1. Introduction
The Drazin inverse of a block matrix appears naturally in finite Markov chains [
1,
2], singular linear differential equations and difference equations [
3,
4], iterative methods [
5] and so on [
6,
7,
8]. Lately, the related generalized inverse problem has still been investigated by many researchers [
9,
10,
11,
12,
13,
14].
Let
. The Drazin inverse of
A, denoted by
, is the unique matrix satisfying the equations applicable only to square matrices as follows:
where
is the index of
A, i.e., the smallest non-negative integer such that
. We write
and
for the spectral idempotent associated with the eigenvalue
, and define
, where
I is the identity matrix with proper sizes.
Assume that
. In 1958, Drazin [
15] first obtained the explicit formula
under the conditions
. After years of research by scholars, many results have been derived about
under different assumptions. Here we list several results:
- 1.
- 2.
and
(see [
17]);
- 3.
and
(see [
18]);
- 4.
and
(see [
19]);
- 5.
and
(see [
20]);
- 6.
and
(see [
21]);
- 7.
and
(see [
22]);
- 8.
and
(see [
23]).
Furthermore, formulae for
are useful in computing the representations of a
complex block matrix:
where
A and
D are square matrices. In 1979, Campbell and Meyer [
24] proposed an open problem to find an explicit representation for the Drazin inverse of
M. Here we give several results for the representations of
under the following conditions:
- 1.
in [
25],
and
;
- 2.
in [
26],
and
;
- 3.
in [
27],
and
;
- 4.
in [
28],
and
.
Motivated by previous research about the Drazin inverse of the sum of two matrices and the Drazin inverse of the block matrices, we aim to continue investigating these topics, extending known results that are frequently used in literature. Precisely, we propose the exact expressions for the Drazin inverse of the sum of two matrices under weaker assumptions than already existing ones. Applying the results in
Section 3, we derive formulae for the Drazin inverse of an arbitrary partitioned matrix and generalize many famous results.
The paper is organized as follows. In
Section 2, we first introduce several useful lemmas, especially the formulae on the Drazin inverse of an anti-triangular matrix. In
Section 3, we derive a new explicit result for the Drazin inverse of a sum of two matrices
under conditions
and
, which generalizes the result for
proved in [
19]. In
Section 4, we apply these formulae for
to obtain the representations for the Drazin inverse of
M given by (
1) under conditions weaker than those used in some recent papers. We also illustrate our results with some numerical examples.
2. Key Lemma
We need the following lemmas to derive the main results. The first one is Cline’s formula.
Lemma 1 ([
29])
. For and , The following identity from [
16] gives the Drazin inverse of a sum of two matrices when
.
Lemma 2 ([
16])
. Let . If , thenwhere and We now state a lemma for the Drazin inverse of block triangular matrices, which we shall use later.
Lemma 3 ([
30,
31])
. Let and , where A and D are square matrices such that and . Thenwhere Some results concerning the Drazin inverse of anti-triangular matrices
and
are now provided, which are particularly useful in
Section 4.
Lemma 4 ([
32], Theorem 3.1)
. If the blocks A and B of a matrix are square matrices of the same size and satisfy , thenwhere , , Lemma 5 ([
32], Theorem 3.2)
. If the blocks A and of a matrix are square matrices of the same size and satisfy thenwhere , , Lemma 6 ([
33], Theorem 3.3)
. If the blocks A and of a matrix are square matrices of the same size and satisfy thenwhere , , The following lemma follows by strengthening the conditions of Lemma 6.
Lemma 7 ([
33], Corollary 3.4)
. If the blocks A and of a matrix are square matrices of the same size and satisfy and , thenwhere , , We remark that the above conditions were also researched in [
34], Theorem 4.3.
3. Main Results
This section begins with the formula for the Drazin inverse of
under conditions
and
, which generalizes the result presented in [
19] under conditions
and
. Likewise, we give another corollary from Lemma 8.
Lemma 8. Let , and , where are such that and . Then Proof. We note that
. Due to Lemma 1, we have
The next splitting of
will be used:
Since
, we obtain
. Hence, Lemma 2 can be utilized. Now, we calculate
as follows:
where
and
Furthermore,
and
,
are represented as in (
3). In addition, we get the expression for
as
Then, we prove, for
,
and for
,
Thus, with the above expressions substituted into (
2), the proof is complete. □
The following corollary is obtained by strengthening the conditions of Lemma 8.
Corollary 1. Let , and , where are such that and . Then Additionally, we generalize Theorem 2.2 in [
19] given by Yang and Liu, and we obtain Corollary 2.
