Stability of a Complex Network of Euler-Bernoulli Beams

Size: px
Start display at page:

Download "Stability of a Complex Network of Euler-Bernoulli Beams"

Transcription

1 Stability of a Complex Network of Euler-Bernoulli Beams Kui Ting Zhang Tianjin University Department of Mathematics Tianjin, 372 China zhangkt@tjueducn Gen Qi Xu Nikos E Mastorakis Tianjin University Military Institutes of University Education Department of Mathematics Hellenic Naval Academy Tianjin, 372 Terma Hatzikyriakou, Piraeus, China Greece gqxu@tjueducn mastor@hnagr Abstract: A complex network of Euler-Bernoulli beams is studied in this paper As for this network, the boundary vertices are clamped, the displacements of the structure are continuous but the rotations of different beams are not continuous at the interior vertices The feedback controller are designed at the interior nodes to stabilize the elastic system The well-posed-ness of the closed loop system is proved by the semigroup theory By complete spectral analysis of the system operator, the distribution of spectrum, the completeness the Riesz basis property of the roots vectors of the system operator are given As a consequence, the asymptotical stability of the system is derived under certain conditions Key Words: Euler-Bernoulli beam, network, spectral analysis, stability Introduction Many authors have studied the networks of various flexible elements in recent years For a multi-link flexible structures, one studies not only its global dynamic motion but also has to take into account the interaction transmission of elastic elements For examples, Dekoninck Nicaise in [] [2] studied control eigenvalue problems of network of Euler- Bernoulli beams; Ammari Jellouli in [3] [4] studied the stabilization problem of tree-shaped network of strings; Xu et al in [5] studied an abstract second order hyperbolic system applied the result to controlled network of strings Xu Yung in [6] studied a star-shaped network of Euler-Bernoulli beams with boundary dampings Xu Mastorakis in [7] [8] studied the stability spectral distribution of a hybrid network of strings Euler beams with boundary dampings Guo Wang made contributions to the stabilization of a tree-shaped network with three beams in [9], [], [] A general flexible network of beams was investigated by Mercier Regnier in [2] [3] The more general differential equation on networks can refer to [4] In the present paper, we shall study a complex network of Euler-Bernoulli beams which is different from those mentioned above For the network, we at first design the nodal feedback controllers to stabilize the system, then analyze the closed loop system Here we shall carry out a complete spectral analysis for the closed loop system It is well known that the calcu- Corresponding author lation of the spectrum of a elastic network has been a tough work because of its complexity In the present paper, we employ the asymptotic analysis technique to get spectral distribution, the completeness Riesz basis property of the roots vectors of the system operator Further,we derive the asymptotic stability of the system Let us introduce the network under consideration Let G be a plane graph of the form as shown Fig in which the edge set E {γ, γ 2,, γ 5 } The arc γ 2 γ 3 γ 4 γ Figure : A network of Euler-Bernoulli beams length of each edge is We parameterize each edge by its arc length s as π j : [, ] γ j, γ 5 x γj π j (s) so that the graph becomes a metric graph Suppose that the equilibrium position of the elastic structure coincides with G The elastic structure undergoes a small vibration, denote by w(x, t) the displacement depart from its equilibrium position in position x at time t On each edge γ j, j, 2,, 5, ISSN: Issue 3, Volume 8, March 29

2 we parameterize it by w j (s, t) w(π j (s), t) Then it satisfies the differential equation w j,tt (s, t) + a j w j,ssss (s, t), s (, ) Suppose that the boundary vertices of the structure are clamped, at each interior vertex (ie, common node) the elastic elements are connected through some conditions on w j (s, t) its derivatives w j,s l, l, 2, 3, 4 More precisely, we simply impose the continuity of w j (s, t) w j,s (s, t) (representing the rotation of the beam γ j ) is not continuous at the common nodes There are two exterior forces at the common node 3 γ j, which is parameterized as ; At the common node 5 j3 γ j, here we parameterize it as, there is only one extra force By the action of the extra forces, the motion of the elastic structure are governed by the partial deferential equations w j,tt (s, t) + a j w j,ssss (s, t), j, 2,, 5 w (, t) w 2 (, t) w 3 (, t) a i w i,sss (, t) i w 3 (, t) w 4 (, t) w 5 (, t) a i w i,sss (, t) () i3 w,ss (, t) u (t), w (, t) w,s (, t) w 2,ss (, t) w 2 (, t) w 2,s (, t) w 3,ss (, t) u (t), w 3,ss (, t) u 2 (t) w 4,ss (, t) w 4 (, t) w 4,s (, t) w 5,ss (, t) w 5 (, t) w 5,s (, t) Obviously, this is a complex network of Euler- Bernoulli beams Our purpose in the present paper is to design the feedback controllers to stabilize the system The rest is organized as follows In next section we design the feedback controllers then discuss the well-posed-ness of the closed loop system In section 3, we carry out a complete asymptotic analysis for the spectrum of operator determined by the closed loop system we get the spectral distribution, then prove the completeness the Riesz basis property of root vectors (the eigenvectors generalized eigenvectors) of the system operator Finally, in section 4, we discuss the stability of the system Under the certain conditions we derive the asymptotic stability of the system 2 Design of Controllers Wellposed-ness In this section, we shall design the feedback controllers for the system () then study the wellposed-ness of the closed loop system Let us consider the energy function of (), which is given by E(t) 2 [a j w 2 j,ss(s, t) + w 2 j,t(s, t)]ds Differentiate it formally with respect to time t, we have de(t) a w,ss (, t)w,st (, t) dt a 3 w 3,ss (, t)w 3,st (, t) + a 3 w 3,ss (, t)w 3,st (, t) a u (t)w,st (, t) a 3 u (t)w 3,st (, t) +a 3 u 2 (t)w 3,st (, t) So designing controllers as u (t) w,st (, t), u (t) w 3,st (, t), u 2 (t) w 3,st (, t) yields de(t) dt With these feedback controllers, the model () becomes a closed-loop system w j,tt (s, t) + a j w j,ssss (s, t), j, 2,, 5 w (, t) w 2 (, t) w 3 (, t) a i w i,sss (, t) i w 3 (, t) w 4 (, t) w 5 (, t) a i w i,sss (, t) i3 (2) w,ss (, t) w,st (, t), w (, t) w,s (, t) w 2,ss (, t) w 2 (, t) w 2,s (, t) w 3,ss (, t) w 3,st (, t), w 3,ss (, t) w 3,st (, t) w 4,ss (, t) w 4 (, t) w 4,s (, t) w 5,ss (, t) w 5 (, t) w 5,s (, t) Now we formulate the system (2) into an appropriate Hilbert state space Let L 2 (G) C(G) be defined as usual, we define linear space H k (G a ), k N, by H k (G a ) { f L 2 (G) f γj f j H k (, ) } A function w(x, t) is said to be a solution to (2), it means that, for each t >, w(x, t) H 4 (G a ) w(x, t) is continuously differentiable with respect to t w tt (x, t) exists in L 2 (G) Denote the space W by ( H 2 (, ) L 2 [, ] ) 5 let the state space be H (f, g) W f () f 2 () f 3 (), f () f 2 (), f 3 () f 4 () f 5 (), f 4 () f 5 (), f,s () f 2,s (), f 4,s () f 5,s () ISSN: Issue 3, Volume 8, March 29

3 equipped with inner product (f, g), (u, v) H [a j f j,ss (s)u j,ss (s) + g j (s)v j (s)]ds Obviously, H is a Hilbert space Denote the space V by (H 4 (, ) H 2 (, )) 5 define the operator A in H by (w, z) V, a l w l,sss (), l w,ss () z,s (), w 3,ss () z 3,s () D(A) w 2,ss (), a l w l,sss (), l3 w 3,ss () z 3,s (), w 4,ss () w 5,ss () A(w, z) {(z j, a j w j,ssss )} H, (w, z) D(A) With the help of these notations we can rewrite (2) into an evolutionary equation in H dw (t) AW (t), t > dt (3) W () W H where W (t) {(w j (s, t), w j,t (s, t)}, W H is the initial data given In what follows, we shall discuss the well-poseness of the system (3) Firstly, we have the following result Theorem Let A be defined as above Then A is dissipative, ρ(a) A is compact Hence the spectrum of A consists of all isolated eigenvalues of finite multiplicity Proof: For any real (w, z) D(A), we have A(w, z), (w, z) H [ aj z j,ss (s)w j,ss (s) a j w j,ssss (s)z j (s) ] ds a j w j,sss ()z j () a w,ss ()z,s () a 3 w 3,ss ()z 3,s () +a 3 w 3,ss ()z 3,s () a j w j,sss ()z j () j3 a z 2,s() a 3 z 2 3,s() a 3 z 2 3,s() The dissipatedness of A follows For any (f, g) H, we consider the resolvent equation A(w, z) (f, g), ie, z (s) f (s) z 2 (s) f 2 (s) a w,ssss (s) g (s) a 2 w 2,ssss (s) g 2 (s) w () w 2 () w 2 () w 3 () w,ss () z,s () w 2,ss () w () w 2 () w,s () w 2,s () z 3 (s) f 3 (s) a 3 w 3,ssss (s) g 3 (s) a j w j,sss () (4) w 3,ss () z 3,s () a j w j,sss () j3 w 3,ss () z 3,s () z 4 (s) f 4 (s) z 5 (s) f 5 (s) a 4 w 4,ssss (s) g 4 (s) a 5 w 5,ssss (s) g 5 (s) w 4 () w 3 () w 5 () w 4 () w 4,ss () w 5,ss () w 4 () w 5 () w 4,s () w 5,s () Solving the differential equation in (4) yields w j (s) w j () + sw j,s () + s2 2 w j,ss() + s3 3! w j,sss() s (s r) 3 3!a j w j,s (s) w j,s () + sw j,ss () + s2 2 w j,sss() s (s r) 2 2!a j w j,ss (s) w j,ss () + sw j,sss () s w j,sss (s) w j,sss () s Thus g j (r) a j dr w j () w j () + w j,s () + 2 w j,ss() + 6 w j,sss() ( r) 3 3!a j w j,s () w j,s () + w j,ss () + 2 w j,sss() ( r) 2 2!a j w j,ss () w j,ss () + w j,sss () w j,sss () w j,sss () g j (r) a j dr (5) s r a j r a j Substituting above into the boundary conditions in (4), we can determine the w j (), w j,s (), w j,ss () w j,sss () Substituting them into (5), we can get unique functions w j (s), j, 2,, 5 Set z f, then we have (w, z) D(A) A(w, z) (f, g) The Inverse Operator Theorem asserts ρ(a) Note that D(A) H 2 (G a ) H 4 (G a ) The Sobolev s embedding Theorem ensures that A is compact on H ISSN: Issue 3, Volume 8, March 29

