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Growth and the geometry of the large zeros

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Part III The geometry of zeros

11 Growth and the geometry of the large zeros

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The finite exponential representation gives a polygon of exponents. Large zeros can occur where two dominant terms nearly cancel. The proof first localizes those zeros and then uses symmetry and uniqueness to place them on the rays. Finite exceptional zeros remain part of the later products and sums.

Three four-point zero orbits on the real and imaginary axes map under the fourth power to three positive reduced zeros on a logarithmic axis.
The exact order-four model. The first three zeros on each of four rays are mapped by \(w=z^4\) to three positive reduced zeros. The reduced axis uses a logarithmic scale. This complete order-four example does not classify the finite exceptional set at other orders.

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We now assume \(N\geq2\). Write

\[ \eta_k=e^{(2k+1)\pi i/N}, \qquad 0\leq k<N. \]

These are the vertices of a regular polygon and

\[ {\mathsf D}_N(z)=\frac1N\sum_{k=0}^{N-1}e^{\eta_kz}. \]

Standard fact 11.1: Order from Taylor coefficients

If \(f(w)=\sum_{n\geq0}a_nw^n\) is an entire function with infinitely many nonzero coefficients, then

\[ {\operatorname{ord}} f = \limsup_{\substack{n\to\infty\\a_n\ne0}} \frac{n\log n}{\log(1/|a_n|)}. \]

Canonical products for entire functions of order below one have genus zero. We use these standard facts in the form given in [Boas1954], [Titchmarsh1939].

Proposition 11.2: Orders and exponential type

For \(N\geq2\),

\[ {\operatorname{ord}}\Delta_N=\frac1N. \]

The function \({\mathsf D}_N\) has order one and exponential type one.

Proof of Proposition 11.2

The coefficient of \(w^n\) in \(\Delta_N\) has modulus \(1/(Nn)!\). Stirling's formula and Standard fact 11.1 give order \(1/N\). Since \(M_{f(\,\cdot\,^N)}(r)=M_f(r^N)\) for the maximum modulus, composition with \(z^N\) multiplies the order by \(N\) and gives order one for \({\mathsf D}_N\).

The finite exponential representation gives

\[ |{\mathsf D}_N(z)|\leq e^{|z|}, \]

so the type is at most one. Choose a root \(\eta_0\) and put \(z=t\overline{\eta_0}\) with \(t>0\). The term \(e^{\eta_0z}=e^t\) has strictly larger real exponent than every other term. Hence

\[ {\mathsf D}_N(t\overline{\eta_0}) = \frac1Ne^t(1+o(1)). \]

The type is therefore one.

Definition 11.3

For \(\theta\in\mathbb R\), define

\[ h_N(\theta) = \max_{0\leq k<N} \cos\left(\theta+\frac{(2k+1)\pi}{N}\right). \]

The tie directions are

\[ \mathfrak T_N = \left\{\frac{2\pi k}{N}:0\leq k<N\right\} \quad\bmod 2\pi. \]

Theorem 11.4: Indicator polygon and dominant sectors

The indicator of \({\mathsf D}_N\) equals \(h_N\), with the limsup taken over radii where \({\mathsf D}_N(re^{i\theta})\ne0\):

\[ \limsup_{r\to\infty} \frac1r\log|{\mathsf D}_N(re^{i\theta})| = h_N(\theta). \]

If \(K\) is a compact set of directions disjoint from \(\mathfrak T_N\), then there are \(\delta>0\) and \(R>0\) such that, for each \(\theta\in K\), one root \(\eta(\theta)\) of \(-1\) satisfies

\[ {\mathsf D}_N(re^{i\theta}) = \frac1N \exp\bigl(\eta(\theta)re^{i\theta}\bigr) \left(1+O(e^{-\delta r})\right) \]

uniformly for \(r\geq R\). In particular, no sufficiently large zero can lie in those directions.

Proof of Theorem 11.4

For \(z=re^{i\theta}\), the real part of the exponent \(\eta_kz\) is

\[ r\cos\left(\theta+\frac{(2k+1)\pi}{N}\right). \]

The triangle inequality gives the upper indicator bound \(h_N(\theta)\).