Corollary 2. Let and , where are such that and . Then The following example illustrates that our results are extensions of Corollary 2.
Example 1. Consider the following choice of P and Q, which satisfies the hypotheses of Lemma 8 yet does not satisfy those of Corollary 2:Then, after simple calculations, we have ,Further, we obtain , , and . According to Lemma 8, we simplify the formula of as follows:By applying Lemma 3, we obtainAfter substituting the above matrices into (
4)
, we get 4. Applications to Block Matrices
The Drazin inverses of anti-triangular matrices from
Section 2 play a key role in deriving the explicit expression of
here. We now apply Lemma 8 to present a sequence of main formulae for the Drazin inverse of a block matrix
M given by (
1).
Theorem 1. Let M be defined in (
1)
. Ifthenwhere and , are given by Lemma 6 such that and . Proof. We consider the splitting
We have
,
and
. Hence, we attain the following three conditions about
D:
,
and
. We further integrate conditions
,
and
on the Drazin inverse of anti-triangular matrix
N. By applying Lemma 6, this gives
and leads to the following representation.
Meanwhile, by applying Lemma 3, we note that
After that
for
,
Applying Lemma 8 then completes the proof. □
Strengthening the conditions of Theorem 1 yields the following deduction, which facilitates application.
Corollary 3. Let M be defined in (
1)
. Ifthenwhere , and are given by Lemma 6 such that and . Corollary 4. Let M be defined in (
1)
. Ifthenwhere and , are given by Lemma 7 such that and . The assumptions in Theorem 1 are critical. They cover a broader class of matrices, including cases where existing results do not apply. The specific generalizations are as follows.
Remark 1. A list of results extended by Theorem 1 is given below:
- 1.
In [35], Theorem 2.1, and ; - 2.
In [26], Theorem 5.3, and ; - 3.
In [36], Lemma 2.2, and D is nilpotent; - 4.
In [37], Theorem 2.2, and ; - 5.
In [38], Theorem 1, and ; - 6.
In [38], Theorems 2 and 3, and is nilpotent (or D is nilpotent).
Example 2. Let A, B, C and D be the following complex matrices:We observe that the matrices A, B, C and D satisfy the conditions of Theorem 1 but not the conditions of Remark 1, sinceSince , , , and , we deduce that , and . By elementary computations, we check that , , , , and . So, we apply Theorem 1 to get The following result provides another representation of .
Theorem 2. Let M be defined in (
1)
. Ifthenwhere , and are given by Lemma 6 such that and . Proof. Consider the splitting
By Lemma 8, we derive
and
.
To illustrate the generality of Theorem 2, we further compare it with existing ones as follows.
Remark 2. Here we list some existing conditions:
- 1.
in [39], Corollary 2.3, and ; - 2.
in [36], Corollary 2.3, and D is nilpotent; - 3.
in [19], Corollary 3.4, and ; - 4.
in [37], Theorem 2.3, and ; - 5.
in [40], Corollary 3.3, and ; - 6.
in [19], Theorem 3.2, and .
Theorem 3. Let M be defined in (
1)
. Ifthenwhere and , are given by Lemma 5 such that and . Proof. We consider the splitting
This expression for
is checked in the same manner as the proof of Theorem 1. □
Corollary 5. Let M be defined in (
1)
. Ifthenwhere , and are given by Lemma 5 such that and . Moreover, Theorem 3 generalizes some known results for under the following assumptions.
Remark 3. - 1.
and (see [41], Corollary 2.1); - 2.
and (given in [37], Theorem 2.2, [25], Theorem 2.2); - 3.
and is nilpotent (considered in [38], Theorem 2); - 4.
and D is nilpotent (see [38], Theorem 3).
Author Contributions
Conceptualization, Y.Z. and D.Z.; Methodology, Y.Z. and D.Z.; Validation, D.Z.; Formal analysis, Y.Z. and D.M.; Writing—original draft, Y.Z.; Writing—review & editing, Y.Z., D.Z. and D.M.; Supervision, D.Z. and D.M. All authors have read and agreed to the published version of the manuscript.
Funding
The second author is supported by the National Natural Science Foundation of China (NSFC) (No. 11901079), China Postdoctoral Science Foundation (No. 2021M700751), and the Scientific and Technological Research Program Foundation of Jilin Province (No. JJKH20190690KJ; No. JJKH20220091KJ; No. JJKH20250851KJ). The third author is supported by the Ministry of Science, Technological Development and Innovation, Republic of Serbia, grant number 451-03-34/2026-03/200124.