4 As a direct consequence of Theorem Lumer-Phillips Theorem (eg see,[9]), we have the following result Corollary 2 Let A be defined as above Then the system (3) is well-posed in H 3 Spectral Analysis In order to investigate the properties of the semigroup T (t) generated by A, we need to find out some spectral properties of A From Theorem, we know that σ(a) σ p (A) In this section, we shall discuss the eigenvalue problem of A give its asymptotical distribution Let λ C, we consider the solvability of nonzero solution of the equation A(w, z) λ(w, z) in H For the sake of simplicity, we assume a i, i, 2,, 5 From the representation of A, we know that A(w, z) λ(w, z) implies that z λw w satisfy the differential equations w j,ssss (s) λ 2 w j (s), j, 2, 3, 4, 5 w () w 2 () w 3 () w i,sss () i w 3 () w 4 () w 5 () w i,sss () i3 w,ss () λw,s (), w () w,s () w 2,ss () w 2 () w 2,s () w 3,ss () λw 3,s (), w 3,ss () λw 3,s () w 4,ss () w 4 () w 4,s () w 5,ss () w 5 () w 5,s () (6) In order to discuss the existence of nonzero solution of (6) distribution of the eigenvalues of A, we divide the discussion into the following several subsections 3 Fundamental matrix distribution of eigenvalues In this subsection we discuss existence of nonzero solution of (6) distribution of the eigenvalues of A To this end, we formulate equations (6) into the normalized boundary value problem Let { Wj [w j, w j,s, w j,ss, w j,sss ] T, j, 2,, 5 W ( ) [W, W 2, W 3, W 4, W 5 ] T (7) Then (6) can be written as dw (s) A(λ)W (s) ds B (λ)w () + B (λ)w () (8) where A (λ) A 2 (λ) A(λ) A 3 (λ) A 4 (λ) A 5 (λ) B(λ) C B2(λ) C B (λ) D D 2 B3(λ) B4(λ) B5(λ) B(λ) B2(λ) B (λ) B3(λ) D 4 D 5 C 2 B4(λ) C 2 B5(λ) with A j (λ), j, 2,, 5 λ 2 B(λ) λ, B (λ) B2(λ), B 2(λ) B3(λ) λ, B 3(λ) λ B4(λ), B 4(λ) B5(λ), B 5(λ) C, D i, i, 2 ISSN: Issue 3, Volume 8, March 29

5 C 2, D j, j 4, 5 Lemma 3 Let A be defined as before, then the spectrum of A distributes symmetrically with respect to the real axis Moreover λ σ(a) if only if there is a non-trivial solution W (s) to (8) Thanks to Lemma 3, we consider only λ that are located in the first second quadrant of the complex plane Set λ iρ 2, ρ C If argλ < π 2, choosing 3π 4 argρ < π, then we have R(ρ) <, R( ρ) >, R(iρ) <, R( iρ) > (9) if π 2 argλ < π, taking argρ < π 4, we have R(ρ) >, R( ρ) <, R(iρ), R( iρ) () Define invertible matrices by P (ρ) where P j (ρ) Then, we have P (ρ) P 2 (ρ) P 3 (ρ) P 4 (ρ) P 5 (ρ) ρ ρ ρ ρ ρ 2 ρ 2 iρ 2 iρ 2 ρ 3 ρ 3 ρ 3 ρ 3 ρ 4 ρ 4 iρ 4 iρ 4 P j (ρ)a j (iρ 2 )P j (ρ), j, 2,, 5 ρ ρ iρ iρ Lemma 4 Let P (ρ) be defined as above, P (ρ)e(s) is a fundamental solution matrix to system (8), where E (s) E 2 (s) E(s) E 3 (s) () E 4 (s) E 5 (s) with e ρs E j (s) e ρs e iρs, j, 2,, 5 e iρs Proof: The inverse matrix of P (ρ) is given by P (ρ) Set (ρ) P2 (ρ) P3 (ρ) P4 (ρ) P5 (ρ) P Ŵ (s) P (ρ)w (s) (2) Â(iρ2 ) P (ρ)a(iρ 2 )P (ρ), then we have Since with dŵ (s) ds Â(iρ2 )Ŵ (s) (3) Â(iρ 2 )P (ρ)a(iρ 2 )P (ρ) Â (iρ 2 ) Â 2 (iρ 2 ) Â 3 (iρ 2 ) Â 4 (iρ 2 ) Â 5 (iρ 2 ) Â j (iρ 2 ) P j (ρ)a(iρ 2 )P j (ρ), j, 2, 5 Obviously, Â(iρ 2 ) is a diagonal matrix Hence, the fundamental matrix to (3) can be written as E(s) And by (2), we can assert that P (ρ)e(s) is a fundamental matrix to system (8) Set Ω(ρ) B (iρ 2 )P (ρ)e()+b (iρ 2 )P (ρ)e() (4) Before calculating the determinant of Ω(ρ), we put forward some decompositions of E() E() as E() E E 2, E() E E 2 where E, E, E 2 are diagonal matrices similar to E(s) with their elements Ej, E j, E2 j, j, 2,, 5, they will be defined according to the sign of R(λ), respectively When R(λ) >, according to (9), we have e ρ, e iρ as R(λ) + ISSN: Issue 3, Volume 8, March 29

6 the entries Ej i, i,, 2, j, 2,, 5 are defined as E 2 j E j E j e ρ e iρ e ρ e iρ e ρ e iρ When R(λ) <, we have we define,,, j, 2,, 5 e ρ, e iρ as R(λ) E 2 j E j E j Thus we get e ρ e iρ e ρ e iρ e ρ e iρ,,, j, 2,, 5 Ω(ρ) [B (iρ 2 )P (ρ)e +B (iρ 2 )P (ρ)e ]E 2 (5) Obviously,(8) has a non-zero solution if only if det Ω(ρ) Now we set (ρ) det[ω(ρ)]/ det[e 2 ] det[b (iρ 2 )P (ρ)e + B (iρ 2 )P (ρ)e ] In order to calculate (ρ), we need some transformations Let [ ] [ ] B ˆB (iρ 2 ) (iρ 2 ) B I, ˆB (iρ 2 ) (iρ 2 ) [ ] [ ] I E Ê E E3, Ê [ ] E3 P (ρ) ˆP (ρ) P 3 (ρ) where ˆΩ(ρ) ˆB (iρ 2 ) ˆP (ρ)ê + ˆB (iρ 2 ) ˆP (ρ)ê (6) I, I Set ˆ (ρ) det[ˆω(ρ)], obviously (ρ) ˆ (ρ)/ det[i P 3 (ρ)e3 + I P 3 (ρ)e3 ] ˆ (ρ)/[2iρ + O(ρ 9 )] After some elementary transformation to ˆΩ(ρ), we get where M L M 2 L 2 ˆ (ρ) M 3 L 3 M 4 L 4 M 5 L 5 N N 2 N 3 N 4 N 5 Q M j Bj (iρ2 )P j (ρ)ej + B j (iρ2 )P j (ρ)ej, j, 2, 4, 5 M 3 iρ 2 P 3(ρ)E3 + P 3(ρ)E3 iρ 2 N j P j(ρ)ej + P j(ρ)ej, j, 2 N 3 P 3(ρ)E3 + P 3(ρ)E3 N j P j (ρ)ej + P j(ρ)ej, j 4, 5 ISSN: Issue 3, Volume 8, March 29

