
3
(ii) If there are cusps on the GBZ, the system is either
in the non-Bloch PT-broken phase or at the PT
transition point.
The proof of this result is given in [54]. It leverages a
basic property of arbitrary non-Hermitian lattice systems
with short-range hoppings, namely, the analyticity of the
characteristic polynomial f(E, β) with respect to βand
E.
Simple formula for the breaking threshold.– In addi-
tion to the geometric origin, another piece of informa-
tion conveyed by the model Eq. (1) is that its PT transi-
tion is characterized by the motion of saddle-point en-
ergies. With increasing non-Hermiticity, the energies
of S4and S5move upward and downward, respectively
[Figs. 1(c),(e),(g)]. Notably, along with S4and S5be-
ing merged into the GBZ [Fig. 1(d)], their energies coa-
lesce on the real axis at the transition point [Fig. 1(e)].
For a single-band model with non-Bloch Hamiltonian
H(β) = Pr
n=−lhnβn, such a coalescence is described by
H(βs,i) = H(βs,j )∈R,(3)
where βs,i and βs,j are two different saddle points on the
GBZ, satisfying ∂βH(β) = 0. We will demonstrate that
the condition Eq. (3) serves as an efficient criterion for
determining the non-Bloch PT breaking threshold.
We shall rephrase Eq. (3) in two steps to make its iden-
tification more feasible. First, we utilize a mathematical
concept called resultant to search for any degeneracy of
saddle-point energies, i.e., H(βs,i) = H(βs,j ) with i̸=j.
Then, we locate the parameter values that fulfill the con-
dition Eq. (3) by examining both the reality of the degen-
erate energies and whether the associated saddle points
belong to the GBZ. Here, the resultant is defined to iden-
tify whether two given polynomials have a common root
[56]. For example, the resultant Resx[x−a, x −b] = a−b
equals zero if and only if the roots x=aand x=b
are degenerate. Recalling that the saddle points are ex-
actly the common roots of f(E, β) = H(β)−E= 0
and ∂βf(E, β) = ∂βH(β) = 0, saddle-point energies
Es,i =H(βs,i) can be directly found by eliminating β,
which results in
g(E) = Resβh˜
f(E, β), ∂β˜
f(E, β)i= 0,(4)
where ˜
f(E, β) = βlf(E, β) is used to avoid negative pow-
ers of β. The roots of g(E) = 0 are exactly all the saddle-
point energies Es,i, i.e., g(E)∝Qi(E−Es,i). On the
other hand, the coalescence condition Eq. (3) suggests at
least a pair of Es,i are degenerate, which is thus equiv-
alent to ∂Eg(E) = 0. Therefore, the parameters with
degenerate saddle-point energies can be solved from
ResE[g(E), ∂Eg(E)] = 0.(5)
A standard procedure to derive the above resultants is
through the Sylvester matrix [54].
FIG. 2. The non-Bloch PT phase diagram of the model
Eq. (1) with t1= 1, t2= 0.2. The blue line is the phase
boundary determined by solving Eq. (5). The color map is
a density plot for the proportion Pof complex eigenvalues,
obtained by counting the proportion of eigenenergies with
|Im E|>10−10. The eigenenergies are obtained by diago-
nalizing an OBC Hamiltonian of length L= 200. The three
black stars mark the parameters used in Fig. 1.
When we consider γvariable and other parameters
fixed, ResE[g(E), ∂Eg(E)] is nothing but a polynomial of
γ. We are now in a place to tell which root of this poly-
nomial truly contributes to the coalescence described by
Eq. (3). In practice, the desired root is recognized un-
der the following procedure. We insert γobtained from
Eq. (5) back into Eq. (4) to find out the degenerate ener-
gies Es. Then, we solve and sort the roots of f(Es, β) =
Pr
n=−lhnβn−Es= 0 as |β1(Es)| ≤ . . . ≤ |βl+r(Es)|.
Moreover, since Eq. (5) is equivalent to the existence of
a pair of saddle points with the same energy, we can find
two roots βs,i and βs,j from f(Es, β) = ∂βf(Es, β) = 0.
Finally, according to the GBZ equation and Eq. (3), the
PT breaking threshold is determined by selecting those
roots of Eq. (5) that fulfill the conditions Im Es= 0 and
|βs,i|=|βs,j |=|βl(Es)|=|βl+1(Es)|[57].
So far, we have built up a systematic algebraic method
for determining the breaking threshold, the power of
which lies in the fact that we are able to find the phase
boundary without diagonalizing the real-space Hamilto-
nian or calculating the complete GBZ. In the Supple-
mental Material [54], we explicitly illustrate how to con-
duct this method step by step for the model Eq. (1)
with t2=t3= 0. For more general parameters (t2,
t3nonzero), filtering the roots of Eq. (5) with the GBZ
equation is also accurate and effortless for determining
the phase boundary. We demonstrate its results in Fig. 2:
the boundary between PT-exact and PT-broken phases
in the model Eq. (1) obtained via diagonalization agrees
well with the one through proper selection of the roots
of Eq. (5). The analytic method is, however, much more
efficient and free of finite-size effects.
Not limited to single-band cases, on a non-Hermitian
chain with PT symmetry, the generation of the first pair