Data Availability Statement
The original contributions presented in this study are included in the article. Further inquiries can be directed to the corresponding author.
Conflicts of Interest
The authors declare no conflicts of interest.
References
- Meyer, C.D. The role of the group generalized inverse in the theory of finite Markov chains. SIAM Rev. 1975, 17, 443–464. [Google Scholar] [CrossRef]
- Meyer, C.D. The condition number of a finite Markov chains and perturbation bounds for the limiting probabilities. SIAM J. Algebr. Discret. Methods 1980, 1, 273–283. [Google Scholar] [CrossRef]
- Campbell, S.L. The Drazin inverse and systems of second order linear differential equations. Linear Multilinear Algebra 1983, 14, 195–198. [Google Scholar] [CrossRef]
- Campbell, S.L.; Meyer, C.D.; Rose, N.J. Applications of the Drazin inverse to linear systems of differential equations with singular constant coefficients. SIAM J. Appl. Math. 1976, 31, 411–425. [Google Scholar] [CrossRef]
- Meyer, C.D.; Plemmons, R.J. Convergent powers of a matrix with applications to iterative methods for singular systems of linear systems. Siam J. Numer. Anal. 1977, 14, 699–705. [Google Scholar] [CrossRef]
- Kyrchei, I. Determinantal representations of the Drazin inverse over the quaternion skew field with applications to some matrix equations. Appl. Math. Comput. 2014, 238, 193–207. [Google Scholar] [CrossRef]
- Robles, J.; Martínez-Serrano, M.F.; Dopazo, E. On the generalized Drazin inverse in Banach algebras in terms of the generalized Schur complement. Appl. Math. Comput. 2016, 284, 162–168. [Google Scholar] [CrossRef]
- Stanimirović, P.S.; Pappas, D.; Katsikis, V.N.; Stanimirović, I.P. Full-rank representations of outer inverses based on the QR decomposition. Appl. Math. Comput. 2012, 218, 10321–10333. [Google Scholar] [CrossRef]
- Sohrabi, M. Relationship between Cauchy dual and Drazin inverse of conditional type operators. Bull. Sci. Math. 2022, 176, 103119. [Google Scholar] [CrossRef]
- Stanimirović, P.S.; Petković, M.D.; Gerontitis, D. Gradient neural network with nonlinear activation for computing inner inverses and the Drazin inverse. Neural Process Lett. 2018, 48, 109–133. [Google Scholar] [CrossRef]
- Zhang, D.; Zhao, Y.; Mosić, D. The generalized Drazin inverse of the sum of two elements in a Banach algebra. J. Comput. Appl. Math. 2025, 470, 116701. [Google Scholar] [CrossRef]
- Zhang, D.; Ma, L.; Mosić, D. Representations of the Moore-Penrose inverse of a 2 × 2 block matrix based on Schur complements. Appl. Math. Comput. 2026, 512, 129776. [Google Scholar] [CrossRef]
- Zhang, D.; Zhao, Y.; Mosić, D. Some formulas on the Drazin inverse for additive results of matrices and modified matrix. J. Appl. Math. Comput. 2026, 72, 164. [Google Scholar] [CrossRef]
- Behera, R.; Nandi, A.K.; Sahoo, J.K. Further results on the Drazin inverse of even-order tensors. Numer. Linear Algebra Appl. 2020, 27, e2317. [Google Scholar] [CrossRef]
- Drazin, M.P. Pseudoinverses in associative rings and semigroups. Am. Math. 1958, 65, 506–514. [Google Scholar] [CrossRef]
- Hartwig, R.E.; Wang, G.; Wei, Y. Some additive results on Drazin inverse. Linear Algebra Appl. 2001, 322, 207–217. [Google Scholar] [CrossRef]
- Castro-González, N.; Dopazo, E.; Martínez-Serrano, M.F. On the Drazin inverse of the sum of two operators and its application to operator matrices. J. Math. Anal. Appl. 2009, 350, 207–215. [Google Scholar] [CrossRef]
- Martínez-Serrano, M.F.; Castro-González, N. On the Drazin inverse of block matrices and generalized Schur complement. Appl. Math. Comput. 2009, 215, 2733–2740. [Google Scholar] [CrossRef]
- Yang, H.; Liu, X. The Drazin inverse of the sum of two matrices and its Applications. J. Comput. Appl. Math. 2011, 235, 1412–1417. [Google Scholar] [CrossRef]