Away from a tie direction, the maximizing vertex is unique. It is constant on each connected component of the complement of the tie directions. A compact set avoiding all ties meets only finitely many such components, and compactness gives one uniform positive lower bound for every relevant projection gap. Division by the maximizing exponential gives the stated uniform asymptotic and the zero-free conclusion.

At a tie direction exactly two adjacent vertices attain the maximum. After rotation it is enough to take \(\theta=0\). With \(c_N=\cos(\pi/N)\) and \(s_N=\sin(\pi/N)\), the two dominant terms give

\[ \frac2N e^{c_Nr}\cos(s_Nr) \]

and every other term is exponentially smaller. Along a sequence on which \(|\cos(s_Nr)|\geq1/2\), the lower indicator bound is \(c_N=h_N(0)\). Rotational symmetry treats every tie direction.

The zero strings are governed by two adjacent exponents. Put

\[ a_N=\frac\pi N, \qquad s_N=\sin a_N, \qquad c_N=\cos a_N, \]

and

\[ A_N=\frac\pi{s_N}, \qquad t_m=A_N\left(m+\frac12\right). \]

For \(N\geq3\), also put

\[ \gamma_N=c_N-\cos(3a_N)>0. \]

Lemma 11.5: Two term dominance

Assume \(N\geq3\). There are positive constants \(Y\), \(R\), and \(C\) with the following properties.

If \(z=x+iy\) lies in the sector \(|\arg z|\leq a_N\), has \(x\geq R\), and is a zero of \({\mathsf D}_N\), then \(|y|\leq Y\).

On the strip \(x\geq R\) and \(|y|\leq Y\), define

\[ R_N(z) = \sum_{\substack{\eta^N=-1\\ \eta\ne e^{ia_N},e^{-ia_N}}} \exp\bigl((\eta-e^{-ia_N})z\bigr). \]

Then

\[ N e^{-e^{-ia_N}z}{\mathsf D}_N(z) = 1+e^{2is_Nz}+R_N(z), \]

and, for \(q=0,1,2\),

\[ |R_N^{(q)}(z)| \leq C e^{-\gamma_Nx}. \]

Proof of Lemma 11.5

A direct projection estimate gives the stronger bound

\[ Y=\frac{\log(N-1)}{2s_N} \]

for every zero in the sector, without a large-radius assumption. Write \(z=re^{i\theta}\) with \(0\leq\theta\leq a_N\) and \(r\geq0\). For \(0\leq\ell\leq N-2\), the angle \(\theta+(2\ell+1)a_N\) lies between \(a_N+\theta\) and \(2\pi-a_N-\theta\). Monotonicity of cosine on \([0,\pi]\), followed by reflection about \(\pi\), therefore gives

\[ \Re(\eta_\ell z)\leq r\cos(a_N+\theta). \]

The remaining vertex \(e^{-ia_N}\) has projection \(r\cos(a_N-\theta)\). Their difference is at least \(2s_Nr\sin\theta=2s_Ny\). If \({\mathsf D}_N(z)=0\), divide its finite exponential sum by the term with exponent \(e^{-ia_N}z\) and apply the triangle inequality:

\[ 1\leq(N-1)e^{-2s_Ny}. \]

Thus \(y\leq Y\). Conjugation gives the same bound for \(-y\) on the lower half sector. Since \(N\geq3\) and \(s_N>0\), this \(Y\) is positive.

On the resulting strip, the roots \(e^{ia_N}\) and \(e^{-ia_N}\) have real part \(c_N\), while each remaining root \(\eta=u+iv\) satisfies \(u\leq\cos(3a_N)=c_N-\gamma_N\). Hence

\[ \Re\bigl((\eta-e^{-ia_N})z\bigr) \leq-\gamma_Nx+2Y. \]

Division by \(e^{e^{-ia_N}z}\) gives the displayed normalization. Each differentiation multiplies a remainder term by \(\eta-e^{-ia_N}\), whose modulus is at most two. Thus, for \(q=0,1,2\),

\[ |R_N^{(q)}(z)|\leq(N-2)2^qe^{2Y}e^{-\gamma_Nx}. \]

One may take \(R=1\) and \(C=4(N-2)e^{2Y}\).

