms of Hermitian, extreme rank, reflexive, and conjugate solutions. Additionally, specialized solving methods for specific algebraic structures, such as Hilbert spaces, Hilbert C-modules, and quaternions, are presented. The paper explores the existence conditions and explicit expressions for these solutions, along with examples of their application in color images. Full article
(This article belongs to the Special Issue Mathematics: Feature Papers 2025)
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14 pages, 495 KB  
Article
A Fast Projected Gradient Algorithm for Quaternion Hermitian Eigenvalue Problems
by Shan-Qi Duan and Qing-Wen Wang
Mathematics 2025, 13(6), 994; https://doi.org/10.3390/math13060994 - 18 Mar 2025
Cited by 3 | Viewed by 1509
Abstract
In this paper, based on the novel generalized Hamilton-real (GHR) calculus, we propose for the first time a quaternion Nesterov accelerated projected gradient algorithm for computing the dominant eigenvalue and eigenvector of quaternion Hermitian matrices. By introducing momentum terms and look-ahead updates, the [...] Read more.
In this paper, based on the novel generalized Hamilton-real (GHR) calculus, we propose for the first time a quaternion Nesterov accelerated projected gradient algorithm for computing the dominant eigenvalue and eigenvector of quaternion Hermitian matrices. By introducing momentum terms and look-ahead updates, the algorithm achieves a faster convergence rate. We theoretically prove the convergence of the quaternion Nesterov accelerated projected gradient algorithm. Numerical experiments show that the proposed method outperforms the quaternion projected gradient ascent method and the traditional algebraic methods in terms of computational accuracy and runtime efficiency. Full article
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21 pages, 662 KB  
Article
On Rayleigh Quotient Iteration for the Dual Quaternion Hermitian Eigenvalue Problem
by Shan-Qi Duan, Qing-Wen Wang and Xue-Feng Duan
Mathematics 2024, 12(24), 4006; https://doi.org/10.3390/math12244006 - 20 Dec 2024
Cited by 12 | Viewed by 1905
Abstract
The application of eigenvalue theory to dual quaternion Hermitian matrices holds significance in the realm of multi-agent formation control. In this paper, we study the use of Rayleigh quotient iteration (RQI) for solving the right eigenpairs of dual quaternion Hermitian matrices. Combined with [...] Read more.
The application of eigenvalue theory to dual quaternion Hermitian matrices holds significance in the realm of multi-agent formation control. In this paper, we study the use of Rayleigh quotient iteration (RQI) for solving the right eigenpairs of dual quaternion Hermitian matrices. Combined with dual representation, the RQI algorithm can effectively compute the eigenvalue along with the associated eigenvector of the dual quaternion Hermitian matrices. Furthermore, by utilizing the minimal residual property of the Rayleigh quotient, a convergence analysis of the Rayleigh quotient iteration is derived. Numerical examples are provided to illustrate the high accuracy and low CPU time cost of the proposed Rayleigh quotient iteration compared with the power method for solving the dual quaternion Hermitian eigenvalue problem. Full article
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16 pages, 279 KB  
Article
Solving the QLY Least Squares Problem of Dual Quaternion Matrix Equation Based on STP of Dual Quaternion Matrices
by Ruyu Tao, Ying Li, Mingcui Zhang, Xiaochen Liu and Musheng Wei
Symmetry 2024, 16(9), 1117; https://doi.org/10.3390/sym16091117 - 28 Aug 2024
Cited by 8 | Viewed by 1802
Abstract
Dual algebra plays an important role in kinematic synthesis and dynamic analysis, but there are still few studies on dual quaternion matrix theory. This paper provides an efficient method for solving the QLY least squares problem of the dual quaternion matrix equation [...] Read more.
Dual algebra plays an important role in kinematic synthesis and dynamic analysis, but there are still few studies on dual quaternion matrix theory. This paper provides an efficient method for solving the QLY least squares problem of the dual quaternion matrix equation AXB+CYDE, where X, Y are unknown dual quaternion matrices with special structures. First, we define a semi-tensor product of dual quaternion matrices and study its properties, which can be used to achieve the equivalent form of the dual quaternion matrix equation. Then, by using the dual representation of dual quaternion and the GH-representation of special dual quaternion matrices, we study the expression of QLY least squares Hermitian solution of the dual quaternion matrix equation AXB+CYDE. The algorithm is given and the numerical examples are provided to illustrate the efficiency of the method. Full article
(This article belongs to the Special Issue Exploring Symmetry in Dual Quaternion Matrices and Matrix Equations)
12 pages, 288 KB  
Article
Solution to Several Split Quaternion Matrix Equations
by Xin Liu, Tong Shi and Yang Zhang
Mathematics 2024, 12(11), 1707; https://doi.org/10.3390/math12111707 - 30 May 2024
Cited by 2 | Viewed by 1979
Abstract
Split quaternions have various applications in mathematics, computer graphics, robotics, physics, and so on. In this paper, two useful, real representations of a split quaternion matrix are proposed. Based on this, we derive their fundamental properties. Then, via the real representation method, we [...] Read more.