7 L j P 3(ρ)E3 + P 3 (ρ)e3, j, 2 L 3 P 3(ρ)E3 + P 3(ρ)E3 L j P 3 (ρ)e3 + P 3(ρ)E3, j 4, 5 Q P 3(ρ)E3 + P 3(ρ)E3 Furthermore, M ˆ (ρ) 5 det(m j ) ˆ (ρ) M2 M5 I I L 5 I L 2 det(m j ) I L 5 N M N 2M2 N 5 M5 Q I L I L 2 5 det(m j ) I L 5 Q 5 N j M j L j 5 det(m j ) det[q 5 A direct computation shows So Thus N j M j L j ] ˆ (ρ) 5 det(m j) det[q 5 { N jm j L j ] 28( i)ρ 55 + O(ρ 54 ), R(λ) >, 256( + i)ρ 55 + O(ρ 54 ), R(λ) < (ρ) { ˆ (ρ)/[2iρ + O(ρ 9 )] 64( + i)ρ 45 + O(ρ 44 ), R(λ) >, 28( i)ρ 45 + O(ρ 44 ), R(λ) < det[ω(ρ)] (ρ) det(e 2 ) (ρ) 5 { det(e2 j ) [64( + i)ρ 45 +O(ρ 44 )]e 5(+i)ρ, R(λ)>, [ 28( i)ρ 45 +O(ρ 44 )]e 5( i)ρ, R(λ)< Therefore, we have lim R(λ) + lim R(λ) (7) det[ω(ρ)] ρ 45 64( + i) (8) e 5(+i)ρ det[ω(ρ)] ρ 45 28( i) (9) e5( i)ρ Hence, there are positive constants c, c 2 h such that c ρ 45 e 5(i±)ρ det[ω(ρ)] c 2 ρ 45 e 5(i±)ρ (2) where ± signr(λ), R(λ) h Eqs(2) shows that det[ω(ρ)] is a sine type function on C (see [6, Definition II, 27, pp6]) Levin theorem (see [6, Proposition II, 28]) asserts that the set of zeros of det[ω(ρ)] is a union of finitely many separable sets From the above analysis, we have the following result Theorem 5 Let A be defined as before, then the spectrum of A distributes in a strip parallel to the imaginary, that is, there is a positive constant h such that σ(a) { λ C h R(λ) } In particular, σ(a) is an union of finite many separated sets Proof: Under the assumption, we always have inequality (2) This together with dissipatedness of A asserts that the spectrum of A distributes in a strip parallel to the imaginary axis In particular, the Levin s Theorem says that the set of zero of det[ω(ρ)] is an union of finite separated sets 32 Completeness basis property of eigenvectors In this subsection, we shall discuss the completeness Riesz basis property of (generalized) eigenvectors of A, Firstly, we establish the completeness of (generalized) eigenvectors of operator A then use the spectral distribution of A to obtain the Riesz property We need the following lemma Lemma 6 Let A be the generator of a C -semigroup in a Hilbert space H Assume that A is discrete for λ ρ(a ), R(λ, A ) is of the form R(λ, A )x G(λ)x F (λ), x H ISSN: Issue 3, Volume 8, March 29

8 where G(λ)x for each x H is a H-valued entire function with order less than or equal to ρ F (λ) is a scalar entire function of order ρ 2 Let ρ max{ρ, ρ 2 } < an integer n so that n ρ < n If there are n + rays γ j, j,,, n, on the complex plane argγ π 2 < argγ argγ 2 argγ n 3π 2 with arg γ j+ argγ j π n, j n so that R(λ, A )x is bounded on each ray argγ j, j n as λ for any x H, then Sp(A) Sp(A ) H where Sp(A) be the closed subspace spanned by all generalized eigenvectors of A Now we can prove the completeness of generalized eigenvectors of A Theorem 7 Let A be defined as before Then the generalized eigenvectors of A is complete in H, ie, Sp(A) H Proof: we prove the assertion by the following four steps: Step The adjoint operator of A, A, has the form: A (w, z) {(z j, a j w j,ssss )}, (w, z) D(A ) (w, z) V, a l w l,sss (), l w,ss () z,s (), w 2,ss (), D(A w ) 3,ss () z 3,s (), (2) a l w l,sss (), l3 w 3,ss () z 3,s (), w 4,ss () w 5,ss () This is a direct verification, we omit the detail Due to σ(a ) σ(a) the symmetry of σ(a) with respect to the real axis, we have σ(a ) σ(a) Step 2 Let A be the operator defined by A (w, z) {(z j, a j w j,ssss )}, (w, z) D(A ) (w, z) V, a l w l,sss () l w D(A ),ss () w 2,ss () w 3,ss () (22) a l w l,sss () l3 w 3,ss () w 4,ss () w 5,ss () Then A is a skew adjoint operator, ie, A A Step 3 For λ ρ(a) F H, R(λ, A)F R(λ, A )F are meromorphic function of finite exponential type, ie, ρ, ρ 2 since R(λ, A )F, R(λ, A)F consist of functions sinh iλ ω j, cosh iλ ω j, sin iλ ω j, cos iλ ω j as well as their integrations Step 4 The root vectors of A is complete in H In fact, we can assume without loss of generality that R ρ(a) Let λ R, for any given F H, set Y R(λ, A )F, Y 2 R(λ, A )F Φ Y Y 2 Denote Φ (w, z), Y 2 (u, v) Then Φ + Y 2 satisfies (2), Φ (w, z) satisfies z λw w satisfying w j,ssss (s) λ 2 w j (s), j, 2,, 5 w () w 2 () w 3 () w i,sss () i w 3 () w 4 () w 5 () w i,sss () i3 (23) w,ss () λw,s () v,s () w () w,s () w 2,ss () w 2 () w 2,s () w 3,ss () λw 3,s () v 3,s () w 3,ss () + λw 3,s () v 3,s () w 4,ss () w 4 () w 4,s () w 5,ss () w 5 () w 5,s () Therefore, we have [ Φ w 2 j,ss (s) + zj 2(s)] ds [ w 2 j,ss (s) + λ 2 wj 2(s)] ds w,ss ()w,s () w 3,ss ()w 3,s () +w 3,ss ()w 3,s () λw 2,s() + w,s ()v,s () + λw 2 3,s() +w 3,s ()v 3,s () + λw 2 3,s() + w 3,s ()v 3,s () To calculate w,s (), w 3s () w 3,s (), we assume that P (ρ)e(s) is the fundamental matrix, then Φ P (ρ)e(s)c Substitute it into the boundary conditions of (6) use (4), we get [ B (iρ 2 )P (ρ)e + B (iρ 2 )P (ρ)e ] E 2 C F with F [V, V 2, V 3, V 4, V 5 ] T, in which V [, v,s (),, ],V 3 [, v 3,s (),, v 3,s ()] V 2 V 4 V 5 [,,, ] Thus C [E 2 ] [B (iρ 2 )P (ρ)e +B (iρ 2 )P (ρ)e ] F Set ρ a + bi, if λ are located in the first quadrant of the complex plane, ρ satisfies that 3π argρ < π 4 It s obvious that a < b > Therefore, e ρ, e iρ as λ + e 5(+i)ρ e 5(b a) 5(a+b)i e 5( b + a ) e 5 ρ ISSN: Issue 3, Volume 8, March 29

9 If λ are located in the second quadrant of the complex plane, ρ satisfies that argρ < π We have 4 e ρ, e iρ as λ + e 5( i)ρ e 5(a+b) 5(a b)i e 5( b + a ) e 5 ρ Similar to (7), there exists positive constants h M such that Ω(ρ) M ρ 45 e 5 ρ where λ > h Hence, Φ P (ρ) E(s) Ω(ρ) F 65 ρ 5 i M ρ 45 e 5 ρ F M F where λ > h M is a positive constant Since the operator V defined by V : F F V (R(λ, A )F ) C 2 is a bounded linear operator on H, there exists a constant M 2 such that F M 2 F So we have Φ M M 2 F Therefore, R(λ, A )F Y Y 2 + Φ R(λ, A )F + M M 2 F ( λ + M ) M 2 F, λ > h This means that R(λ, A ) is bounded on the negative real axis By now all conditions in Lemma 6 are verified The desired result follows from Lemma 6 To obtain the basis property of generalized eigenvectors of A, we need the following lemma, which from [7] [8] Lemma 8 Let A be the generator of a C -semigroup in a Hilbert space H Suppose that the following conditions are satisfied: ) The spectrum of A has the decomposition σ(a) σ (A) σ 2 (A); 2) There exists a real number α R such that sup{rλ; λ σ (A)} α inf{rλ; λ σ 2 (A)} 3) The set σ 2 (A) {λ k } k N consists of eigenvalues of A is essential space finite separated (or equivalent saying that it is an union of finitely many separated sets) Then there exists two T (t)-invariant closed subspaces H H 2 H {f H : E(λ, A)f, λ σ 2 (A)} H 2 span{ m E(λ k, A)H, m N} k H H2 {} with property that σ(a H ) σ (A) σ(a H2 ) σ 2 (A) Moreover, there exists a finite collection Ω k of elements in σ 2 (A), the corresponding Riesz projector E(Ω k, A) λ Ω k E(Ω, A) such that {E(Ω k, A)H 2 } k N forms a subspaces Riesz basis for H 2 As a direct application of Lemma 8, we have the following result Theorem 9 Let A be defined as above, then there exist a collection of generalized eigenvectors of A such that it forms a Riesz basis with parentheses for H Proof: Set σ 2 (A) σ(a) σ (A) { }, Theorem 5 ensures that all conditions in Lemma 8 are satisfied By Lemma 8, there is a finite collection Ω k of elements in σ(a) such that {E(Ω k, A)H 2 } k N forms a subspaces Riesz basis for H 2 Theorem 7 reads that H H 2 Therefore {E(Ω k, A)H} k N is a subspace Riesz basis 4 Stability Analysis In this section, we discuss the stability of the system Based on Theorem 9, we need only to determine the location of the eigenvalues of A Firstly we study eigenvalues of A on the imaginary axis Let λ ir, λ Since for any (w, z) D(A), we have R(A(w, z), (w, z)) a z 2,s() a 3 z 2 3,s() a 3 z 2 3,s() this implies that A(w, z) λ(w, z) has a nonzero solution if only if z,s () z 3,s () z 3,s (), z(x) λw(x), w(x) satisfy a j w j,ssss (s) λ 2 w j (s), j, 2,, 5 w () w 2 () w 3 () a i w i,sss () i w 3 () w 4 () w 5 () a i w i,sss () (24) i3 w,ss () w,s () w () w,s () w 2,ss () w 2 () w 2,s () w 3,ss () w 3,s () w 3,ss () w 3,s () w 4,ss () w 4 () w 4,s () w 5,ss () w 5 () w 5,s () ISSN: Issue 3, Volume 8, March 29