Lemma 11.6: Near cancellation of two exponentials

For every \(M>0\), there are constants \(\varepsilon_M>0\) and \(C_M>0\) such that the following holds. If

\[ |\Re w|\leq M \]

and

\[ |1+e^w|\leq\varepsilon_M, \]

then there is a unique integer \(m\) with

\[ |w-(2m+1)\pi i| \leq C_M|1+e^w|. \]

Proof of Lemma 11.6

In fact, the constants \(\varepsilon_M=1/2\) and \(C_M=3/2\) work for every complex \(w\), without the strip restriction. Put \(u=-(1+e^w)\) and \(L=\log(1+u)=\log(-e^w)\), using the principal logarithm. The elementary logarithm estimate on \(|u|\leq1/2\) gives \(|L|\leq(3/2)|u|\). Since \(e^{L+\pi i}=e^w\), there is an integer \(m\) such that

\[ w=L+(2m+1)\pi i. \]

This gives the required distance bound. Distinct centers are separated by at least \(2\pi\), whereas two centers satisfying the bound would be separated by at most \(3|1+e^w|\leq3/2\). Thus the integer is unique. The formal proof uses the convergent logarithm estimate and the exact periodicity theorem for the complex exponential.

Theorem 11.7: Large zero strings

Assume \(N\geq3\). There are constants \(m_0\), \(C\), and \(\gamma>0\) and a sequence of positive real simple zeros \((\tau_m)_{m\geq m_0}\) of \({\mathsf D}_N\) such that

\[ \tau_m = t_m+O(e^{-\gamma t_m}). \]

Every zero of sufficiently large modulus is of the form

\[ \omega^k\tau_m \]

for a unique \(0\leq k<N\) and a unique \(m\geq m_0\).

The derivatives satisfy

\[ {\mathsf D}_N'(\omega^k\tau_m) = \omega^{-k}{\mathsf D}_N'(\tau_m) \]

and

\[ |{\mathsf D}_N'(\tau_m)| = \frac{2s_N}{N}e^{c_N\tau_m} \left(1+O(e^{-\gamma\tau_m})\right). \]

Proof of Theorem 11.7

Work first in the sector \(|\arg z|\leq a_N\). By Lemma 11.5, every sufficiently large zero lies in a fixed strip about the positive real axis. Put

\[ G(z)=N e^{-e^{-ia_N}z}{\mathsf D}_N(z). \]

Then

\[ G(z)=1+e^{2is_Nz}+R_N(z) \]

with an exponentially small remainder and derivative.

If \(G(z)=0\), then

\[ |1+e^{2is_Nz}| \leq C e^{-\gamma_N\Re z}. \]

The real part of \(2is_Nz\) is bounded in the strip. Apply Lemma 11.6 with \(w=2is_Nz\). There is a unique integer \(m\) such that

\[ |z-t_m|\leq C_1e^{-\gamma_N\Re z}, \]

where

\[ t_m=\frac{(2m+1)\pi}{2s_N}. \]

In particular, \(|\Re z-t_m|=o(1)\). For all sufficiently large zeros we have \(|\Re z-t_m|\leq1\), and hence

\[ |z-t_m|\leq C_2e^{-\gamma_Nt_m} \]

with a constant independent of \(m\). Because \(\Re z\to+\infty\) in this argument, the corresponding integers \(m\) are eventually nonnegative and tend to infinity.

Fix a large \(m\), put \(a=2is_N\), and consider the closed disk \(B_m=\{z:|z-t_m|\leq 1/(2s_N)\}\). The remainder bounds hold uniformly on these fixed-radius disks. For sufficiently large \(m\), \(|R_N|\leq 1/2\) and \(|R_N'|\leq s_N/2\) there. Define

\[ \Phi_m(z)=t_m+\frac{\log(1+R_N(z))}{2is_N}, \]

using the principal logarithm. The estimate \(|\log(1+u)|\leq(3/2)|u|\) shows that \(\Phi_m\) maps \(B_m\) into itself. The derivative bound \(|\Phi_m'|\leq1/2\) makes it a contraction. Banach's fixed-point theorem gives a unique fixed point. On \(B_m\), \(|a(z-t_m)|\leq1<\pi\), so the principal logarithm inverts the exponential and the fixed-point equation is equivalent to \(G(z)=0\). Moreover,

\[ |z-t_m|\leq\frac{3}{4s_N}|R_N(z)|=O(e^{-\gamma_Nt_m}). \]

At this zero,

\[ |G'(z)|\geq |a|\,|1+R_N(z)|-|R_N'(z)|\geq s_N/2>0, \]

so the zero is simple. The disks are mutually disjoint because their diameter \(1/s_N\) is smaller than the center spacing \(\pi/s_N\). Enlarging the strip if necessary, these disks lie inside the fundamental sector and the fixed strip for large \(m\).

