Some additive results on Drazin inverse

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1 Linear Algebra and its Applications 322 (2001) Some additive results on Drazin inverse Robert E. Hartwig a, Guorong Wang a,b,1, Yimin Wei c,,2 a Mathematics Department, North Carolina State University, Raleigh, NC , USA b Mathematics Department, Shanghai Normal University, Shanghai , People s Republic of China c Department of Mathematics and Lab of Maths for Nonlinear Science, Fudan University, Shanghai , People s Republic of China Received 18 June 1999; accepted 31 July 2000 Submitted by H.J. Werner Abstract Some additive perturbation results for Drazin inverses are given. In particular, a formula is given for the Drazin inverse of a sum of two matrices, when one of the products of these matrices vanishes. Some special applications of this are also considered Elsevier Science Inc. All rights reserved. AMS classification: 15A09; 15A23 Keywords: Drazin inverse; Additive results; Perturbation 1. Background results If A is an n n complex matrix, then the Drazin inverse [4], denoted by A D,ofA is the unique matrix X satisfying the relations A k+1 X = A k, XAX = X, AX = XA, where k = Ind(A), the index of A, is the smallest nonnegative integer for which rank(a k ) = rank(a k+1 ). Corresponding author. addresses: guowangc@online.sh.cn (G. Wang), ymwei@fudan.edu.cn (Y. Wei). 1 Project supported by National Natural Science Foundation of China. 2 Project supported by National Natural Science Foundation of China, Doctoral Point Foundation of China and Science Foundation of Laboratory of Computational Physics /01/$ - see front matter 2001 Elsevier Science Inc. All rights reserved. PII:S (00)

2 208 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) In particular, when Ind(A) = 1, the matrix X is called the group inverse of A,and is denoted by X = A #.IfAis nonsingular, then it is easily seen that Ind(A) = 0and A D = A 1. The concept of a Drazin inverse was shown to be very useful in various applied mathematical settings. For example, applications to singular differential or difference equations, Markov chains, cryptography, iterative method or multibody system dynamics can be found in the literature [6 10,12 15], respectively. This paper is concerned with the Drazin inverses (P + Q) D of the sums of two matrices P and Q. This problem was first considered by Drazin in 1958 in his celebrated paper [4]. Herein, it was proved that (P + Q) D = P D + Q D provided QP = PQ = 0. (1.1) The general question of how to express (P + Q) D as a function of P,Q,P D,Q D, without side conditions, is very difficult and remains open. The aim of this paper is to extend Drazin s result to the case where only the onesided condition PQ = 0 is assumed. We then use this new result to analyze a special class of perturbation of the type A X. We shall assume familiarity with the theory of Drazin inverses as given in [1] and we denote Z A = I AA D for square matrix A. In this paper, we wish to examine some special cases of (1.1) and then extend formula (1.1) to the noncommutative case where just PQ = 0. This case is useful in several applications, such as in the splitting of matrices and iteration theory. We start by discussing the commutative additive result. Lemma 1.1. If AB = BA and A = C A + N A,B= C B + N B are the core-nilpotent decompositions of A and B, respectively, then (A + B) D =(C A + C B ) D[ I + (C A + C B ) D (N A + N B ) ] 1 =(C A + C B ) D[ I + (C A + C B ) D N A ] 1 [ I + (C A + C B ) D N B ] 1. (1.2) Proof. Write A + B = (C A + C B ) + (N A + N B ), where N A + N B is nilpotent and apply Lemma 4 in [9]: if N k = 0andAN = NA, then (A + N) D = A D( I + A D N ) 1, A D = (A + N) D[ I (A + N) D N ] 1. For example, if B = Z A, then (A + Z A ) 1 = (C A + Z A ) 1 (I + N A ) 1, (1.3) where A + Z A = (I + N A )(C A + Z A ), A = (A Z A ) + Z A is commuting sum of an invertible and an idempotent matrix.