- Bu, C.; Feng, C.; Bai, S. Representations for the Drazin inverses of the sum of two matrices and some block matrices. Appl. Math. Comput. 2012, 218, 10226–10237. [Google Scholar] [CrossRef]
- Yousefi, R.; Dana, M. Generalizations of some conditions for Drazin inverses of the sum of two matrices. Filomat 2018, 32, 6417–6430. [Google Scholar] [CrossRef]
- Mosić, D. The Drazin inverse of the sum of two matrices. Math. Slovaca 2018, 68, 767–772. [Google Scholar] [CrossRef]
- Yang, X.; Liu, X.; Chen, F. Some additive results for the Drazin inverse and its application. Filomat 2017, 31, 6493–6500. [Google Scholar] [CrossRef]
- Campbell, S.L.; Meyer, C.D. Generalized Inverse of Linear Transformations; Pitman: London, UK, 1979. [Google Scholar] [CrossRef]
- Cvetković-Ilić, D.S. New additive results on Drazin inverse and its Applications. Appl. Math. Comput. 2011, 218, 3019–3024. [Google Scholar] [CrossRef]
- Djordjević, D.S.; Stanimirović, P.S. On the generalized Drazin inverse and generalized resolvent. Czechoslov. Math. J. 2001, 51, 617–634. [Google Scholar] [CrossRef]
- Ljubisavljević, J.; Cvetković-Ilić, D.S. Additive results for the Drazin inverse of block matrices and Applications. J. Comput. Appl. Math. 2011, 235, 3683–3690. [Google Scholar] [CrossRef]
- Abdolyousefi, M.S. The representations of the g-Drazin inverse in a Banach algebra. Hacet. J. Math. Stat. 2021, 50, 659–667. [Google Scholar] [CrossRef]
- Cline, R.E. An Application of Representation for the Generalized Inverse of a Matrix; MRC Technical Report 592; Mathematics Research Center (MRC): Madison, WI, USA, 1965. [Google Scholar]
- Hartwig, R.E.; Shoaf, J.M. Group inverses and Drazin inverses of bidiagonal and triangular Toeplitz matrices. J. Aust. Math. Soc. 1977, 24, 10–34. [Google Scholar] [CrossRef]
- Meyer, C.D.; Rose, N.J. The index and the Drazin inverse of block triangular matrices. SIAM J. Appl. Math. 1977, 33, 1–7. [Google Scholar] [CrossRef]
- Zhang, D.; Jin, Y.; Mosić, D. Generalizations of certain conditions for Drazin inverse expressions of anti-triangular partitioned matrices. Aequat. Math. 2024, 98, 1081–1098. [Google Scholar] [CrossRef]
- Zhang, D.; Mosić, D.; Chen, L. On the Drazin inverse of anti-triangular block matrices. Electron. Res. Arch. 2022, 30, 2428–2445. [Google Scholar] [CrossRef]
- Shakoor, A.; Ali, I.; Wali, S.; Rehman, A. Some formulas on the Drazin inverse for the sum of two matrices and block matrices. Bull. Iran. Math. Soc. 2022, 48, 351–366. [Google Scholar] [CrossRef]
- Catral, M.; Olesky, D.D.; Driessche, P.V.D. Block representations of the Drazin inverse of a bipartite matrix. Electron. J. Linear Algebra 2009, 18, 98–107. [Google Scholar] [CrossRef]
- Hartwig, R.E.; Li, X.; Wei, Y. Representations for the Drazin inverse of a 2 × 2 block matrix. SIAM J. Matrix Anal. Appl. 2006, 27, 757–771. [Google Scholar] [CrossRef]
- Bu, C.; Zhang, K. The explicit representations of the Drazin inverses of a class of block matrices. Electron. J. Linear Algebra 2010, 20, 406–418. [Google Scholar] [CrossRef]
- Cvetković, A.S.; Milovanović, G.V. On Drazin inverse of operator matrices. J. Math. Anal. Appl. 2011, 375, 331–335. [Google Scholar] [CrossRef]
- Dopazo, E.; Martínez-Serrano, M.F. Further results on the representation of the Drazin inverse of a 2 × 2 block matrix. Linear Algebra Appl. 2010, 432, 1896–1904. [Google Scholar] [CrossRef]
- Guo, L.; Chen, J.; Zou, H. Representations for the Drazin Inverse of the sum of two matrices and its applications. Bull. Iran. Math. Soc. 2019, 45, 683–699. [Google Scholar] [CrossRef]
- Cvetković-Ilić, D.S. A note on the representation for the Drazin inverse of 2 × 2 block matrices. Linear Algebra Appl. 2008, 429, 242–248. [Google Scholar] [CrossRef]
| Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |