Characterization of localized effective spins in gapped quantum spin chains
Hayate Nakano, Seiji Miyashita

TL;DR
This paper investigates localized effective spins in gapped quantum spin chains caused by lattice inhomogeneities, using matrix product states to analyze their properties, responses to external fields, and interactions.
Contribution
It introduces exact MPS representations for induced spins in AKLT and bond-alternating Heisenberg models, enabling detailed analysis of their responses and interactions.
Findings
Effective spins can be characterized using MPS representations.
The response of induced spins to external magnetic fields is analyzed.
The effective exchange interaction between spins is quantified.
Abstract
We study properties of localized effective spins induced in gapped quantum spin chains by local inhomogeneities of the lattice. As a prototype, we study effective spins induced in impunity sites doped AKLT model by constructing the exact ground state in a matrix product state (MPS) form. We characterize their responses to external fields by studying an extended Zeeman interaction. We also study the antiferromagnetic bond-alternating Heisenberg chain with defect structures. For this model, an MPS representation similar to that for the AKLT model, "a uniform MPS with windows", is constructed, and it gives a good approximation of the ground state. We discuss the trade-off relation between the window length and the precision of the MPS ansatz. The effective exchange interaction between the induced spins is also investigated by using this representation.
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Characterization of localized effective spins in gapped quantum spin chains
Hayate Nakano
Department of Physics, University of Tokyo, 7-3-1 Hongo, Tokyo 113-0033, Japan
Seiji Miyashita
The Physical Society of Japan, 2-31-22 Yushima, Tokyo 113-0033, Japan
Institute for Solid State Physics, University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa 277-8581, Japan
Elements Strategy Initiative Center for Magnetic Materials, National Institute for Materials Science, 1-2-1 Sengen, Tsukuba 305-0047, Japan
Abstract
We study properties of localized effective spins induced in gapped quantum spin chains by local inhomogeneities of the lattice. As a prototype, we study effective spins induced in impunity sites doped AKLT model by constructing the exact ground state in a matrix product state (MPS) form. We characterize their responses to external fields by studying an extended Zeeman interaction. We also study the antiferromagnetic bond-alternating Heisenberg chain with defect structures. For this model, an MPS representation similar to that for the AKLT model, “a uniform MPS with windows,” is constructed, and it gives a good approximation of the ground state. We discuss the trade-off relation between the window length and the precision of the MPS ansatz. The effective exchange interaction between the induced spins is also investigated by using this representation.
I Introduction
Collective motions in quantum many-body systems are one of the most exciting topics in quantum dynamics, which give the basis of recently developing quantum information techniques Brennen and Miyake (2008); Miyake (2010); Bartlett et al. (2010); Meier et al. (2003); Srinivasa et al. (2007); Liu et al. (2013). As a typical example of such collective phenomena in quantum systems, it has been well studied that localized effective spins are induced in gapped quantum spin systems. Such structures appear at local inhomogeneities in lattices, e.g., edges, impurity spins, inhomogeneities of interactions, etc.
For example, edges and impurities in the antiferromagnetic Heisenberg chain have been studied extensively Kaburagi and Tonegawa (1994); Sorensen and Affleck (1995); Ramirez et al. (1994); Wang and Mallwitz (1996); Batista et al. (1999). Moreover, localized spin moments at the inhomogeneous structure are pointed out in several systems Nishino et al. (2000a, b).
Recently, the coherent dynamics of such localized magnetic structure has been measured in experiments. For example, Bertaina, et al. Bertaina et al. (2014) measured Rabi oscillations of the localized spins in , which was modeled by the antiferromagnetic bond-alternating Heisenberg chain (ABAHC). They also discussed the effect of the localized spins on the ESR spectrum and proposed possible use of the magnetic structure as a spin qubit.
Under these circumstances, the theoretical analysis of such localized effective spins becomes more important. In the present paper, we characterize such effective spins as a collective mode in gapped systems by making use of the matrix product state (MPS) representation White (1992); Schollwöck (2005, 2011); Perez-Garcia et al. (2007) and study their coherent responses to the external field.