3 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) We now turn to the noncommutative additive theorems. These theorems are motivated by the question of splitting a matrix into two or more suitable (and hopefully easier) parts, such that the Drazin inverse of the sum can compute in terms of the Drazin inverse of the pieces. Undoubtedly, these will also generalize the commutative case (1.1). 2. A one side splitting theorem Consider a given matrix A = P + Q, wherepq = 0. This amounts to being given a solution to the nonlinear equation XA = X 2. The best way of solving this is by going to canonical forms, and turn a horizontal problem into a vertical block problem. Indeed, this shall be precisely the way in which we tackle the one-sided Drazin inverse problem. Theorem 2.1. If PQ = 0, then (P + Q) D = ( I QQ D)[ I + QP D + +Q (P D ) ] P D + Q D[ I + Q D P + +(Q D ) P ]( I PP D), (2.1) (P + Q)(P + Q) D = ( I QQ D)[ I + QP D + +Q ( P D) ] PP D +QQ D[ I + Q D P + + ( Q D) P ] ( I PP D) + QQ D PP D, (2.2) where max{ind(p ), Ind(Q)} k Ind(P ) + Ind(Q). Proof. Under the assumption PQ = 0, we have P D Q = PQ D = 0, Z P Q = Q and PZ Q = P. (2.3) Using Cline s formula [3], (AB) D = A[(BA) D ] 2 B, we have ( [ ]) ( D [P ] ) D 2 [P ] (P + Q) D P PQ = [I,Q] =[I,Q], I I Q I in which we set PQ = 0. We now recall the result of Theorem 1 of [9], which states that [ ] D [ ] P 0 P D 0 = I Q R Q D, in which R = Q D P D + Z Q Y k (P D ) k+1 + (Q D ) k+1 Y k Z P and where Y k = Q + Q k 2 P + +QP k 2 + P with max{ind(p ), Ind(Q)} k Ind(P ) + Ind(Q).

4 210 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) Hence, (P + Q) D =[I,Q] ([ P D 0 D]) 2 [ ] P R Q I =P D + QRP P D + QQ D RP + Q D. Substituting for R now yields the desired result of (2.1). It is straightforward to prove (2.2) from (2.1) and (2.3). There are now numerous special cases that follow at once. Corollary 2.1. Let PQ = 0 and suppose that max{ind(p ), Ind(Q)} k Ind(P ) + Ind(Q). (i) If Q is nilpotent, then (P + Q) D = P D + Q(P D ) 2 + +Q (P D ) k. (ii) If Q 2 = 0, then (P + Q) D = P D + Q(P D ) 2. (iii) If P is nilpotent, then (P + Q) D = Q D + (Q D ) 2 P + +(Q D ) k P. (iv) If P 2 = 0, then (P + Q) D = Q D + (Q D ) 2 P. (v) If P 2 = P, then (P + Q) D = (I QQ D )(I + Q + +Q )P + Q D (I P) and (P + Q) D (I P) = Q D (I P). (vi) If Q 2 = Q, then (P + Q) D = (I Q)P D + Q(I + P + +P ) (I PP D ) and (I Q)(P + Q) D = (I Q)P D. (vii) If PR = 0, then (P + Q) D R = (I QQ D )P D R + Q D R = Q D R. Theorem 2.1 may be used to obtain several additional perturbation results concerning the matrix Γ = A X. Needless to say these are rather special, since addition and inversion rarely mix. First a useful telescoping result. Lemma 2.1. If AF = FA and FX = X, then (AF X) k X = (A X) k X for all k = 0, 1,... (2.4) Proof. The case k = 1 is clear. Since AF = FA and (I F)X = 0, and all terms in the expansion of (A X) k X contain at least one power of X, we see that (I F )(A X) k X = 0. (2.5) Because (AF X)(A X) k X = AF (A X) k X X(A X) k X whichby(2.5) yields A(A X) k X X(A X) k X = (A X) k+1 X. (2.6) Now suppose that (AF X) k X = (A X) k X. Then (AF X) k+1 X = (AF X)(A X) k X, which by (2.6) reduces to (A X) k+1 X. We are now ready for our special perturbation results.