10 Set ω j 4 /a j, λ iρ 2, define functions: v j (s) 2 [cosh ω jρs + cos ω j ρs], v j2 (s) 2 [sinh ω jρs + sin ω j ρs], v j3 (s) 2 [cosh ω jρs cos ω j ρs], v j4 (s) 2 [sinh ω jρs sin ω j ρs] Then the general solution to the differential equation in (24) has the form w j (s) b j v j (s)+b j2 v j2 (s)+b j3 v j3 (s)+b j4 v j4 (s) (25) Substituting (25) into the boundary condition of w (s) yields b [v 4 ()v (s) v ()v 4 (s)], w (s) as sinh ω ρ sin ω ρ ; (26), otherwise substituting (25) into the boundary condition of w 3 (s) yields b 3 [v 33 ()v 3 (s) v 34 ()v 34 (s)], w 3 (s) as cosh ω 3 ρ cos ω 3 ρ ; (27), otherwise Similarly, we can get w 2 (s) b 23 [v 22 ()v 23 ( s) v 2 ()v 24 ( s)] w 4 (s) b 43 [v 42 ()v 43 (s) v 4 ()v 44 (s)] w 5 (s) b 53 [v 52 ()v 53 (s) v 5 ()v 54 (s)] We divide them into the following cases: Case I w (s) (or w 3 (s) ) From the connective condition w () w 2 () w 3 (), we can get a j w j,sss () b v 4 () b 3 v 34 () b 23 [v 22 ()v 23 () v 2 ()v 24 ()] (28) b v ()/ω +b 23 v 2 ()/ω 2 b 3 v 34 ()/ω 3 (29) If w (s), then w 3 () w () According to (28), b 3, that is w 3 (s) ; Similarly, if w 3 (s), w (s) holds And if w (s) or w 3 (s), using (29), we have b 23, that is w 2 (s) Further, using the connective conditions w 3 () w 4 () w 5 (), a j w j,sss () j3 we get b 43 [v 42 ()v 43 () v 4 ()v 44 ()] (3) b 53 [v 52 ()v 53 () v 5 ()v 54 ()] (3) b 43 [ v 42 ()v 44 () v 4 ()v 4 ()]/ω 4 +b 53 [v 52 ()v 54 () v 5 ()v 5 ()]/ω 5 (32) Obviously, if b 43 or b 53, then w 4 (s) w 5 (s) Hence, if v j2 ()v j3 () v j ()v j4 () 2 [sin ω jρ cosh ω j ρ cos ω j ρ sinh ω j ρ], j 4, 5, there exist nonzero solutions Define the solution set D {θ i tan θ i tanh θ i, i, 2, } If there are no θ m θ n such that θ m /θ n ω 4 /ω 5, eqs (24) has only zero solution Case II ρ R satisfies sinh ω ρ sin ω ρ, cosh ω 3 ρ cos ω 3 ρ In this case, one may have that w (s) w 3 (s) Then there exists a k N such that ω ρ kπ cosh ω 3 ω kπ cos ω 3 ω kπ From discussion we see that the following assertion holds true Theorem Let A ω j, D be defined as before, if the following conditions are satisfied: ) There are no θ m θ n such that θ m /θ n ω 4 /ω 5 2) There is no k N such that cosh ω 3 ω kπ cos ω 3 ω kπ Then there exist no eigenvalues on the imaginary axis, hence the system is asymptotically stable 5 Conclusion In this paper, we design the feedback controllers for a complex network of Euler-Bernoulli beams then proved that the closed loop system is well posed We show further that the root vectors of the system operator A are completeness, there exists a sequence of the root vectors that forms a Riesz basis for the state space H By the detailed analysis we get the asymptotic stability of the system Note that the Riesz basis property implies that the system satisfies the spectrum ISSN: Issue 3, Volume 8, March 29

11 determined growth condition Hence the system is exponentially stable if only if the imaginary axis is not the asymptote of the eigenvalues In further work we shall analyze the exponential stability of the system Acknowledgements: This research was supported by the Natural Science Foundation of China (grant NSFC ) References: [] B Dekoninck, S Nicaise, Control of networks of Euler-Bernoulli beams, ESAIM Control Optim Calc Var, Vol4, pp 57 8(999) [2] B Dekoninck, S Nicaise, The eigenvalue problem for networks of beams, Linear Algebia Appl Vol34, pp 65 89(2) [3] K Ammari M Jellouli, Stabilization of star-shaped tree of elastic strings, Differential Integral Equations, Vol7, pp 395 4(24) [4] K Ammari, M Jellouli M Khenissi, Stabilization of generic trees of strings, J Dynamical Control Systems, Vol, 2, pp77 93 (25) [5] G Q Xu, D Y Liu, Y Q Liu, Abstract second order hyperbolic system applications to controlled network of strings, SIAM J Conrtrol & Opthim Vol47, Issue 4, pp (28) [6] GQ Xu, S P Yung, Stability Riesz basis property of a Star-shaped network of Euler- Bernoulli beams with joint damping, Networks Heterogeneous Media, Vol 3, No4 28,pp [7] G Q Xu, N E Mastorakis, Stability of a starshaped coupled network of strings beams, Proceedings of the th WSEAS International Conference on Mathematical Methods Computational Techniques in Electrical Engineering, Sofia, Bulgaria Pages 48 54(28) [8] G Q Xu, N E Mastorakis, Spectral distribution of a star-shaped coupled network, WSEAS Transactions on Applied Theoretical Mechanics Vol3, Issue 4, pp (28) [9] B Z Guo, J M Wang, Dynamic stabilization of an Euler-Bernoulli beam under boundary control non-collocated observation, Systems & Control Letters, Vol 57, No, pp (28) [] B Z Guo, Riesz basis property exponential stability of controlled Euler-Bernoulli beam equations with variable coefficients, SIAM J Control Optim, Vol 4, No 6, pp (22) [] JM Wang, BZ Guo, Riesz basis stabilization for the flexible structure of a symmetric tree-shaped beam network, Math Method Appl Sci, Vol 3, No 8, pp (28) [2] D Mercier, V Regnier, Spectrum of a network of Euler-Bernoulli beams, J Math Anal Appl Vol 337, No, pp 74 96(28) [3] D Mercier, V Regnier, Control of a network of Euler-Bernoulli beams, J Math Anal Appl Vol 342, No, pp (28) [4] Yu V Pokornyi, A V Borovskikh, Differential equations on networks (Geometric Graphs), Journal of Mathematical Sciences, Vol 9, No 6, pp 69 78(24) [5] V Chiroiu, On the eigenvalues optimization of beams with damping patches, WSEAS Transactions on Applied Theoretical Mechanics, Vol3, Issue 6, pp (28) [6] S A Avdonin, S A Ivanov, Families of exponentials: The method of moments in controllability problems for distributed parameter systems, Cambridge University Press, Cambridge, 995 [7] GQ Xu SP Yung, The expansion of semigroup criterion of Riesz basis, J Differ Equ, Vol 2, No, pp 24(25) [8] GQ Xu, ZJ Han SP Yung, Riesz basis property of serially connected Timoshenko beams, INT J Control, Vol 8, No 3, pp (27) [9] A Pazy, Semigroups of linear operators applications to partial differential equations, Springer-Verlag, Berlin, 983 ISSN: Issue 3, Volume 8, March 29

Spectrum and Exact Controllability of a Hybrid System of Elasticity.

Spectrum and Exact Controllability of a Hybrid System of Elasticity. Spectrum and Exact Controllability of a Hybrid System of Elasticity. D. Mercier, January 16, 28 Abstract We consider the exact controllability of a hybrid system consisting of an elastic beam, clamped

More information

Stability of an abstract wave equation with delay and a Kelvin Voigt damping

Stability of an abstract wave equation with delay and a Kelvin Voigt damping Stability of an abstract wave equation with delay and a Kelvin Voigt damping University of Monastir/UPSAY/LMV-UVSQ Joint work with Serge Nicaise and Cristina Pignotti Outline 1 Problem The idea Stability

More information

Exponential stabilization of a Rayleigh beam - actuator and feedback design

Exponential stabilization of a Rayleigh beam - actuator and feedback design Exponential stabilization of a Rayleigh beam - actuator and feedback design George WEISS Department of Electrical and Electronic Engineering Imperial College London London SW7 AZ, UK G.Weiss@imperial.ac.uk

More information

Strong Stabilization of the System of Linear Elasticity by a Dirichlet Boundary Feedback

Strong Stabilization of the System of Linear Elasticity by a Dirichlet Boundary Feedback To appear in IMA J. Appl. Math. Strong Stabilization of the System of Linear Elasticity by a Dirichlet Boundary Feedback Wei-Jiu Liu and Miroslav Krstić Department of AMES University of California at San

More information

Exponential Stabilization of 1-d Wave Equation with Distributed Disturbance

Exponential Stabilization of 1-d Wave Equation with Distributed Disturbance Exponential Stabilization of 1-d Wave Equation with Distributed Disturbance QI HONG FU Tianjin University Department of Mathematics 9 Wei Jin Road, Tianjin, 37 CHINA fuqihong1@163.com GEN QI XU Tianjin

More information

STABILIZATION OF EULER-BERNOULLI BEAM EQUATIONS WITH VARIABLE COEFFICIENTS UNDER DELAYED BOUNDARY OUTPUT FEEDBACK

STABILIZATION OF EULER-BERNOULLI BEAM EQUATIONS WITH VARIABLE COEFFICIENTS UNDER DELAYED BOUNDARY OUTPUT FEEDBACK Electronic Journal of Differential Equations, Vol. 25 (25), No. 75, pp. 4. ISSN: 72-669. URL: http://ejde.math.txstate.edu or http://ejde.math.unt.edu ftp ejde.math.txstate.edu STABILIZATION OF EULER-BERNOULLI

More information

IEEE TRANSACTIONS ON AUTOMATIC CONTROL, VOL. 58, NO. 5, MAY invertible, that is (1) In this way, on, and on, system (3) becomes

IEEE TRANSACTIONS ON AUTOMATIC CONTROL, VOL. 58, NO. 5, MAY invertible, that is (1) In this way, on, and on, system (3) becomes IEEE TRANSACTIONS ON AUTOMATIC CONTROL, VOL. 58, NO. 5, MAY 2013 1269 Sliding Mode and Active Disturbance Rejection Control to Stabilization of One-Dimensional Anti-Stable Wave Equations Subject to Disturbance

More information

Output tracking control of a exible robot arm

Output tracking control of a exible robot arm Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference 25 Seville, Spain, December 12-15, 25 WeB12.4 Output tracking control of a exible robot arm Tu Duc Nguyen

More information

Left invertible semigroups on Hilbert spaces.