The localization estimate puts every sufficiently large zero in the fundamental sector into one of these disks. The zero sets of \(G\) and \({\mathsf D}_N\) coincide because their prefactor is nonzero. Each disk is invariant under complex conjugation, and \({\mathsf D}_N\) has real coefficients. The conjugate of its unique zero is therefore the same zero. It is real, positive for large \(m\), and simple by the derivative bound above. Denote it by \(\tau_m\).

The parts of the fundamental sector away from the positive tie ray, including its boundary rays, were already excluded uniformly. Rotational invariance now gives every remaining large zero as \(\omega^k\tau_m\). Distinct rays and the disjoint disks give uniqueness of \(k\) and \(m\). Taking \(\gamma=\gamma_N\) proves the zero location in the statement.

Differentiate the normalized expression. At \(z=\tau_m\),

\[ G'(\tau_m) = 2is_Ne^{2is_N\tau_m}+R_N'(\tau_m) = -2is_N+O(e^{-\gamma_N\tau_m}). \]

Since \(G(\tau_m)=0\),

\[ {\mathsf D}_N'(\tau_m) = \frac1N e^{e^{-ia_N}\tau_m}G'(\tau_m). \]

Taking absolute values gives the derivative asymptotic. Differentiating \({\mathsf D}_N(\omega z)={\mathsf D}_N(z)\) gives the rotation formula.

Theorem 11.8: Leading displacement term and derivative sign

With the notation of Lemma 11.5 and Theorem 11.7,

\[ \tau_m = t_m+ \frac{R_N(t_m)}{2is_N} + O(e^{-2\gamma_Nt_m}). \]

The quotient \(R_N(t_m)/(2is_N)\) is real. One also has

\[ {\mathsf D}_N'(\tau_m) = (-1)^{m+1} \frac{2s_N}{N} e^{c_N\tau_m} \left(1+O(e^{-\gamma_N\tau_m})\right). \]

Proof of Theorem 11.8

Put \(\delta_m=\tau_m-t_m\). The large zero theorem gives \(\delta_m=O(e^{-\gamma_Nt_m})\). Since \(e^{2is_Nt_m}=-1\),

\[ 1+e^{2is_N(t_m+\delta_m)} = -2is_N\delta_m+O(\delta_m^2). \]

The remainder estimate through the first derivative gives

\[ R_N(t_m+\delta_m) = R_N(t_m)+O(e^{-\gamma_Nt_m}|\delta_m|). \]

Substitution in the zero equation gives the displacement formula.

At the real point \(t_m\), the normalized value

\[ N e^{-e^{-ia_N}t_m}{\mathsf D}_N(t_m) \]

is purely imaginary. The two dominant terms cancel there, so \(R_N(t_m)\) is purely imaginary and the displayed correction is real.

For the derivative, use the formula in the proof of Theorem 11.7 and

\[ e^{-is_N\tau_m} = (-1)^m(-i) \left(1+O(e^{-\gamma_N\tau_m})\right). \]

The stated real sign follows.

Corollary 11.9: Leading correction for \(N=3\)

For \(N=3\),

\[ t_m=\frac{2\pi}{\sqrt3}\left(m+\frac12\right) \]

and

\[ \tau_m = t_m+ \frac{(-1)^m}{\sqrt3}e^{-3t_m/2} + O(e^{-3t_m}). \]

Proof of Corollary 11.9

The only nondominant exponent is \(-1\). Hence

\[ R_3(t) = \exp\left(\left(-\frac32+\frac{\sqrt3}{2}i\right)t\right). \]

At \(t=t_m\), its phase is \(i(-1)^m\). Insert this value into Theorem 11.8.