5 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) Corollary 2.2. Consider Γ = A X and suppose that F is an idempotent that commutes with A. Also let max{ind(a), Ind(X)} k Ind(A) + Ind(X). If FX = X and R = ΓF = AF XF, then (A X) D =R D ( R D ) i+2 X(I F)A i ( I AA D) + ( I + R D X ) (I F)A D ( I RR D) k 2 (A X) i X(I F) ( A D) i+2. (2.7) Proof. Suppose that FX = X. Then Γ = A X = P + Q, where P = A(I F)and Q = AF FX.It follows from F 2 = F that (I F) 2 = I F and (I F) D = (I F). Since PQ = A(I F )(AF FX) = A(I F)AF = A 2 [(I F)F]=0, we may apply Theorem 2.1 to give (P + Q) D = ( I QQ D) V + W ( I PP D) = T 1 + T 2, where V = [ P D + Q ( P D) 2 + +Q ( P D) k ] and W = [ Q D + ( Q D) 2 ( P + + Q D ) k P ], which require that we compute Q D and P D. The latter is easily found because A and F commute. Thus, P D =[A(I F)] D = (I F)A D and PP D = (I F)AA D. On the other hand, in order to compute Q D we split Q further as Q = R S, where R = (A X)F = AF FXF and S = FX(I F).Since SR = FX(I F )(FA FXF) = FX[(I F)F](A XF) = 0 and S 2 = FX[(I F)F]X(I F) = 0 we at once see that and Q D = ( S + R) D = R D ( R D) 2 S

6 212 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) QQ D = (R S) [ R D ( R D) 2 ] S from (iv) of Corollary 2.1. Now SR D = SR = 0, the latter reduces to QQ D = RR D R D S. Next, R D P = 0, because RP = (AF FXF)A(I F) = (A FX)[F(I F)]A = 0, we have Q D P = (R D ) 2 SP = (R D ) 2 XP. Likewise again as SR D = 0 we arrive at ( Q D ) 2 [ P = R D ( R D) 2 ][ ( S R D ) 2 ] ( XP = R D ) 3 XP. Repeating this we obtain ( Q D ) t+1 P t = ( R D) t+2 XP t for t = 1, 2,..., which when substituted yields the second term: T 2 =W ( I PP D) = [ R D ( R D) 2 ( S R D ) 3 ( XP R D ) k+1 XP ]( I PP D) = [ R D ( R D) 2 ( X(I F) R D ) 3 XA(I F) ( R D) k+1 XA (I F) ] [ R D ( R D) 2 ( X(I F) R D ) 3 XA(I F) ( R D) k+1 XA (I F) ] (I F)AA D =R D ( R D ) i+2 X(I F)A i ( I AA D). Let us next examine the first term T 1 = ( I QQ D) V = [ I ( RR D R D S )][ P D + Q ( P D) 2 + +Q ( P D) k]. We first compute the powers Q i (P D ) i+1 = (AF X) i (I F )(A D ) i+1. For i = 1, this gives (AF X)(I F )(A D ) 2 = X(I F )(A D ) 2, while for higher powers of i we may use Lemma 2.1 to arrive at Now Q i( P D) i+1 =(AF X) i 1 (AF X)(I F) ( A D) i+1 = (AF X) i 1 X(I F) ( A D) i+1 = (A X) i 1 X(I F) ( A D) i+1.