Left invertible semigroups on Hilbert spaces. Left invertible semigroups on Hilbert spaces. Hans Zwart Department of Applied Mathematics, Faculty of Electrical Engineering, Mathematics and Computer Science, University of Twente, P.O. Box 217, 75 AE

More information

Simultaneous boundary control of a Rao-Nakra sandwich beam

Simultaneous boundary control of a Rao-Nakra sandwich beam Simultaneous boundary control of a Rao-Nakra sandwich beam Scott W. Hansen and Rajeev Rajaram Abstract We consider the problem of boundary control of a system of three coupled partial differential equations

More information

Singular Value Inequalities for Real and Imaginary Parts of Matrices

Singular Value Inequalities for Real and Imaginary Parts of Matrices Filomat 3:1 16, 63 69 DOI 1.98/FIL16163C Published by Faculty of Sciences Mathematics, University of Niš, Serbia Available at: http://www.pmf.ni.ac.rs/filomat Singular Value Inequalities for Real Imaginary

More information

Conservative Control Systems Described by the Schrödinger Equation

Conservative Control Systems Described by the Schrödinger Equation Conservative Control Systems Described by the Schrödinger Equation Salah E. Rebiai Abstract An important subclass of well-posed linear systems is formed by the conservative systems. A conservative system

More information

Strong stabilization of the system of linear elasticity by a Dirichlet boundary feedback

Strong stabilization of the system of linear elasticity by a Dirichlet boundary feedback IMA Journal of Applied Mathematics (2000) 65, 109 121 Strong stabilization of the system of linear elasticity by a Dirichlet boundary feedback WEI-JIU LIU AND MIROSLAV KRSTIĆ Department of AMES, University

More information

Nonlinear stabilization via a linear observability

Nonlinear stabilization via a linear observability via a linear observability Kaïs Ammari Department of Mathematics University of Monastir Joint work with Fathia Alabau-Boussouira Collocated feedback stabilization Outline 1 Introduction and main result

More information

SEMILINEAR ELLIPTIC EQUATIONS WITH DEPENDENCE ON THE GRADIENT

SEMILINEAR ELLIPTIC EQUATIONS WITH DEPENDENCE ON THE GRADIENT Electronic Journal of Differential Equations, Vol. 2012 (2012), No. 139, pp. 1 9. ISSN: 1072-6691. URL: http://ejde.math.txstate.edu or http://ejde.math.unt.edu ftp ejde.math.txstate.edu SEMILINEAR ELLIPTIC

More information

Interior feedback stabilization of wave equations with dynamic boundary delay

Interior feedback stabilization of wave equations with dynamic boundary delay Interior feedback stabilization of wave equations with dynamic boundary delay Stéphane Gerbi LAMA, Université Savoie Mont-Blanc, Chambéry, France Journée d EDP, 1 er Juin 2016 Equipe EDP-Contrôle, Université

More information

Feedback Stabilization of Systems with

Feedback Stabilization of Systems with System Tianjin University, China 9th Workshop Distributed Parameter,2015, Beijing System 1 System Examples Classification 2 Question question issue 3 Mathematical Model Existing Results Existing and extended

More information

ALMOST PERIODIC SOLUTIONS OF HIGHER ORDER DIFFERENTIAL EQUATIONS ON HILBERT SPACES

ALMOST PERIODIC SOLUTIONS OF HIGHER ORDER DIFFERENTIAL EQUATIONS ON HILBERT SPACES Electronic Journal of Differential Equations, Vol. 21(21, No. 72, pp. 1 12. ISSN: 172-6691. URL: http://ejde.math.txstate.edu or http://ejde.math.unt.edu ftp ejde.math.txstate.edu ALMOST PERIODIC SOLUTIONS

More information

Stabilization and Controllability for the Transmission Wave Equation

Stabilization and Controllability for the Transmission Wave Equation 1900 IEEE TRANSACTIONS ON AUTOMATIC CONTROL, VOL. 46, NO. 12, DECEMBER 2001 Stabilization Controllability for the Transmission Wave Equation Weijiu Liu Abstract In this paper, we address the problem of

More information

Math 350 Fall 2011 Notes about inner product spaces. In this notes we state and prove some important properties of inner product spaces.

Math 350 Fall 2011 Notes about inner product spaces. In this notes we state and prove some important properties of inner product spaces. Math 350 Fall 2011 Notes about inner product spaces In this notes we state and prove some important properties of inner product spaces. First, recall the dot product on R n : if x, y R n, say x = (x 1,...,

More information

The spectral zeta function

The spectral zeta function The spectral zeta function Bernd Ammann June 4, 215 Abstract In this talk we introduce spectral zeta functions. The spectral zeta function of the Laplace-Beltrami operator was already introduced by Minakshisundaram

More information

Permutation transformations of tensors with an application

Permutation transformations of tensors with an application DOI 10.1186/s40064-016-3720-1 RESEARCH Open Access Permutation transformations of tensors with an application Yao Tang Li *, Zheng Bo Li, Qi Long Liu and Qiong Liu *Correspondence: liyaotang@ynu.edu.cn

More information

1 Math 241A-B Homework Problem List for F2015 and W2016

1 Math 241A-B Homework Problem List for F2015 and W2016 1 Math 241A-B Homework Problem List for F2015 W2016 1.1 Homework 1. Due Wednesday, October 7, 2015 Notation 1.1 Let U be any set, g be a positive function on U, Y be a normed space. For any f : U Y let

More information

SOURCE IDENTIFICATION FOR THE HEAT EQUATION WITH MEMORY. Sergei Avdonin, Gulden Murzabekova, and Karlygash Nurtazina. IMA Preprint Series #2459

SOURCE IDENTIFICATION FOR THE HEAT EQUATION WITH MEMORY. Sergei Avdonin, Gulden Murzabekova, and Karlygash Nurtazina. IMA Preprint Series #2459 SOURCE IDENTIFICATION FOR THE HEAT EQUATION WITH MEMORY By Sergei Avdonin, Gulden Murzabekova, and Karlygash Nurtazina IMA Preprint Series #2459 (November 215) INSTITUTE FOR MATHEMATICS AND ITS APPLICATIONS

More information

Exponential stability of abstract evolution equations with time delay feedback

Exponential stability of abstract evolution equations with time delay feedback Exponential stability of abstract evolution equations with time delay feedback Cristina Pignotti University of L Aquila Cortona, June 22, 2016 Cristina Pignotti (L Aquila) Abstract evolutions equations

More information

On the Three-Phase-Lag Heat Equation with Spatial Dependent Lags

On the Three-Phase-Lag Heat Equation with Spatial Dependent Lags Nonlinear Analysis and Differential Equations, Vol. 5, 07, no., 53-66 HIKARI Ltd, www.m-hikari.com https://doi.org/0.988/nade.07.694 On the Three-Phase-Lag Heat Equation with Spatial Dependent Lags Yang

More information

ON THE ENERGY DECAY OF TWO COUPLED STRINGS THROUGH A JOINT DAMPER

ON THE ENERGY DECAY OF TWO COUPLED STRINGS THROUGH A JOINT DAMPER Journal of Sound and Vibration (997) 203(3), 447 455 ON THE ENERGY DECAY OF TWO COUPLED STRINGS THROUGH A JOINT DAMPER Department of Mechanical and Automation Engineering, The Chinese University of Hong

More information

Determinant of the Schrödinger Operator on a Metric Graph

Determinant of the Schrödinger Operator on a Metric Graph Contemporary Mathematics Volume 00, XXXX Determinant of the Schrödinger Operator on a Metric Graph Leonid Friedlander Abstract. In the paper, we derive a formula for computing the determinant of a Schrödinger

More information

Spectral Properties of Matrix Polynomials in the Max Algebra

Spectral Properties of Matrix Polynomials in the Max Algebra Spectral Properties of Matrix Polynomials in the Max Algebra Buket Benek Gursoy 1,1, Oliver Mason a,1, a Hamilton Institute, National University of Ireland, Maynooth Maynooth, Co Kildare, Ireland Abstract

More information

The Finite Spectrum of Sturm-Liouville Operator With δ-interactions

The Finite Spectrum of Sturm-Liouville Operator With δ-interactions Available at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 93-9466 Applications and Applied Mathematics: An International Journal (AAM) Vol. 3, Issue (June 08), pp. 496 507 The Finite Spectrum of Sturm-Liouville