As a prototype, we first study the Affleck-Kennedy-Lieb-Tasaki (AKLT) model Affleck et al. (1987, 1988). The AKLT model is a frustration-free spin model, and the exact uniform MPS representation of the ground state exists Fannes et al. (1992); Klümper et al. (1993). We dope impurity spins into the AKLT model and introduce interactions around them with projection operators in order not to break the frustration-free property. Then, the ground state exhibits effective spin structures. By replacing the tensors at the impurity sites, we can construct the exact MPS representation of the effective spin states. We call such MPS structure “a uniform MPS with windows.” By making use of this MPS representation, we study responses to an external magnetic field and propose a way of independent manipulation of two distinct systems (qubits) in two effective spins systems. We also point out such manipulation is not possible for more than two spins.
As a more realistic model, we study the ABAHC, which has the gapped ground state and inhomogeneities cause localized effective spins. Because this is not a frustration-free model, the discussions of the AKLT model are not fully applicable. However, MPS based analyses are still useful in this case. We studied the ABAHC with weak-weak bond defects and investigated the interaction between two effective spins induced by the defects. We obtained the asymptotic behavior of the interaction strength as a function of the separation by using the MPS representation with the windows. We also discuss the trade-off relation between the precision and the window length, both numerically and analytically.
The present paper is organized as follows. In Sec. II, we study MPS for the AKLT model with impurities as a prototype, and in Sec. III, MPS for the ABAHC are given. Summary and discussion are given in Sec. IV.
II Localized spin structure in the AKLT model
The AKLT model is an antiferromagnetic quantum spin chain described by the Hamiltonian
[TABLE]
is proportional to , which is defined as the projection operator onto the spin subspace of . Here, denotes the local Hilbert space at site .
For a chain with periodic boundary condition, the ground state is given as follows:
[TABLE]
where the operator acts as and denotes a dimer state of virtual spins
[TABLE]
The operator is a symmetrization operator, which makes two virtual spins into a spin as
[TABLE]
where denotes the combination number. This ground state is called a valence bond solid (VBS) state and often illustrated in a schematical picture depicted in Fig. 2.
This state is written in the conventional form of MPS:
[TABLE]
with the tensor with theree indices
[TABLE]
Here, denotes the basis of the system and denotes the Pauli matrices. The coefficients of (6) are introduced into to make the state normalized in the thermodynamic limit.
For a chain with open boundary condition, the ground state is obtained by applying the symmetrization operators (4) on the following state
[TABLE]
instead of the periodic dimer state (3). Because of the edge spins , the ground state is four-fold degenerate. We mention that these spin degrees of freedom are localized but not strictly localized around the edges. To make it clear, let us consider the magnetization profile in the case of and . Around the left edge, the profile is given by
[TABLE]
Since , this structure can be regarded as a localized spin originating from .
II.1 AKLT model with impurity spins
Here, we consider the AKLT model with a doped spin, which induces an localized spin structure. We tune the interactions around the doped spins to make the ground state exactly representable in the MPS form. The constructed Hamiltonian actiong on is
[TABLE]
where denotes an spin operator. Since the interaction around the impurity is also proportional to the projection operator, i.e.,
[TABLE]
the ground state of this Hamiltonian can be constructed in the same way as that of the uniform AKLT model. The ground state is schematically expressed in Fig. 2. Let us briefly illustrate how to construct the MPS representation of this state. First, we construct a product state of the dimer state (3) and an extra spin state ,
[TABLE]
The symmetrization operator acting on three spins is now given by
[TABLE]
By applying to , we obtain the ground state
[TABLE]
where denotes the index of the localized spin corresponding to the unpaired spin , and non-zero elements of are defined by
[TABLE]
From now, we consider only in the thermodynamic limit, i.e., limit of (13) 111It is straightforward to generalize the discussions in this section for finite-size systems. But then, despite the formula becomes very complicated, the conclusion remains essentially unchanged.. In this limit, the states are normalized, and the magnetization profiles of them are given by
[TABLE]
We note that is satisfied. Thus we succeeded to create effective spins represented by compact tensors by doping spins. Here, it should be noted that we may construct the effective spin states by simply introducing spins Kaburagi and Tonegawa (1994); Sorensen and Affleck (1995). However, in this case, there is no compact representation since the projection method used above is not available.
II.2 Response to magnetic field
Now, we discuss a response of the effective spin structures to external magnetic fields described by the Hamiltonian . For simplisity, hereafter we omit the argument . First, we consider the case of a uniform magnetic field . Since and , the dynamics is bounded in the ground state subspace. The matrix representation of
[TABLE]
is the same as that of the Hamiltonian acting on a single free spin. Therefore, the response is the same as that of free spin.