7 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) S(A X) i 1 X =X(I F )(A X)(A X) i 2 X =XA(I F )(A X) i 2 X = =XA i 1 (I F)X =0 for all i, and R D (I F) = (R D ) 2 R(I F) = (R D ) 2 (A X)[F(I F)]=0. Thus, T 1 collapses to T 1 = ( I RR D + R D S ) (I F)A D + ( I RR D + R D S )[ Q ( P D) 2 + +Q ( P D) k] = [ I + R D X(I F) ] (I F)A D ( I RR D) (A X) i 1 X(I F) ( A D) i+1 i=1 = ( I + R D X ) (I F)A D ( I RR completing the proof. k 2 D) (A X) i X(I F) ( A D) i+2, Let us now use this result to analyze some special perturbations of the matrix A X. We thereby extend earlier work by several authors [12 14,16,17] and partially solve a problem posed in 1975 by Campbell and Meyer [2], who considered it difficult to establish the norm estimates for the perturbation of the Drazin inverse. In the following four special cases, we assume that FX = X and R = AF XF. Case (1) XF = 0. Clearly (R D ) i = (A D ) i F and S = X. Moreover, (A X) i FX = A i X for i 0. Thus, (2.7) reduces to (A X) D =A D ( F A D ) i+2 XA i ( I AA D) Case (1a) XF = 0andF = AA D. k 2 + ( I F + A D X ) A D A i( I AA D) X ( A D) i+2. (2.8) If we, in addition, assume that F = AA D, then XA D = 0 and (2.8) is reduced to (A X) D = A D ( A D ) i+2 XA i. (2.9)

8 214 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) Case (1b) XF = 0andF = I AA D. In this case, A D X = 0 and (2.8) becomes k 2 (A X) D = A D A i X ( A D) i+2. (2.10) Case (2) F = AA D. Now AA D X = X and R = A 2 A D (I A D XAA D ) and (2.7) simplifies to (A X) D = R D ( R D ) i+2 XA i ( I AA D). (2.11) If we set U = I A D XAA D and V = I AA D XA D,thenUA D = A D V and R = A 2 A D U = VA 2 A D. If we assume now that U is invertible, then so is V and U 1 A D = A D V 1. It is now easily verified that R # exists and equals R # = U 1 A D = A D V 1. In fact RR # = A 2 A D UU 1 A D = AA D = A D V 1 VA 2 A D = R # R and R 2 R # = RAA D = R and R # RR # = U 1 A D AA D = U 1 A D = R #. We thus have: Case (2a) F = AA D, and U = I A D XAA D is invertible. In this case, (2.11) is just as (A X) D = R # ( R # ) i+2 XA i ( I AA D), (2.12) where R = A 2 A D U, R # = U 1 A D. In general, however, (R # ) i /= U i (A D ) i. Remark. The matrix U = I A D XAA D is invertible if and only if I A D X is nonsingular. This result generalizes the main results in [12 14,16,17]. Case (2b) F = I AA D. This time A D X = A D F = 0, and (2.7) changes as (A X) D =R D + ( I + R D X ) A D ( I RR k 2 D) (A X) i X ( A D) i+2, (2.13)

9 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) where R = A(I AA D ) (I AA D )X(I AA D ). Case (3) AA D XF = XFAA D = XF, U = I A D XF is invertible and (AF ) # exists. Now R = AF XF = AF AA D FXF = AF ( I A D XF ) = AF U = VFA, where V = I XFA D. Furthermore, A D FV = UA D F. We may now conclude that U is invertible exactly when V is, in which case Y = U 1 A D F = A D FV 1. Now RY = AF U ( U 1 A D F ) = AA D F = A D FV 1 (V FA) = YR. Lastly, Y 2 R = U 1 A D F ( AA D F ) = U 1 A D F = Y and R 2 Y = RAA D F = A 2 A D F AA D FXFAA D = A 2 A D F XF. Now if (AF ) # exists, then AF = AF (AF ) # AF = AFF # A D AF = AFF # FAA D = A 2 A D F and then R 2 Y = AF XF = R, i.e.,y = R # and (2.7) becomes (A X) D = R # ( R # ) i+2 ( X I AA D ) A i. (2.14) Case (4) FX = XF = X. In this case, (2.7) reduces to just (A X) D = R D + (I F)A D. (2.15) If in addition to F = AA D, and U = I A D X is invertible, this reduces even further to [16] (A X) D = R D = U 1 A D. (2.16) Case (5) If X = A 2 A D,thenΓ is nilpotent and Γ D = Concluding remarks In this paper, we have constructed a formula for the Drazin inverse of P + Q when P and Q satisfy the one-sided condition PQ = 0. This result generalizes Drazin s previous result [4] and admits several special cases, one of which partially answers a problem on the perturbation of the Drazin inverse posed in 1975 by Campbell and Meyer [2].

