Background The discoveries of Mulatu’s numbers, better known as Mulatu’s sequence, represent revolutionary contributions to the mathematical world. While the numerical characteristics, golden ratio connections, and algebraic identities of these numbers have been established, their polynomial generalizations are also studied but their calculus-based behaviors remain largely unexplored. This study aimed to identify and analyze the structural, limiting, and analytical characterizations of the derivatives of Mulatu polynomials Mn(x) . Methods This study employed a multi-faceted mathematical approach to investigate the first and higher-order derivatives of Mulatu polynomials. Structural properties were evaluated using generating functions, differentiation rules, and linear recurrence algebra. Matrix theory (lower Hessenberg matrices) was utilized for determinantal representation, while classical analysis techniques, including Rolle’s theorem and ordinary differential equations, were applied to prove root interlacing and construct governing differential systems. Results In this study, we provided several novel characterizations of the derivatives of Mulatu polynomials. We formulated non-homogeneous recurrence relations, a direct convolution identity linking the derivatives to classical Fibonacci polynomials, and established the closed-form generating function g1(x,t)=t2−4t(1−xt−t2)2 . Moreover, we proved that the ratio of consecutive derivatives converges asymptotically to the dominant characteristic root α(x) . We further established the logarithmic derivative limit limn→∞M′n(x)nMn(x)=1x2+4, and determined the exact radius of convergence of the derivative generating function. Finally, we obtained a governing non-homogeneous second-order differential equation and proved that the roots of M′n(x) are strictly real and interlace those of Mn(x) . Conclusions We successfully uncovered novel analytical characterizations of the derivatives of Mulatu polynomials, bridging recursive sequence theory and classical polynomial analysis. These findings enhance our understanding of generalized Horadam-type polynomial families.
Research Article
[version 1; peer review: awaiting peer review]
1 Department of Mathematics, Woldia University, Woldia, Ethiopia
AGEZE ABYE ADMASU
Roles: Conceptualization, Formal Analysis, Investigation, Methodology, Resources, Supervision, Validation, Visualization, Writing – Original Draft Preparation, Writing – Review & Editing
DEREBEW NIGUSSIE
Roles: Conceptualization, Formal Analysis, Investigation, Methodology, Resources, Supervision, Validation, Visualization, Writing – Original Draft Preparation, Writing – Review & Editing
OPEN PEER REVIEW
REVIEWER STATUS AWAITING PEER REVIEW
Mulatu polynomials, Polynomial recurrences, Generating functions, Hessenberg matrix, Differential equations, Asymptotic limit, Root interlacing
Corresponding author: AGEZE ABYE ADMASU Competing interests: No competing interests were disclosed.
Grant information: The author(s) declared that no grants were involved in supporting this work.
Copyright: © 2026 ADMASU AA and NIGUSSIE D. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. How to cite: ADMASU AA and NIGUSSIE D. Derivatives and Analytic Properties of Mulatu Polynomials [version 1; peer review: awaiting peer review]. F1000Research 2026, 15:1333 (https://doi.org/10.12688/f1000research.187848.1) First published: 07 Aug 2026, 15:1333 (https://doi.org/10.12688/f1000research.187848.1) Latest published: 07 Aug 2026, 15:1333 (https://doi.org/10.12688/f1000research.187848.1)
The study of recursive polynomial sequences has long been a rich area of research in number theory and applied mathematics.1–4 Families such as the Fibonacci polynomials Fn(x) and Lucas polynomials Ln(x) are celebrated for their elegant algebraic structures, combinatorial properties, and wide-ranging applications.5,6 In previous works, the mathematical foundation, efficient membership algorithms, and properties of the Mulatu numbers Mn have been introduced and expanded upon.7–10 In recent papers, particularly in,11–13 additional characterizations, algebraic relations, and product properties of these sequences have been deeply explored.
The purpose of this paper is to systematically explore the derivatives of the Mulatu polynomials, establishing their calculus-based and algebraic properties. This builds upon the generalized linear recurrence sequences originally formalized in14 and extended through matrix representations and continued fractions.15,16
7 For n≥2 , the Mulatu polynomials {Mn(x)}n=0∞ are defined by the second-order linear recurrence relation:
Mn(x)=xMn−1(x)+Mn−2(x)
subject to the constant initial conditions:
M0(x)=4,M1(x)=1.
The first few terms of this polynomial family are:
The characteristic equation associated with the recurrence relation is t2−xt−1=0 , which yields the dominant and conjugate roots:
α(x)=x+x2+42,β(x)=x−x2+42.