More information

Estimates for the resolvent and spectral gaps for non self-adjoint operators. University Bordeaux

Estimates for the resolvent and spectral gaps for non self-adjoint operators. University Bordeaux for the resolvent and spectral gaps for non self-adjoint operators 1 / 29 Estimates for the resolvent and spectral gaps for non self-adjoint operators Vesselin Petkov University Bordeaux Mathematics Days

More information

FORCED OSCILLATIONS OF A CLASS OF NONLINEAR DISPERSIVE WAVE EQUATIONS AND THEIR STABILITY

FORCED OSCILLATIONS OF A CLASS OF NONLINEAR DISPERSIVE WAVE EQUATIONS AND THEIR STABILITY Jrl Syst Sci & Complexity (2007) 20: 284 292 FORCED OSCILLATIONS OF A CLASS OF NONLINEAR DISPERSIVE WAVE EQUATIONS AND THEIR STABILITY Muhammad USMAN Bingyu ZHANG Received: 14 January 2007 Abstract It

More information

Boundary Stabilization of Coupled Plate Equations

Boundary Stabilization of Coupled Plate Equations Palestine Journal of Mathematics Vol. 2(2) (2013), 233 242 Palestine Polytechnic University-PPU 2013 Boundary Stabilization of Coupled Plate Equations Sabeur Mansouri Communicated by Kais Ammari MSC 2010:

More information

Question: Given an n x n matrix A, how do we find its eigenvalues? Idea: Suppose c is an eigenvalue of A, then what is the determinant of A-cI?

Question: Given an n x n matrix A, how do we find its eigenvalues? Idea: Suppose c is an eigenvalue of A, then what is the determinant of A-cI? Section 5. The Characteristic Polynomial Question: Given an n x n matrix A, how do we find its eigenvalues? Idea: Suppose c is an eigenvalue of A, then what is the determinant of A-cI? Property The eigenvalues

More information

A Concise Course on Stochastic Partial Differential Equations

A Concise Course on Stochastic Partial Differential Equations A Concise Course on Stochastic Partial Differential Equations Michael Röckner Reference: C. Prevot, M. Röckner: Springer LN in Math. 1905, Berlin (2007) And see the references therein for the original

More information

Perturbations of functions of diagonalizable matrices

Perturbations of functions of diagonalizable matrices Electronic Journal of Linear Algebra Volume 20 Volume 20 (2010) Article 22 2010 Perturbations of functions of diagonalizable matrices Michael I. Gil gilmi@bezeqint.net Follow this and additional works

More information

Iyad T. Abu-Jeib and Thomas S. Shores

Iyad T. Abu-Jeib and Thomas S. Shores NEW ZEALAND JOURNAL OF MATHEMATICS Volume 3 (003, 9 ON PROPERTIES OF MATRIX I ( OF SINC METHODS Iyad T. Abu-Jeib and Thomas S. Shores (Received February 00 Abstract. In this paper, we study the determinant

More information

Memoirs on Differential Equations and Mathematical Physics

Memoirs on Differential Equations and Mathematical Physics Memoirs on Differential Equations and Mathematical Physics Volume 51, 010, 93 108 Said Kouachi and Belgacem Rebiai INVARIANT REGIONS AND THE GLOBAL EXISTENCE FOR REACTION-DIFFUSION SYSTEMS WITH A TRIDIAGONAL

More information

Sectorial Forms and m-sectorial Operators

Sectorial Forms and m-sectorial Operators Technische Universität Berlin SEMINARARBEIT ZUM FACH FUNKTIONALANALYSIS Sectorial Forms and m-sectorial Operators Misagheh Khanalizadeh, Berlin, den 21.10.2013 Contents 1 Bounded Coercive Sesquilinear

More information

The i/s/o resolvent set and the i/s/o resolvent matrix of an i/s/o system in continuous time

The i/s/o resolvent set and the i/s/o resolvent matrix of an i/s/o system in continuous time 21st International Symposium on Mathematical Theory of Networks and Systems July 7-11, 2014. The i/s/o resolvent set and the i/s/o resolvent matrix of an i/s/o system in continuous time Damir Z. Arov 1,

More information

NOTE ON THE SKEW ENERGY OF ORIENTED GRAPHS. Communicated by Ivan Gutman. 1. Introduction

NOTE ON THE SKEW ENERGY OF ORIENTED GRAPHS. Communicated by Ivan Gutman. 1. Introduction Transactions on Combinatorics ISSN (print): 2251-8657, ISSN (on-line): 2251-8665 Vol. 4 No. 1 (2015), pp. 57-61. c 2015 University of Isfahan www.combinatorics.ir www.ui.ac.ir NOTE ON THE SKEW ENERGY OF

More information

MTH Linear Algebra. Study Guide. Dr. Tony Yee Department of Mathematics and Information Technology The Hong Kong Institute of Education

MTH Linear Algebra. Study Guide. Dr. Tony Yee Department of Mathematics and Information Technology The Hong Kong Institute of Education MTH 3 Linear Algebra Study Guide Dr. Tony Yee Department of Mathematics and Information Technology The Hong Kong Institute of Education June 3, ii Contents Table of Contents iii Matrix Algebra. Real Life

More information

Bulletin T.CXXII de l Académie Serbe des Sciences et des Arts Classe des Sciences mathématiques et naturelles Sciences mathématiques, No 26

Bulletin T.CXXII de l Académie Serbe des Sciences et des Arts Classe des Sciences mathématiques et naturelles Sciences mathématiques, No 26 Bulletin T.CXXII de l Académie Serbe des Sciences et des Arts - 001 Classe des Sciences mathématiques et naturelles Sciences mathématiques, No 6 SOME SPECTRAL PROPERTIES OF STARLIKE TREES M. LEPOVIĆ, I.

More information

Asymptotic Behavior of a Hyperbolic-parabolic Coupled System Arising in Fluid-structure Interaction

Asymptotic Behavior of a Hyperbolic-parabolic Coupled System Arising in Fluid-structure Interaction International Series of Numerical Mathematics, Vol. 154, 445 455 c 2006 Birkhäuser Verlag Basel/Switzerland Asymptotic Behavior of a Hyperbolic-parabolic Coupled System Arising in Fluid-structure Interaction

More information

Observation and Control for Operator Semigroups

Observation and Control for Operator Semigroups Birkhäuser Advanced Texts Basler Lehrbücher Observation and Control for Operator Semigroups Bearbeitet von Marius Tucsnak, George Weiss Approx. 496 p. 2009. Buch. xi, 483 S. Hardcover ISBN 978 3 7643 8993

More information

Riesz bases and exact controllability of C 0 -groups with one-dimensional input operators

Riesz bases and exact controllability of C 0 -groups with one-dimensional input operators Available online at www.sciencedirect.com Systems & Control Letters 52 (24) 221 232 www.elsevier.com/locate/sysconle Riesz bases and exact controllability of C -groups with one-dimensional input operators

More information

Determination of thin elastic inclusions from boundary measurements.

Determination of thin elastic inclusions from boundary measurements. Determination of thin elastic inclusions from boundary measurements. Elena Beretta in collaboration with E. Francini, S. Vessella, E. Kim and J. Lee September 7, 2010 E. Beretta (Università di Roma La

More information

Some bounds for the spectral radius of the Hadamard product of matrices

Some bounds for the spectral radius of the Hadamard product of matrices Some bounds for the spectral radius of the Hadamard product of matrices Guang-Hui Cheng, Xiao-Yu Cheng, Ting-Zhu Huang, Tin-Yau Tam. June 1, 2004 Abstract Some bounds for the spectral radius of the Hadamard

More information

A CONCISE PROOF OF THE GEOMETRIC CONSTRUCTION OF INERTIAL MANIFOLDS

A CONCISE PROOF OF THE GEOMETRIC CONSTRUCTION OF INERTIAL MANIFOLDS This paper has appeared in Physics Letters A 200 (1995) 415 417 A CONCISE PROOF OF THE GEOMETRIC CONSTRUCTION OF INERTIAL MANIFOLDS James C. Robinson Department of Applied Mathematics and Theoretical Physics,

More information

Spectral inequalities and equalities involving products of matrices

Spectral inequalities and equalities involving products of matrices Spectral inequalities and equalities involving products of matrices Chi-Kwong Li 1 Department of Mathematics, College of William & Mary, Williamsburg, Virginia 23187 (ckli@math.wm.edu) Yiu-Tung Poon Department

More information

A system coupling and Donoghue classes of Herglotz-Nevanlinna functions

A system coupling and Donoghue classes of Herglotz-Nevanlinna functions A system coupling and Donoghue classes of Herglotz-Nevanlinna functions S. Belyi, K. A. Makarov and E. Tsekanovskiĭ Abstract. We study the impedance functions of conservative L-systems with the unbounded

More information

Cayley-Hamilton Theorem

Cayley-Hamilton Theorem Cayley-Hamilton Theorem Massoud Malek In all that follows, the n n identity matrix is denoted by I n, the n n zero matrix by Z n, and the zero vector by θ n Let A be an n n matrix Although det (λ I n A

More information

Tensor Complementarity Problem and Semi-positive Tensors

Tensor Complementarity Problem and Semi-positive Tensors DOI 10.1007/s10957-015-0800-2 Tensor Complementarity Problem and Semi-positive Tensors Yisheng Song 1 Liqun Qi 2 Received: 14 February 2015 / Accepted: 17 August 2015 Springer Science+Business Media New

More information

LINEAR ALGEBRA MICHAEL PENKAVA

LINEAR ALGEBRA MICHAEL PENKAVA LINEAR ALGEBRA MICHAEL PENKAVA 1. Linear Maps Definition 1.1. If V and W are vector spaces over the same field K, then a map λ : V W is called a linear map if it satisfies the two conditions below: (1)

More information

WEIGHTED LIMITS FOR POINCARÉ DIFFERENCE EQUATIONS. Rotchana Chieocan

WEIGHTED LIMITS FOR POINCARÉ DIFFERENCE EQUATIONS. Rotchana Chieocan WEIGHTED LIMITS FOR POINCARÉ DIFFERENCE EQUATIONS Rotchana Chieocan Department of Mathematics, Faculty of Science, Khon Kaen University, 40002 Khon Kaen, Thail rotchana@kku.ac.th Mihály Pituk* Department

More information

Scientiae Mathematicae Japonicae Online, Vol. 5, (2001), Ryo Ikehata Λ and Tokio Matsuyama y

Scientiae Mathematicae Japonicae Online, Vol. 5, (2001), Ryo Ikehata Λ and Tokio Matsuyama y Scientiae Mathematicae Japonicae Online, Vol. 5, (2), 7 26 7 L 2 -BEHAVIOUR OF SOLUTIONS TO THE LINEAR HEAT AND WAVE EQUATIONS IN EXTERIOR DOMAINS Ryo Ikehata Λ and Tokio Matsuyama y Received November

More information

Observer Design for a Flexible Robot Arm with a Tip Load

Observer Design for a Flexible Robot Arm with a Tip Load 5 American Control Conference June 8-, 5. Portland, OR, USA WeC7.6 Observer Design for a Flexible Robot Arm with a Tip Load Tu Duc Nguyen and Olav Egeland Abstract In this paper, we consider the observer

More information

The Hierarchical Product of Graphs

The Hierarchical Product of Graphs The Hierarchical Product of Graphs Lali Barrière Francesc Comellas Cristina Dalfó Miquel Àngel Fiol Universitat Politècnica de Catalunya - DMA4 April 8, 2008 Outline 1 Introduction 2 Graphs and matrices

More information

Determinant of the Schrödinger Operator on a Metric Graph, by Leonid Friedlander, University of Arizona. 1. Introduction

Determinant of the Schrödinger Operator on a Metric Graph, by Leonid Friedlander, University of Arizona. 1. Introduction Determinant of the Schrödinger Operator on a Metric Graph, by Leonid Friedlander, University of Arizona 1. Introduction Let G be a metric graph. This means that each edge of G is being considered as a

More information

A conjecture on sustained oscillations for a closed-loop heat equation

A conjecture on sustained oscillations for a closed-loop heat equation A conjecture on sustained oscillations for a closed-loop heat equation C.I. Byrnes, D.S. Gilliam Abstract The conjecture in this paper represents an initial step aimed toward understanding and shaping

More information

INVESTIGATING THE NUMERICAL RANGE AND Q-NUMERICAL RANGE OF NON SQUARE MATRICES. Aikaterini Aretaki, John Maroulas

INVESTIGATING THE NUMERICAL RANGE AND Q-NUMERICAL RANGE OF NON SQUARE MATRICES. Aikaterini Aretaki, John Maroulas Opuscula Mathematica Vol. 31 No. 3 2011 http://dx.doi.org/10.7494/opmath.2011.31.3.303 INVESTIGATING THE NUMERICAL RANGE AND Q-NUMERICAL RANGE OF NON SQUARE MATRICES Aikaterini Aretaki, John Maroulas Abstract.

More information

Semigroups of Operators

Semigroups of Operators Lecture 11 Semigroups of Operators In tis Lecture we gater a few notions on one-parameter semigroups of linear operators, confining to te essential tools tat are needed in te sequel. As usual, X is a real

More information

Determinant lines and determinant line bundles

Determinant lines and determinant line bundles CHAPTER Determinant lines and determinant line bundles This appendix is an exposition of G. Segal s work sketched in [?] on determinant line bundles over the moduli spaces of Riemann surfaces with parametrized

More information

NORMS ON SPACE OF MATRICES

NORMS ON SPACE OF MATRICES NORMS ON SPACE OF MATRICES. Operator Norms on Space of linear maps Let A be an n n real matrix and x 0 be a vector in R n. We would like to use the Picard iteration method to solve for the following system

More information

The Solvability Conditions for the Inverse Eigenvalue Problem of Hermitian and Generalized Skew-Hamiltonian Matrices and Its Approximation

The Solvability Conditions for the Inverse Eigenvalue Problem of Hermitian and Generalized Skew-Hamiltonian Matrices and Its Approximation The Solvability Conditions for the Inverse Eigenvalue Problem of Hermitian and Generalized Skew-Hamiltonian Matrices and Its Approximation Zheng-jian Bai Abstract In this paper, we first consider the inverse

More information

1. What is the determinant of the following matrix? a 1 a 2 4a 3 2a 2 b 1 b 2 4b 3 2b c 1. = 4, then det

1. What is the determinant of the following matrix? a 1 a 2 4a 3 2a 2 b 1 b 2 4b 3 2b c 1. = 4, then det What is the determinant of the following matrix? 3 4 3 4 3 4 4 3 A 0 B 8 C 55 D 0 E 60 If det a a a 3 b b b 3 c c c 3 = 4, then det a a 4a 3 a b b 4b 3 b c c c 3 c = A 8 B 6 C 4 D E 3 Let A be an n n matrix

More information

L 2 Geometry of the Symplectomorphism Group

L 2 Geometry of the Symplectomorphism Group University of Notre Dame Workshop on Innite Dimensional Geometry, Vienna 2015 Outline 1 The Exponential Map on D s ω(m) 2 Existence of Multiplicity of Outline 1 The Exponential Map on D s ω(m) 2 Existence

More information

Analysis of undamped second order systems with dynamic feedback

Analysis of undamped second order systems with dynamic feedback Control and Cybernetics vol. 33 (24) No. 4 Analysis of undamped second order systems with dynamic feedback by Wojciech Mitkowski Chair of Automatics AGH University of Science and Technology Al. Mickiewicza

More information

Strong stability of neutral equations with dependent delays

Strong stability of neutral equations with dependent delays Strong stability of neutral equations with dependent delays W Michiels, T Vyhlidal, P Zitek, H Nijmeijer D Henrion 1 Introduction We discuss stability properties of the linear neutral equation p 2 ẋt +

More information

Operators with numerical range in a closed halfplane

Operators with numerical range in a closed halfplane Operators with numerical range in a closed halfplane Wai-Shun Cheung 1 Department of Mathematics, University of Hong Kong, Hong Kong, P. R. China. wshun@graduate.hku.hk Chi-Kwong Li 2 Department of Mathematics,

More information

Positive Stabilization of Infinite-Dimensional Linear Systems

Positive Stabilization of Infinite-Dimensional Linear Systems Positive Stabilization of Infinite-Dimensional Linear Systems Joseph Winkin Namur Center of Complex Systems (NaXys) and Department of Mathematics, University of Namur, Belgium Joint work with Bouchra Abouzaid

More information

A functional model for commuting pairs of contractions and the symmetrized bidisc

A functional model for commuting pairs of contractions and the symmetrized bidisc A functional model for commuting pairs of contractions and the symmetrized bidisc Nicholas Young Leeds and Newcastle Universities Lecture 2 The symmetrized bidisc Γ and Γ-contractions St Petersburg, June

More information

Some Sobolev Spaces as Pontryagin Spaces

Some Sobolev Spaces as Pontryagin Spaces Some Sobolev Spaces as Pontryagin Spaces Vladimir A. Strauss Department of Pure Applied Mathematics, Simón Bolívar University, Sartenejas-Baruta, Apartado 89., Caracas, Venezuela Carsten Trun Technische

More information

Characterization of half-radial matrices

Characterization of half-radial matrices Characterization of half-radial matrices Iveta Hnětynková, Petr Tichý Faculty of Mathematics and Physics, Charles University, Sokolovská 83, Prague 8, Czech Republic Abstract Numerical radius r(a) is the

More information

Lecture Notes for Math 524

Lecture Notes for Math 524 Lecture Notes for Math 524 Dr Michael Y Li October 19, 2009 These notes are based on the lecture notes of Professor James S Muldowney, the books of Hale, Copple, Coddington and Levinson, and Perko They

More information

THE PERTURBATION BOUND FOR THE SPECTRAL RADIUS OF A NON-NEGATIVE TENSOR

THE PERTURBATION BOUND FOR THE SPECTRAL RADIUS OF A NON-NEGATIVE TENSOR THE PERTURBATION BOUND FOR THE SPECTRAL RADIUS OF A NON-NEGATIVE TENSOR WEN LI AND MICHAEL K. NG Abstract. In this paper, we study the perturbation bound for the spectral radius of an m th - order n-dimensional

More information

Physics 129B, Winter 2010 Problem Set 4 Solution

Physics 129B, Winter 2010 Problem Set 4 Solution Physics 9B, Winter Problem Set 4 Solution H-J Chung March 8, Problem a Show that the SUN Lie algebra has an SUN subalgebra b The SUN Lie group consists of N N unitary matrices with unit determinant Thus,

More information

BOUNDARY VALUE PROBLEMS IN KREĬN SPACES. Branko Ćurgus Western Washington University, USA

BOUNDARY VALUE PROBLEMS IN KREĬN SPACES. Branko Ćurgus Western Washington University, USA GLASNIK MATEMATIČKI Vol. 35(55(2000, 45 58 BOUNDARY VALUE PROBLEMS IN KREĬN SPACES Branko Ćurgus Western Washington University, USA Dedicated to the memory of Branko Najman. Abstract. Three abstract boundary

More information

Approximation algorithms for nonnegative polynomial optimization problems over unit spheres

Approximation algorithms for nonnegative polynomial optimization problems over unit spheres Front. Math. China 2017, 12(6): 1409 1426 https://doi.org/10.1007/s11464-017-0644-1 Approximation algorithms for nonnegative polynomial optimization problems over unit spheres Xinzhen ZHANG 1, Guanglu

More information

FEEDBACK STABILIZATION OF TWO DIMENSIONAL MAGNETOHYDRODYNAMIC EQUATIONS *

FEEDBACK STABILIZATION OF TWO DIMENSIONAL MAGNETOHYDRODYNAMIC EQUATIONS * ANALELE ŞTIINŢIFICE ALE UNIVERSITĂŢII AL.I. CUZA DIN IAŞI (S.N.) MATEMATICĂ, Tomul LV, 2009, f.1 FEEDBACK STABILIZATION OF TWO DIMENSIONAL MAGNETOHYDRODYNAMIC EQUATIONS * BY CĂTĂLIN-GEORGE LEFTER Abstract.