In the case of non-uniform external fields, i.e., is position-dependent, and no longer commute. Here, we assume that the gap above the ground state is large, and the transition to the excited states is negligible. Under this assumption, we study dynamics only in the ground states. Then, the matrix representation of is written as
[TABLE]
where we define effective magnetic fields as
[TABLE]
Thus, the response can be regarded again as the same as the free spin.
This observation indicates that the effective spin acts in the same way as long as the effective field is the same. Because of the one-to-many correspondence between and , we can construct many different s which generate the same dynamics. The degrees of freedom of effective fields suggests the possibility to manipulate multiple effective spins independently by tuning the distribution . Thus, in the following, we study the systems with multiple doped spins.
II.3 MPS of multiple induced spins
Now, we consider the Hamiltonian with multiple doped spins. By using the above-introduced tensor , we can construct the ground state as
[TABLE]
The ground state is -fold degenerate, where is the number of doped spins.
Here, we consider the case of , and we fix the positions of doped spins as and . The matrix elements of spin operators are given by
[TABLE]
and so on, where
[TABLE]
Now, we define as
[TABLE]
Then, the matrix elements of is written as
[TABLE]
where we define . Here it should be noted that the bases (24) are not orthonormal and the Gram matrix is
[TABLE]
where . can be regarded as a barometer of the overlap between the magnetization profiles of two effective spins. Because is different from the unit matrix , the dynamics generated by is different from that of two free spins.
To amend this difference, we introduce new basis by linear combinations of as
[TABLE]
where
[TABLE]
Then, the matrix elements of for these new bases are given by the same form of (25) after redefining as . Since the number of degrees of freedom of is larger than that of , we can control and independently by tuning . Thus, these new basis can be regarded as “qubit” states, which can be controlled independently by the external field.
II.4 More than two spins
Now we study the case when the number of effective spins becomes larger than two.
First, we consider the case of three spins. We found that it is impossible to properly define effective fields and an orthonormal basis set which satisfies
[TABLE]
In order to show this, we solve the generalized eigenvalue problem for
[TABLE]
If there exists a set of parameters satisfying (29), the eigenvectors are independent of the choice of the configuration . To check whether such parameter sets exist or not, we generated random configurations and solved the eigenvalue problem numerically. Then, we found that different configurations make the eigenvectors different. Thus, we conclude that the “qubit” states which can be controlled independently are not possible for the case with three spins.
This difference can be understood as a consequence of the scattering phenomena of the transfer matrices made of MPS (see Appendix C). In the case of more than two spins, as shown in (90), multiple scattering more than two times causes peculiar matrix element in . Such scattering processes, which do not take place in the case of two spins, make the qualitative difference.
III Antiferromagnetic bond-alternating Heisenberg chain
As mentioned in Introduction, effective spin structures are induced at local inhomogeneities in various kinds of gapped spin chains. A typical example of such gapped chains is the spin-Peierls chain, modeled by the ABAHC. Its Hamiltonian is given by
[TABLE]
where denotes an spin operator. We call the bond of the strength “strong bond” and that of “weak bond”. The ground state is thought to be in the same phase as the so-called dimer state. We can define a non-local string order parameter detecting the dimer order Hida (1992); Wang et al. (2013). These phases are regarded as the symmetry-protected topological phases named even-Haldane phase or odd-Haldane phase Haghshenas et al. (2014). Hereafter, we adopt the dimerization parameter as . This value corresponds to the ESR experiment Bertaina et al. (2014) and is suitable to visualize the magnetization profile of the effective spin smoothly.
We use a uniform MPS
[TABLE]
to approximate the ground state. The tensor is defined for every two sites, and are boundary vectors with complex elements. is the bond dimension of . and are chosen to satisfy the normalization , where the overline denotes the complex conjugate. To obtain the ground state, we optimize the tensor to minimize the energy . In the present study, we use the VUMPS algorithm Zauner-Stauber et al. (2018) for this purpose. We prepare several normalized random tensors as initial states of the optimization and check that the optimized tensors are independent of the initial choices. It suggests that the obtained states are not trapped in local minimums of the energy.
The correlation length of the ground state is calculated by the transfer matrix . The eigenvalues of , , are sorted in descending order of their magnitude. Because of the normalization, is equal to 1. We assume , and the correlation length is defined by .
For the present model, we found is large enough to study the qualitative characteristics of the effective spin structures, although the extrapolation to gives a quantitative difference. The correlation length of the MPS is . We also estimate the energy gap .