Split quaternions have various applications in mathematics, computer graphics, robotics, physics, and so on. In this paper, two useful, real representations of a split quaternion matrix are proposed. Based on this, we derive their fundamental properties. Then, via the real representation method, we obtain the necessary and sufficient conditions for the existence of solutions to two split quaternion matrix equations. In addition, two experimental examples are provided to show their feasibility. Full article
17 pages, 294 KB  
Article
The General Solution to a Classical Matrix Equation AXB = C over the Dual Split Quaternion Algebra
by Kai-Wen Si and Qing-Wen Wang
Symmetry 2024, 16(4), 491; https://doi.org/10.3390/sym16040491 - 18 Apr 2024
Cited by 16 | Viewed by 2229
Abstract
In this paper, we investigate the necessary and sufficient conditions for solving a dual split quaternion matrix equation AXB = C, and present the general solution expression when the solvability conditions are met. As an application, we delve [...] Read more.
In this paper, we investigate the necessary and sufficient conditions for solving a dual split quaternion matrix equation AXB = C, and present the general solution expression when the solvability conditions are met. As an application, we delve into the necessary and sufficient conditions for the existence of a Hermitian solution to this equation by using a newly defined real representation method. Furthermore, we obtain the solutions for the dual split quaternion matrix equations AX = C and XB = C. Finally, we provide a numerical example to demonstrate the findings of this paper. Full article
(This article belongs to the Section B: Mathematics)
14 pages, 280 KB  
Article
The Hermitian Solution to a New System of Commutative Quaternion Matrix Equations
by Yue Zhang, Qing-Wen Wang and Lv-Ming Xie
Symmetry 2024, 16(3), 361; https://doi.org/10.3390/sym16030361 - 17 Mar 2024
Cited by 23 | Viewed by 2811
Abstract
This paper considers the Hermitian solutions of a new system of commutative quaternion matrix equations, where we establish both necessary and sufficient conditions for the existence of solutions. Furthermore, we derive an explicit general expression when it is solvable. In addition, we also [...] Read more.
This paper considers the Hermitian solutions of a new system of commutative quaternion matrix equations, where we establish both necessary and sufficient conditions for the existence of solutions. Furthermore, we derive an explicit general expression when it is solvable. In addition, we also provide the least squares Hermitian solution in cases where the system of matrix equations is not consistent. To illustrate our main findings, in this paper we present two numerical algorithms and examples. Full article
(This article belongs to the Section B: Mathematics)
14 pages, 273 KB  
Article
Dual Quaternion Matrix Equation AXB = C with Applications
by Yan Chen, Qing-Wen Wang and Lv-Ming Xie
Symmetry 2024, 16(3), 287; https://doi.org/10.3390/sym16030287 - 1 Mar 2024
Cited by 43 | Viewed by 3399
Abstract
Dual quaternions have wide applications in automatic differentiation, computer graphics, mechanics, and others. Due to its application in control theory, matrix equation AXB=C has been extensively studied. However, there is currently limited information on matrix equation [...] Read more.
Dual quaternions have wide applications in automatic differentiation, computer graphics, mechanics, and others. Due to its application in control theory, matrix equation AXB=C has been extensively studied. However, there is currently limited information on matrix equation AXB=C regarding the dual quaternion algebra. In this paper, we provide the necessary and sufficient conditions for the solvability of dual quaternion matrix equation AXB=C, and present the expression for the general solution when it is solvable. As an application, we derive the ϕ-Hermitian solutions for dual quaternion matrix equation AXAϕ=C, where the ϕ-Hermitian extends the concepts of Hermiticity and η-Hermiticity. Lastly, we present a numerical example to verify the main research results of this paper. Full article
(This article belongs to the Section B: Mathematics)
14 pages, 646 KB  
Article
Unitary Diagonalization of the Generalized Complementary Covariance Quaternion Matrices with Application in Signal Processing
by Zhuo-Heng He, Xiao-Na Zhang and Xiaojing Chen
Mathematics 2023, 11(23), 4840; https://doi.org/10.3390/math11234840 - 1 Dec 2023
Cited by 5 | Viewed by 2186
Abstract
Let H denote the quaternion algebra. This paper investigates the generalized complementary covariance, which is the ϕ-Hermitian quaternion matrix. We give the properties of the generalized complementary covariance matrices. In addition, we explore the unitary diagonalization of the covariance and generalized complementary [...] Read more.