More information

Homogeneous Constant Matrix Systems, Part II

Homogeneous Constant Matrix Systems, Part II 4 Homogeneous Constant Matrix Systems, Part II Let us now expand our discussions begun in the previous chapter, and consider homogeneous constant matrix systems whose matrices either have complex eigenvalues

More information

BOUNDARY INVERSE PROBLEMS FOR NETWORKS OF VIBRATING STRINGS WITH ATTACHED MASSES. Sergei Avdonin, Nina Avdonina and Julian Edward

BOUNDARY INVERSE PROBLEMS FOR NETWORKS OF VIBRATING STRINGS WITH ATTACHED MASSES. Sergei Avdonin, Nina Avdonina and Julian Edward BOUNDARY INVERSE PROBLEMS FOR NETWORKS OF VIBRATING STRINGS WITH ATTACHED MASSES By Sergei Avdonin, Nina Avdonina and Julian Edward IMA Preprint Series #2457 (November 2015) INSTITUTE FOR MATHEMATICS AND

More information

implies that if we fix a basis v of V and let M and M be the associated invertible symmetric matrices computing, and, then M = (L L)M and the

implies that if we fix a basis v of V and let M and M be the associated invertible symmetric matrices computing, and, then M = (L L)M and the Math 395. Geometric approach to signature For the amusement of the reader who knows a tiny bit about groups (enough to know the meaning of a transitive group action on a set), we now provide an alternative

More information

Perturbation Theory for Self-Adjoint Operators in Krein spaces

Perturbation Theory for Self-Adjoint Operators in Krein spaces Perturbation Theory for Self-Adjoint Operators in Krein spaces Carsten Trunk Institut für Mathematik, Technische Universität Ilmenau, Postfach 10 05 65, 98684 Ilmenau, Germany E-mail: carsten.trunk@tu-ilmenau.de

More information

N-WEAKLY SUPERCYCLIC MATRICES

N-WEAKLY SUPERCYCLIC MATRICES N-WEAKLY SUPERCYCLIC MATRICES NATHAN S. FELDMAN Abstract. We define an operator to n-weakly hypercyclic if it has an orbit that has a dense projection onto every n-dimensional subspace. Similarly, an operator

More information

AN EFFECTIVE METRIC ON C(H, K) WITH NORMAL STRUCTURE. Mona Nabiei (Received 23 June, 2015)

AN EFFECTIVE METRIC ON C(H, K) WITH NORMAL STRUCTURE. Mona Nabiei (Received 23 June, 2015) NEW ZEALAND JOURNAL OF MATHEMATICS Volume 46 (2016), 53-64 AN EFFECTIVE METRIC ON C(H, K) WITH NORMAL STRUCTURE Mona Nabiei (Received 23 June, 2015) Abstract. This study first defines a new metric with

More information

b jσ(j), Keywords: Decomposable numerical range, principal character AMS Subject Classification: 15A60

b jσ(j), Keywords: Decomposable numerical range, principal character AMS Subject Classification: 15A60 On the Hu-Hurley-Tam Conjecture Concerning The Generalized Numerical Range Che-Man Cheng Faculty of Science and Technology, University of Macau, Macau. E-mail: fstcmc@umac.mo and Chi-Kwong Li Department

More information

ON A CLASS OF NON-SELF-ADJOINT QUADRATIC MATRIX OPERATOR PENCILS ARISING IN ELASTICITY THEORY

ON A CLASS OF NON-SELF-ADJOINT QUADRATIC MATRIX OPERATOR PENCILS ARISING IN ELASTICITY THEORY J. OPERATOR THEORY 4700, 35 341 c Copyright by Theta, 00 ON A CLASS OF NON-SELF-ADJOINT QUADRATIC MATRIX OPERATOR PENCILS ARISING IN ELASTICITY THEORY VADIM ADAMJAN, VJACHESLAV PIVOVARCHIK and CHRISTIANE

More information

The Spinor Representation

The Spinor Representation The Spinor Representation Math G4344, Spring 2012 As we have seen, the groups Spin(n) have a representation on R n given by identifying v R n as an element of the Clifford algebra C(n) and having g Spin(n)

More information

The Geometric Approach for Computing the Joint Spectral Radius

The Geometric Approach for Computing the Joint Spectral Radius Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference 2005 Seville, Spain, December 12-15, 2005 TuB08.2 The Geometric Approach for Computing the Joint Spectral

More information

Finding eigenvalues for matrices acting on subspaces

Finding eigenvalues for matrices acting on subspaces Finding eigenvalues for matrices acting on subspaces Jakeniah Christiansen Department of Mathematics and Statistics Calvin College Grand Rapids, MI 49546 Faculty advisor: Prof Todd Kapitula Department

More information

ON THE STABILITY OF THE QUASI-LINEAR IMPLICIT EQUATIONS IN HILBERT SPACES

ON THE STABILITY OF THE QUASI-LINEAR IMPLICIT EQUATIONS IN HILBERT SPACES Khayyam J. Math. 5 (219), no. 1, 15-112 DOI: 1.2234/kjm.219.81222 ON THE STABILITY OF THE QUASI-LINEAR IMPLICIT EQUATIONS IN HILBERT SPACES MEHDI BENABDALLAH 1 AND MOHAMED HARIRI 2 Communicated by J. Brzdęk

More information

A method for construction of Lie group invariants

A method for construction of Lie group invariants arxiv:1206.4395v1 [math.rt] 20 Jun 2012 A method for construction of Lie group invariants Yu. Palii Laboratory of Information Technologies, Joint Institute for Nuclear Research, Dubna, Russia and Institute

More information

C.I.BYRNES,D.S.GILLIAM.I.G.LAUK O, V.I. SHUBOV We assume that the input u is given, in feedback form, as the output of a harmonic oscillator with freq

C.I.BYRNES,D.S.GILLIAM.I.G.LAUK O, V.I. SHUBOV We assume that the input u is given, in feedback form, as the output of a harmonic oscillator with freq Journal of Mathematical Systems, Estimation, and Control Vol. 8, No. 2, 1998, pp. 1{12 c 1998 Birkhauser-Boston Harmonic Forcing for Linear Distributed Parameter Systems C.I. Byrnes y D.S. Gilliam y I.G.

More information

Properties for the Perron complement of three known subclasses of H-matrices

Properties for the Perron complement of three known subclasses of H-matrices Wang et al Journal of Inequalities and Applications 2015) 2015:9 DOI 101186/s13660-014-0531-1 R E S E A R C H Open Access Properties for the Perron complement of three known subclasses of H-matrices Leilei

More information

CESARO OPERATORS ON THE HARDY SPACES OF THE HALF-PLANE

CESARO OPERATORS ON THE HARDY SPACES OF THE HALF-PLANE CESARO OPERATORS ON THE HARDY SPACES OF THE HALF-PLANE ATHANASIOS G. ARVANITIDIS AND ARISTOMENIS G. SISKAKIS Abstract. In this article we study the Cesàro operator C(f)() = d, and its companion operator

More information

Uniform polynomial stability of C 0 -Semigroups

Uniform polynomial stability of C 0 -Semigroups Uniform polynomial stability of C 0 -Semigroups LMDP - UMMISCO Departement of Mathematics Cadi Ayyad University Faculty of Sciences Semlalia Marrakech 14 February 2012 Outline 1 2 Uniform polynomial stability

More information

Chapter 7. Canonical Forms. 7.1 Eigenvalues and Eigenvectors

Chapter 7. Canonical Forms. 7.1 Eigenvalues and Eigenvectors Chapter 7 Canonical Forms 7.1 Eigenvalues and Eigenvectors Definition 7.1.1. Let V be a vector space over the field F and let T be a linear operator on V. An eigenvalue of T is a scalar λ F such that there

More information

CLASSICAL ITERATIVE METHODS

CLASSICAL ITERATIVE METHODS CLASSICAL ITERATIVE METHODS LONG CHEN In this notes we discuss classic iterative methods on solving the linear operator equation (1) Au = f, posed on a finite dimensional Hilbert space V = R N equipped

More information

SJÄLVSTÄNDIGA ARBETEN I MATEMATIK

SJÄLVSTÄNDIGA ARBETEN I MATEMATIK SJÄLVSTÄNDIGA ARBETEN I MATEMATIK MATEMATISKA INSTITUTIONEN, STOCKHOLMS UNIVERSITET Matching Conditions for the Laplace and Squared Laplace Operator on a Y-graph av Jean-Claude Kiik 2014 - No 1 MATEMATISKA

More information