III.1 Defects and effective spin structures
Now, we study the ground state with a single defect. It is known that the ground state of the ABAHC has an effective spin structure around the inhomogeneity Nishino et al. (2000a, b). Here, we introduce a weak-weak bond defect into the ABAHC. The lattice structure is schematically drawn as
[TABLE]
where solid and dotted lines denote the strong and weak bonds, respectively.
We calculate the ground state of this model in the MPS form. We use the central tensors, which we call “window” in the uniform MPS, to express the effect of the defect. Namely, the variational wave function is given by
[TABLE]
where is the tensor already calculated for the uniform model. This form can be regarded as the generalization of (13). The TDVP algorithm Haegeman et al. (2011, 2013, 2016); Milsted et al. (2013) was used for the optimization of (see also Appendix A). In the optimization, we apply a small magnetic field in the -direction in order to break the degeneracy of the ground state.
We plot the magnetization profiles of the state calculated for and in Fig. 3. The sum of the profile is equal to , and therefore it can be regarded as an effective spin structure. These two profiles agree well, and thus we can say that the effective spin structure is well represented by the MPS (33) even in the case of .
III.2 Trade-off between window length and precision
In the previous section, we treated the window length as a control parameter of the numerical calculation. Although the wavefunction gives a good approximate state, dependence is still an important matter. In this subsection, we study how the difference between and behaves as a function of , where denotes the set of tensors optimized to minimize the energy for each window length.
To study the dependence, we plot the fidelity
[TABLE]
in Fig. 4. We find that the fidelity (34) decreases with the correlation length of the bulk as .
We believe that this behavior is general and does not depend on the detail of the model. We give an analytical result supporting this conjecture in Appendix A.
III.3 States with two localized spins
Now, we study the case with two effective spins in the ABAHC. The lattice structure is schematically drawn as
[TABLE]
Because the MPS (33) for already approximates the single effective spin state well, we construct a “man-made” state of two effective spins as
[TABLE]
where denotes the central tensor in (33) for . This state corresponds to a triplet state since two effective spins point in the same direction.
In the ABAHC, effective spins interact with each other, and this interaction breaks the degeneracy of the ground states, as illustrated in Fig. 5. We note that the exact degeneracy of the effective spin states (20) originates from the frustration-free property of the AKLT Hamiltonian. By making use of (35), we study the effective interaction as a function of the distance between two defects. We derive as
[TABLE]
by defining
[TABLE]
The detail derivation of (36) is given in Appendix B.
Unlike the case of the AKLT model, the effective Hamiltonian acting on the site 0 (the detail definition is given in (46)) is modified by the existence of , and the same happens on the site . Therefore, even when the state can represent the ground state with high accuracy, the accuracy of the man-made state may become worse when the distance between two effective spins is not large enough. We check the validity of (35) by a numerical calculation. In Fig. 6, we plot calculated by the man-made state (35) and by the state optimizing the whole tensors in the window . In the case , the interaction was well reproduced by the man-made state.
Thus, we conclude that the MPS based characterization of the effective spins is useful for very general cases.
IV Summary and Discussion
We have studied localized effective spins induced by inhomogeneous lattice structures in gapped quantum spin systems. As a prototype of such structure, first, we studied the AKLT model with doped spins. We constructed the exact MPS representation of the ground state and analyzed the response to external magnetic fields. We found that the response is given by a form of summation of local fields. Thus, by tuning the distribution of fields, we approximately manipulate the spins independently. However, if we take into account the non-orthonormality of the states, the operation interferes with each other, and the control is no more independent. We found that, for the case of two effective spins, we can construct qubit states which can be manipulated independently. But, we also found such construction is impossible for the cases of more than two spins.
As a realistic model, we studied the ABAHC with defects, which has been studied experimentally, e.g., the work of Bertaina, et al. Bertaina et al. (2014). The uniform MPS with impurity tensors can well approximate the ground state of this model as well as the case of the AKLT model. But, some qualitative differences, due to the absence of the frustration-free property, exists. The precision of the MPS approximation depends on the window length of the impurity tensors. We discover that this dependence is dominated by the bulk correlation length . We also studied the strength of the effective exchange interaction as a function of the separation of impurities, which was found to become small exponentially with the correlation length . For studying these characteristics, the MPS based characterization works well.