10 216 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) We may generalize Theorem 2.1 slightly as follows. Since ( [P ] ) D k ( [P ] ) k D PQ PQ = I Q = I Q [ P(P + Q) P(P + Q) Q (P + Q) (P + Q) Q ] D for all k = 1, 2,...,we may extend the above to the case where P(P + Q) Q = 0. In fact ( [P ] ) k D [P ] k 2 [ ] (P + Q) D PQ PQ P =[I,Q] I Q I Q I [ ] P(P + Q) D 0 =[I,Q] (P + Q) (P + Q) Q [ P(P + Q) k 3 P(P + Q) k 3 ][ ] Q P (P + Q) k 3 (P + Q) k 3. Q I This requires the computation of [P(P + Q) ] D and [(P + Q) Q] D, which may actually be easier than the computation of (P + Q) D. A second attempt to generalize Theorem 2.1 would be to assume that only P 2 Q = 0. Needless to say, this is best attempted via the block form, which in turn should give a suitable horizontal formula. This will be attempted elsewhere. Acknowledgment The authors would like to thank the referee for his/her comments on the presentation of this paper. References [1] A. Ben Israel, T.N.E. Greville, Generalized Inverses, Theory and Applications, Wiley, New York, [2] S.L. Campbell, C.D. Meyer Jr., Continuity properties of the Drazin inverse, Linear Algebra Appl. 10 (1975) [3] R.E. Cline, An application of representation of a matrix, MRC Technical Report, # 592, [4] M.P. Drazin, Pseudoinverses in associative rings and semigroups, Amer. Math. Monthly 65 (1958) (Drazin s original paper). [5] G. Ehrlich, Unit regular rings, Portugal. Math. 27 (1968)

11 R.E. Hartwig et al. / Linear Algebra and its Applications 322 (2001) [6] R. Gabriel, R.E. Hartwig, The Drazin inverse as a gradient, Linear Algebra Appl. 63 (1984) [7] M. Hanke, Iterative consistency: a concept for the solution of singular linear system, SIAM J. Matrix Anal. Appl. 15 (1994) [8] R.E. Hartwig, More on the Souriau-Frame algorithm, SIAM J. Appl. Math. 31 (1976) [9] R.E. Hartwig, J.M. Shoaf, Group inverses and Drazin inverses of bidiagonal and triangular Toeplitz matrices, Austral. J. Math. Ser. A 24 (1977) [10] R.E. Hartwig, J. Levine, Applications of the Drazin inverse to the Hill cryptographic system, Part III, Cryptologia 5 (1981) [11] N. Jacobson, Lectures in Algebra, vol. 2, Van Nostrand, Princeton, NJ, [12] C.D. Meyer Jr., The condition number of a finite Markov chains and perturbation bounds for the limiting probabilities, SIAM J. Algebraic Discrete Methods 1 (1980) [13] C.D. Meyer Jr., J.M. Shoaf, Updating finite Markov chains by using techniques of group inversion, J. Statist. Comput. Simulation 11 (1980) [14] J.M. Shoaf, The Drazin inverse of a rank-one modification of a square matrix, Ph.D. Dissertation, North Carolina State University, NC, USA, [15] B. Simeon, C. Fuhrer, P. Rentrop, The Drazin inverse in multibody system dynamics, Numer. Math. 64 (1993) [16] Y. Wei, G. Wang, The perturbation theory for the Drazin inverse and its applications, Linear Algebra Appl. 258 (1997) [17] Y. Wei, On the perturbation of the group inverse and the oblique projection, Appl. Math. Comput. 98 (1999)

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