Let H denote the quaternion algebra. This paper investigates the generalized complementary covariance, which is the ϕ-Hermitian quaternion matrix. We give the properties of the generalized complementary covariance matrices. In addition, we explore the unitary diagonalization of the covariance and generalized complementary covariance. Moreover, we give the generalized quaternion unitary transform algorithm and test the performance by numerical simulation. Full article
(This article belongs to the Special Issue Infinite Matrices and Their Applications)
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11 pages, 450 KB  
Article
The Double Dyson Index β Effect in Non-Hermitian Tridiagonal Matrices
by Cleverson A. Goulart and Mauricio P. Pato
Entropy 2023, 25(6), 868; https://doi.org/10.3390/e25060868 - 29 May 2023
Cited by 1 | Viewed by 2288
Abstract
The Dyson index, β, plays an essential role in random matrix theory, as it labels the so-called “three-fold way” that refers to the symmetries satisfied by ensembles under unitary transformations. As is known, its 1, 2, and 4 values denote the [...] Read more.
The Dyson index, β, plays an essential role in random matrix theory, as it labels the so-called “three-fold way” that refers to the symmetries satisfied by ensembles under unitary transformations. As is known, its 1, 2, and 4 values denote the orthogonal, unitary, and symplectic classes, whose matrix elements are real, complex, and quaternion numbers, respectively. It functions, therefore, as a measure of the number of independent non-diagonal variables. On the other hand, in the case of β ensembles, which represent the tridiagonal form of the theory, it can assume any real positive value, thus losing that function. Our purpose, however, is to show that, when the Hermitian condition of the real matrices generated with a given value of β is removed, and, as a consequence, the number of non-diagonal independent variables doubles, non-Hermitian matrices exist that asymptotically behave as if they had been generated with a value 2β. Therefore, it is as if the β index were, in this way, again operative. It is shown that this effect happens for the three tridiagonal ensembles, namely, the β–Hermite, the β–Laguerre, and the β–Jacobi ensembles. Full article
(This article belongs to the Special Issue Random Matrices: Theory and Applications)
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15 pages, 313 KB  
Article
The η-Anti-Hermitian Solution to a System of Constrained Matrix Equations over the Generalized Segre Quaternion Algebra
by Bai-Ying Ren, Qing-Wen Wang and Xue-Ying Chen
Symmetry 2023, 15(3), 592; https://doi.org/10.3390/sym15030592 - 24 Feb 2023
Cited by 22 | Viewed by 2827
Abstract
In this paper, we propose three real representations of a generalized Segre quaternion matrix. We establish necessary and sufficient conditions for the existence of the η-anti-Hermitian solution to a system of constrained matrix equations over the generalized Segre quaternion algebra. We also [...] Read more.
In this paper, we propose three real representations of a generalized Segre quaternion matrix. We establish necessary and sufficient conditions for the existence of the η-anti-Hermitian solution to a system of constrained matrix equations over the generalized Segre quaternion algebra. We also obtain the expression of the general η-anti-Hermitian solution to the system when it is solvable. Finally, we provide a numerical example to verify the main results of this paper. Full article
(This article belongs to the Section B: Mathematics)
28 pages, 339 KB  
Article
Some Properties of the Solution to a System of Quaternion Matrix Equations
by Shao-Wen Yu, Xiao-Na Zhang, Wei-Lu Qin and Zhuo-Heng He
Axioms 2022, 11(12), 710; https://doi.org/10.3390/axioms11120710 - 8 Dec 2022
Viewed by 1855
Abstract
This paper investigates the properties of the ϕ-skew-Hermitian solution to the system of quaternion matrix equations involving ϕ-skew-Hermicity with four unknowns [...] Read more.
This paper investigates the properties of the ϕ-skew-Hermitian solution to the system of quaternion matrix equations involving ϕ-skew-Hermicity with four unknowns AiXi(Ai)ϕ+BiXi+1(Bi)ϕ=Ci,(i=1,2,3),A4X4(A4)ϕ=C4. We present the general ϕ-skew-Hermitian solution to this system. Moreover, we derive the β(ϕ)-signature bounds of the ϕ-skew-Hermitian solution X1 in terms of the coefficient matrices. We also give some necessary and sufficient conditions for the system to have β(ϕ)-positive semidefinite, β(ϕ)-positive definite, β(ϕ)-negative semidefinite and β(ϕ)-negative definite solutions. Full article
(This article belongs to the Special Issue Advances in Linear Algebra)
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