In the ESR experiment Bertaina et al. (2014), they found a sharp resonant peak, which is considered to be attributed to the effective spins. Besides the sharp peak, they also found a broad structure, which should be attributed to fast motion, including the excited state. In the present paper, we confined ourselves in the states below the gap. In order to explain the experimental results, we have to take the excited states into account. To study the effects of the excited states on the dynamics of the effective spins is a future work.
Acknowlegement
The authors thank Prof. Tomotoshi Nishino and Prof. Hosho Katsura for fruitful discussion. The present work was supported by Grants-in-Aid for Scientific Research C (No.18K03444) from MEXT of Japan, and the Elements Strategy Initiative Center for Magnetic Materials (ESICMM:Grant Number 12016013) under the outsourcing project of MEXT. The authors also thank the Supercomputer Center, the Institute for Solid State Physics, the University of Tokyo, for the use of the facilities. H.N. was supported by Advanced Leading Graduate Course for Photon Science (ALPS), the University of Tokyo.
Appendix A TDVP algorithm and Analysis of the length scale of the window
In this appendix, we introduce the optimization algorithm for the tensors in the window, e.g., in (33). This algorithm is based on the imaginary time evolution and called time-dependent variational principle (TDVP).
Now, we consider spin chain with the Hamiltonian
[TABLE]
As a starting point, we consider the state with the smallest window size:
[TABLE]
where denotes the tensor which was calculated for the uniform Hamiltonian . The spectral decomposition of the transfer matrix is given by
[TABLE]
where and denote the left and right eigenvectors of , respectively, satisfying . Here, is assumed. We also define the assosiated matrices and which fulfill
[TABLE]
denotes the optimized tensor to minimize the total energy. This optimization can be done by defining effective Hamiltonian and solve the eigenvalue problem. We define an operator transfer matrix as
[TABLE]
and shift the origin of the energy as . Then, the norm and the matrix elements of are given by
[TABLE]
[TABLE]
and are called infinite boundary conditions Phien et al. (2012); Lo et al. (2019); Michel and McCulloch (2010). The optimized tensor is obtained by solving the generalized eigenvalue problem .
Hereafter, for simplicity, we regard as a “vacuum” state and represent it by the following shorthand notation
[TABLE]
When some tensors in are replaced, we only denote the replaced tensors as
[TABLE]
Now, we consider the infinitesimal imaginary time evolution starting from . For small , this evolution is obtained by approximating
[TABLE]
by
[TABLE]
In order to calculate this time evolution, we solve the minimization problem
[TABLE]
However, because of the gauge degrees of freedom, i.e., for arbitrary matrix , is not uniquely determined. Then, we consider the following constrained optimization problem:
[TABLE]
By introducing a tensor satisfying
[TABLE]
and defining a parameter representation of as
[TABLE]
the constraints in (52) automatically satisfied for sites because . Here, denotes a matrix. Furthermore, the norm of is given by a simple form as
[TABLE]
We construct and define for in the same manner. Then, we can solve (52) for every sites independently:
[TABLE]
By repeating this step, we simulate the imaginary time evolution starting from as
[TABLE]
for every .
The result shown in Fig. 4 suggests that
[TABLE]
We analyze the short time behavior, where the dynamics can be regarded as linear, of the left hand side of (60), and prove that
[TABLE]
is satisfied if is enought small. Because Fig. 4 suggests the initial state is close to the state, we assume that the linear dynamics (61) gives the dominant contribution of (60).
We define , and then the left hand side of (61) is written as
[TABLE]
is obtained by taking of the right hand side of (58). For simplicity, we assume and define
[TABLE]
Since
[TABLE]
is obtained as
[TABLE]
Because of the property (53), if an operator acts only on the right-hand side sites of site , vanishes. We now define an independent matrix
[TABLE]
and then can be written as
[TABLE]
(61) is given as a consequence of (64) and (74).
Appendix B Derivation of the asymptotic form of the interaction
We consider the Hamiltonian with two inhomogeneities
[TABLE]
and the man-made state
[TABLE]
We define and shift the origin of to satisty
[TABLE]
The denominator and numerator of are given as
[TABLE]
and
[TABLE]
Appendix C Detail calculation of the AKLT model
By using the notation introduced in Appendix A, the transfer matrices of (6) and (14) are given as
[TABLE]
Now, we consider the case of of (20). We fix the positions of the doped spins as . To show the difference between and , we consider
[TABLE]
Different from the case of , (89) contains theree times scattering term as
[TABLE]
Such terms resulting from many times scattering make it impossible to represent in a simple form as (25).
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