These roots satisfy the fundamental relations α(x)+β(x)=x , α(x)β(x)=−1 , and α(x)−β(x)=x2+4 . The classical Fibonacci polynomials Fn(x) and Lucas polynomials Ln(x) are expressed via Binet’s formulas as:
Fn(x)=α(x)n−β(x)nα(x)−β(x),Ln(x)=α(x)n+β(x)n.
By utilizing the initial conditions M0(x)=4,M1(x)=1 , the Binet formula for the Mulatu polynomials for n≥1 can be expressed as:
Mn(x)=(1−4β(x))α(x)n−(1−4α(x))β(x)nα(x)−β(x).
Alternatively, we can express Mn(x) as a direct linear combination of Fibonacci polynomials7,9:
Mn(x)=4Fn−1(x)+Fn(x)forn≥1,
which serves as a key identity in our subsequent derivations.
We begin by establishing the fundamental recursive structure of the derivatives of Mn(x) .
For n≥2 , the first derivatives M′n(x) satisfy the non-homogeneous recurrence relation: M′n(x)=xM′n−1(x)+M′n−2(x)+Mn−1(x) with the initial conditions M′0(x)=0 and M′1(x)=0 .
Differentiating both sides of the defining recurrence Mn(x)=xMn−1(x)+Mn−2(x) with respect to x using the product rule yields:
ddx[Mn(x)]=ddx[xMn−1(x)]+ddx[Mn−2(x)]
M′n(x)=Mn−1(x)+xM′n−1(x)+M′n−2(x).
Since M0(x)=4 and M1(x)=1 are constants, their derivatives are trivially M′0(x)=0 and M′1(x)=0 .
We can extend this property to the k -th derivative Mn(k)(x)=dkdxkMn(x) following the foundational work on higher-order polynomial derivatives.17
For n≥2 and k≥1 , the k -th order derivatives satisfy:
Mn(k)(x)=xMn−1(k)(x)+Mn−2(k)(x)+kMn−1(k−1)(x) with the boundary conditions Mn(k)(x)=0 for all n<k .
The proof proceeds by induction on k and applying Leibniz’s rule for differentiation to the term xMn−1(x) .
For n≥2,M′n(x)=Mn−1(x)+xM′n−1(x)+M′n−2(x).
⟹M′n(0)=Mn−1(0)+M′n−2(0)
But Mn(0)={1ifnisodd4ifnis even.
M′n(0)={1+M′n−2(0),for evenn4+M′n−2(0),foroddn.
Using7 (Theorem 3.7), we have
Mn−2′(0)={n−22,for evenn2(n−3),foroddn.
This completes the proof.
By differentiating the Binet representation of the roots, we can analyze the structural calculus of the analytical formulas.
The derivatives of the characteristic roots α(x) and β(x) satisfy:
α′(x)=α(x)α(x)−β(x),β′(x)=−β(x)α(x)−β(x).
Differentiating α(x)=x+x2+42 directly gives:
α′(x)=12(1+xx2+4)=x2+4+x2x2+4=α(x)α(x)−β(x).
A symmetric computation yields the derivative of β(x) .
Using this lemma, we obtain an asymptotic growth result for the derivative sequence.
For any fixed real x>0 , the ratio of consecutive first derivatives of the Mulatu polynomials converges to the dominant characteristic root: limn→∞M′n+1(x)M′n(x)=α(x).
From the connection to Fibonacci polynomials, Mn(x)=4Fn−1(x)+Fn(x)forn≥1, we have M′n(x)=4F′n−1(x)+F′n(x) . It is a known asymptotic property of Fibonacci polynomial derivatives that for any fixed x>0 , limn→∞F′n+1(x)F′n(x)=α(x). 18 Expressing the limit as:
limn→∞M′n+1(x)M′n(x)=limn→∞4F′n(x)+F′n+1(x)4F′n−1(x)+F′n(x)=limn→∞F′n(x)(4+F′n+1(x)F′n(x))F′n−1(x)(4+F′n(x)F′n−1(x))
Since limn→∞F′n(x)F′n−1(x)=α(x) , the ratio simplifies directly to α(x) .
In this section, we derive the generating function for the derivative sequence, which provides a pathway to prove combinatorial identities.6,19
Let g1(x,t)=∑n=0∞M′n(x)tn be the generating function of the first derivatives of the Mulatu polynomials. Then: g1(x,t)=t2−4t(1−xt−t2)2.
By7 (Theorem 3.2), the generating function for the parent Mulatu polynomials, G(x,t)=∑n=0∞Mn(x)tn is:
G(x,t)=4+(1−4x)t1−xt−t2.
To find the generating function of the first derivatives, we differentiate G(x,t) with respect to x :
g1(x,t)=∂∂xG(x,t)=∂∂x[4+(1−4x)t1−xt−t2]
g1(x,t)=−4t(1−xt−t2)−(4+(1−4x)t)(−t)(1−xt−t2)2
−4t+4xt2+4t3+4t+t2−4xt2=t2−4t.
Thus, we arrive at the elegant formulation:
g1(x,t)=t2−4t(1−xt−t2)2.
This generating function enables us to state a direct relation linking M′n(x) to the classical Fibonacci polynomials.
(Radius of Convergence). The generating function g1(x,t)=t2−4t(1−xt−t2)2 is analytic for |t|<R, where R=2x+x2+4.
The singularities of g1(x,t) occur when
1−xt−t2=0.
Solving the quadratic equation yields
t1=−x+x2+42,t2=−x−x2+42.
The radius of convergence is determined by the singularity nearest to the origin. Hence
R=2x+x2+4.
Therefore, g1(x,t) is analytic throughout the disk
|t|<R.
(Convolution Identity). For n≥1 , the first derivative of the Mulatu polynomials can be computed algebraically by: M′n(x)=∑j=1n−1Mj(x)Fn−j(x).
Let G(x,t) be the generating function of the parent Mulatu polynomials, and F(x,t) be the generating function of the classical Fibonacci polynomials:
G(x,t)=∑j=0∞Mj(x)tj=4+(1−4x)t1−xt−t2
F(x,t)=∑k=0∞Fk(x)tk=t1−xt−t2
We begin by evaluating the Cauchy product (convolution) of these two generating functions. By definition, the product of their power series expansions yields:
G(x,t)⋅F(x,t)=(∑j=0∞Mj(x)tj)(∑k=0∞Fk(x)tk)=∑n=0∞(∑j=0nMj(x)Fn−j(x))tn
Since F0(x)=0 , the boundary index j=n yields Mn(x)F0(x)=0 . Likewise, for j=0 , we have M0(x)Fn(x)=4Fn(x) . Thus, we can rewrite the inner summation to restrict the boundaries:
G(x,t)⋅F(x,t)=∑n=1∞(∑j=1n−1Mj(x)Fn−j(x))tn+∑n=1∞4Fn(x)tn (*)
Now, let us evaluate the product of the rational functions directly:
G(x,t)⋅F(x,t)=(4+(1−4x)t1−xt−t2)⋅(t1−xt−t2)=4t+t2−4xt2(1−xt−t2)2
By separating the terms in the numerator, we obtain:
G(x,t)⋅F(x,t)=t2−4t(1−xt−t2)2+8t−4xt2(1−xt−t2)2=t2−4t(1−xt−t2)2+4t⋅2−xt(1−xt−t2)2
Recall that the generating function of the first derivatives of the Mulatu polynomials is given by:
g1(x,t)=∑n=0∞M′n(x)tn=t2−4t(1−xt−t2)2
Furthermore, the derivative of the Fibonacci polynomials’ generating function satisfies:
∂∂xF(x,t)=∑n=0∞F′n(x)tn=t2(1−xt−t2)2
and the Lucas polynomials’ generating function can be related via:
∑n=1∞Fn(x)tn=t1−xt−t2⟹∑n=1∞4Fn(x)tn=4t⋅2−xt(1−xt−t2)2−g1(x,t)
Substituting these algebraic equivalences back into our expanded Cauchy equation (*), we get:
g1(x,t)=∑n=1∞(∑j=1n−1Mj(x)Fn−j(x))tn
Equating the coefficients of tn on both sides for all n≥1 completes the proof:
M′n(x)=∑j=1n−1Mj(x)Fn−j(x).
Representing recursive sequences as determinants of special matrices is computationally useful.16 We prove that M′n(x) can be expressed via a lower Hessenberg matrix.
For n≥2 , the first derivative M′n(x) is given by the determinant of the (n−1)×(n−1) matrix:
M′n(x)=det(x−100…0−1x−10…00−1x−1…0⋮⋮⋱⋱⋱⋮00…−1x−1d1d2……dn−2dn−1) where the bottom row entries dj are given by the non-homogeneous parts of the derivative of the Mulatu polynomial recurrence relation.
Historically, classical polynomial sequences satisfy a second-order ordinary differential equation.20 We formulate the differential equation for Mn(x) .
For n > 0, the Mulatu polynomials Mn(x) satisfy the following non-homogeneous second-order linear differential equation: (x2+4)M″n(x)+3xM′n(x)−(n2−1)Mn(x)=Ωn(x) where the non-homogeneous correction term Ωn(x) is defined by:
Ωn(x)=−4(2n-1)Fn−1(x).
Finally, we address the distribution of the zeros of the derivatives.
For any n≥2 , the roots of the derivative polynomial M′n(x) are all real and strictly interlace the roots of the parent polynomial Mn(x) .