Corollary 11.10: The case \(N=2\)

For \(N=2\),

\[ {\mathsf D}_2(z)=\cos z. \]

Its zeros are

\[ \pm\left(m+\frac12\right)\pi, \qquad m\geq0, \]

and all are simple. They agree with the formula \(t_m=A_2(m+1/2)\).

Proof of Corollary 11.10

This is the standard zero set of the cosine function.

Corollary 11.11: Eventual simplicity and exact rays

For every \(N\geq2\), all but finitely many zeros of \({\mathsf D}_N\) are simple. Every sufficiently large zero lies on one of the rays

\[ \omega^k(0,\infty), \qquad 0\leq k<N. \]

Proof of Corollary 11.11

Use Theorem 11.7 for \(N\geq3\) and Corollary 11.10 for \(N=2\).

Example 11.12: Exact fourth-order strings

For \(N=4\),

\[ {\mathsf D}_4(z) = \cos\left(\frac z{\sqrt2}\right) \cosh\left(\frac z{\sqrt2}\right). \]

The positive zeros are exactly

\[ \tau_m = \sqrt2\pi\left(m+\frac12\right) = A_4\left(m+\frac12\right). \]

Rotation by the fourth roots of unity gives the real and imaginary zero strings. In this case the error term in Theorem 11.7 is identically zero.

Corollary 11.13: Reduced zeros

Let \(\Lambda_N\) be the nonzero zero multiset of \(\Delta_N\). All but finitely many members of \(\Lambda_N\) are positive and simple. They can be indexed as

\[ \lambda_m=\tau_m^N \]

for all sufficiently large \(m\). If \(N\geq3\), the notation may be chosen as in Theorem 11.7, and

\[ \lambda_m = t_m^N +O\left(t_m^{N-1}e^{-\gamma t_m}\right). \]

For \(N=2\), take \(\tau_m=t_m=\pi(m+1/2)\) for \(m\geq0\); then \(\lambda_m=t_m^2\) exactly.

Proof of Corollary 11.13

The identity \({\mathsf D}_N(z)=\Delta_N(z^N)\) identifies each orbit of \(N\) nonzero zeros of \({\mathsf D}_N\) with one zero of \(\Delta_N\). For \(N\geq3\), the large orbit representatives are the positive zeros \(\tau_m\) from Theorem 11.7; for \(N=2\), use Corollary 11.10. Simplicity is preserved because

\[ {\mathsf D}_N'(z)=Nz^{N-1}\Delta_N'(z^N) \]

and \(z\ne0\). The asymptotic follows by expanding \(\tau_m^N\) about \(t_m\).

Theorem 11.14: Zero counting asymptotics

Let \(n_{{\mathsf D}_N}(R)\) count the zeros of \({\mathsf D}_N\) in \(|z|\leq R\), with multiplicity. Let \(n_{\Delta_N}(R)\) count the zeros of \(\Delta_N\) in \(|w|\leq R\). Then, as \(R\to\infty\),

\[ n_{{\mathsf D}_N}(R) = \frac{N\sin(\pi/N)}{\pi}R+O(1) \]

and

\[ n_{\Delta_N}(R) = \frac{\sin(\pi/N)}{\pi}R^{1/N}+O(1). \]

Proof of Theorem 11.14

Each of the \(N\) rays contains one large zero near

\[ t_m=\frac\pi{\sin(\pi/N)}\left(m+\frac12\right). \]

Since \(\tau_m-t_m=o(1)\) and the model spacing is the positive constant \(A_N\), replacing \(\tau_m\leq R\) by \(t_m\leq R\) changes the count by at most a bounded amount. The number of such indices with \(t_m\leq R\) is

\[ \frac{\sin(\pi/N)}\pi R+O(1). \]

Multiplication by \(N\) and addition of the finite exceptional set give the first formula. The second follows from

\[ n_{{\mathsf D}_N}(R^{1/N})=Nn_{\Delta_N}(R). \]

Corollary 11.15: Zero exponents

The exponent of convergence of the nonzero zeros of \({\mathsf D}_N\) is one. The exponent of convergence of the zeros of \(\Delta_N\) is \(1/N\).

Proof of Corollary 11.15

The asymptotic counting formulas in Theorem 11.14 give the two exponents by partial summation.

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