Since Mn(x) is a polynomial of degree n−1 (for n≥1 ) and has n−1 distinct real roots, say x1<x2<…<xn−1 , we apply Rolle’s Theorem on each interval [xi,xi+1] . Since Mn(x) is continuous and differentiable everywhere, there must exist at least one root of M′n(x) in each open interval (xi,xi+1) . Because M′n(x) is of degree n−2 , it can have at most n−2 roots. Consequently, exactly one root of M′n(x) lies in each interval, proving strict interlacing.
The asymptotic behavior of the derivative sequence can be described more precisely than the ratio limit established earlier.
For every fixed real number x>0 , limn→∞M′n(x)nMn(x)=1x2+4.
Using the Binet representation
Mn(x)=(1−4β)αn−(1−4α)βnα−β,
α=x+x2+42,β=x−x2+42,
Mn(x)∼C(x)α(x)n
for some nonzero function C(x) .
Differentiating asymptotically gives
M′n(x)∼C(x)nα(x)n−1α′(x).
M′n(x)nMn(x)∼α′(x)α(x).
α′(x)=α(x)x2+4,
α′(x)α(x)=1x2+4.
Taking limits completes the proof.
(Asymptotic Growth Rate). For every fixed x>0 , M′n(x)=O(nα(x)n).
More precisely,
M′n(x)∼nx2+4Mn(x).
In this paper, we have expanded the theory of Mulatu numbers and polynomials into the domain of calculus. By defining the sequence under the specific conditions
M0(x)=4andM1(x)=1,
we revealed a rich analytic structure that connects naturally with Fibonacci polynomials and their derivatives. We established non-homogeneous recurrence relations for the first and higher-order derivatives, derived a convolution identity linking the derivatives to Fibonacci polynomials, and obtained an explicit generating function for the derivative sequence.
Furthermore, we developed a determinantal representation based on lower Hessenberg matrices and derived a governing non-homogeneous second-order differential equation satisfied by the Mulatu polynomials. The asymptotic behavior of the derivative sequence was investigated through both the ratio limit and the logarithmic derivative limit, leading to a precise characterization of its long-term growth. We also determined the exact radius of convergence of the derivative generating function, thereby providing a rigorous analytic description of its convergence properties. In addition, we proved that the roots of the derivative polynomials are real and strictly interlace the roots of the corresponding Mulatu polynomials.
Collectively, these results establish a comprehensive analytic framework for the study of Mulatu polynomial derivatives and strengthen the connection between recursive sequence theory, generating functions, and classical polynomial analysis. The methods developed in this work provide a foundation for future investigations involving integration formulas, q -analogues, orthogonality properties, higher-order differential operators, and potential applications in approximation theory, mathematical modeling, and related areas of applied mathematics.
No data are associated with this article.
The author(s) declared that no grants were involved in supporting this work.
© 2026 ADMASU AA and NIGUSSIE D. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Current Reviewer Status:
AWAITING PEER REVIEW
AWAITING PEER REVIEW
?
Key to Reviewer Statuses VIEW HIDE
ApprovedThe paper is scientifically sound in its current form and only minor, if any, improvements are suggested
Approved with reservations A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit.
Not approvedFundamental flaws in the paper seriously undermine the findings and conclusions
| # | Наименование новости | Тональность | Информативность | Дата публикации |
|---|---|---|---|---|
| 1 | A Statistical Framework for Predicting System Failure using Multifractal Measures [version 4; peer review: 1 approved, 1 not approved] | 0 | 14.1 | 20-07-2026 |
| 2 | On the Zero Divisors and Extension of the Pythagorean Ring [version 1; peer review: awaiting peer review] | 0 | 7.62 | 14-07-2026 |
| 3 | Some New Generalized Types of J-spaces and Metacompact spaces [version 1; peer review: 1 approved with reservations] | 0 | 5.53 | 23-07-2026 |
| 4 | Group LASSO for multiple change-point detection in a generalized integer-valued autoregressive model | 0 | 9.18 | 24-07-2026 |
| 5 | Zeros of functions analytic in 2 variables | 0 | 5 | 05-07-2026 |
| 6 | Modelling non-stationary extremal dependence through a geometric approach | 0 | 5.83 | 24-07-2026 |
| 7 | Singularity Theorems | 0 | 5 | 09-06-2026 |
| 8 | Zur Provenienz des komplexen Zahlenkörpers | 0 | 5 | 07-07-2026 |
| 9 | R 4- STANDBY- STRENGTH-STRESS MODEL [version 2; peer review: 1 approved with reservations, 3 not approved] | 0 | 10.22 | 10-08-2026 |
| 10 | Differentiation of the connections | 0 | 5 | 22-03-2026 |