Abstract
The present manuscript examines different forms of Initial-Value Problems (IVPs) featuring various types of Ordinary Differential Equations (ODEs) by proposing a proficient modification to the famous standard Adomian decomposition method (ADM). The present paper collected different forms of inverse integral operators and further successfully demonstrated their applicability on dissimilar nonlinear singular and nonsingular ODEs. Furthermore, we surveyed most cases in this very new method, and it was found to have a fast convergence rate and, on the other hand, have high precision whenever exact analytical solutions are reachable.
1. Introduction
Many real-life problems are modeled mathematically using Initial-Value Problems (IVPs) featuring various types of Ordinary Differential Equations (ODEs). Solutions to these problems are very important as they improve human lives. Thus, this importance is what necessitates various researchers to devise different mathematical methods to tackle countless models arising in, for instance, physics, chemistry, engineering, biology, economics, and social sciences, to mention a few. In particular, the literature is full of diverse studies of the competent method called the Adomian decomposition method (ADM) and its various modifications and extensions [,,]. In [,] some modifications of the Adomian decomposition method are presented for solving initial value problems in Ordinary Differential Equations. However, in [], a dependable semi-analytical method via the application of a modified Adomian decomposition method (ADM) to tackle the coupled system of Emden–Fowler-type equations has been proposed, and an effective differential operator together with its corresponding inverse is successfully constructed. The present study [] investigates certain singular Initial-Value Problems (IVPs) featuring the classical and generalized inhomogeneous LaneEmden-type equations. This study proposes different forms of inverse integral operators that are based on the Adomian method to accelerate the convergence rate of the standard Adomian decomposition method (ADM), which includes some cases from the survey that we present in this work. This method and its variants have been comprehensively utilized to treat different forms of linear and nonlinear ODEs, including integral equations and together with the combination of the two [,,,].
However, it is the aim of the present study to examine different forms of IVPs portraying different types of ODEs by proposing a proficient modification to the famous standards of ADM. The method devises different forms of inverse integral operators based on the available literature and further successfully demonstrates their applicability to a class of ODEs of physical relevance. Furthermore, we will assess this new method by establishing a comparative examination with the standard ADM and, on the other hand, with the exact analytical solutions whenever they are reachable.
2. Standard Adomian Decomposition Method
To present the standard ADM methodology, we take into consideration the following generalized ODE
where L and R are linear operators with , L is the highest linear operator, and R is an operator with a degree less than L, while F is a nonlinear operator from a Hilbert H. is a given function in H, and we are looking for satisfying (1). We assume that (1) has a unique solution for [], and is an inhomogeneous or source term. Next, we rewrite the above equation as follows
such that when the inverse operator of L is applied to both sides of the later equation it yields
where function emanates from the prescribed initial data.
Therefore, the ADM decomposes the solution and the nonlinear term as series forms as follows
where is the Adomian polynomials that are recurrently computed using the following relation [,]
Additionally, from the above Adomian polynomials relation, we express some of these components as follows
Hence, from the above equation, the recurrent solution is thus obtained via the ADM process as follows
such that the n-term approximation takes the form
where the closed-form solution is finally revealed as
The theoretical treatment of the convergence of ADM has been considered in [,,]. Cherruault [] has given the first proof of convergence of the Adomian decomposition method, and he used fixed-point theorems for abstract functional equations. Abbaoui and Cherruault [] have given new formulae that easily calculate the Adomian’s polynomials used in the decomposition methods. A simple proof of convergence of Adomian’s technique is presented in [].
3. Modified Adomian Decomposition Method
Let us now present a modification methodology based on the standard ADM to solve certain classes of nonsingular and singular ODEs featuring IVPs, including, for instance, low- and high-order and systems of inhomogeneous ODEs.
3.1. First-Order IVPs
To present this procedure on ODEs of the first order, let us consider the following first-order IVP []
where and are given functions, is the general nonlinear real term, and A is a supplied real constant.
Next, we rewrite Equation (11) using the operator denotation as follows
where L is the linear differential operator, together with its corresponding one-fold inverse integral operator defined as follows
Now, we apply the inverse operator expressed in Equation (13) to the first two terms of Equation (11) as follows
where Furthermore, applying the inverse operator to Equation (12) yields the following
Therefore, we make use of the modification of ADM by first decomposing and as suggested in Equation (4), and then we obtain
such that the overall recursive relation is acquired as follows
3.2. Second-Order IVPs
To present an efficient method based on the standard ADM to solve IVPs featuring singular ODEs of the second-order we refer to the well-known modification of ADM as suggested in []. In doing so, we take into consideration the following generalized second-order IVP
where and are given functions, is the general nonlinear real term, and and are supplied real constants.
What is more, we rewrite the ODE given in Equation (19) using the operator denotation as given in Equation (12) and further employ the following differential linear operator L together with its corresponding two-fold integral inverse as []
Therefore, applying the inverse operator given above to the resulting operator equation gives
such that
Hence, on decomposing the solution and the nonlinear term via infinite series earlier defined in Equation (4 ), the recurrent solution is thus given as follows
such that the n-term approximation takes the form
where the closed-form solution is finally revealed as
3.3. Second-Order Singular IVPs
More importantly, we mention here that the method presented in the above subsection for the second-order IVPs was generalized by Hosseini and Jafari [] for singular IVPs. This generalization is very powerful as it tackles different forms of second-order IVPs, including, for instance, linear, nonlinear, singular, and nonsingular ODEs.
However, considering a nonlinear singular second-order IVP of the form given in Equation (19), we suppose that the function is of the following singular form
where Taylor’s series expansion of exists at . Now, having already considered the differential linear operator and its inverse in Equation (20) based on the suggestion in [], it will be very difficult to obtain a closed-form solution in the presence of such a singularity in the above equation. Thus, it is pertinent to make use of polynomials to approximate and in order to swiftly obtain the components ’s. Therefore, we further obtain Taylor’s series expansion of at (for ) and re-express Equation (23) as follows
Thus, we have
and
where
Additionally, for any , we substitute Taylor’s series expansion of into (26) to yield
such that in the same manner, we obtain
where
Finally, the difficulty associated with the singular function with regards to the operators given in Equation (20) is thus solved in line with the present development presented above. Thus, the recurrent solution follows by easily computing the components ’s.
3.4. Higher-Order IVPs
As higher-order IVPs arise in many real-life applications, we present here a promising technique based on the standard ADM to solve higher-order IVPs, as asserted in []. Thus, we take into consideration the following generalized n-order IVP []
where and are given functions, F is a nonlinear differential operator of the order less than , and are prescribed real constants.
Furthermore, we equally express the ODE in the above system using differential operator denotation as follows
such that the differential operator L and its corresponding n-fold inverse integral operator are defined by
As we proceed through the use of the ADM procedure, we receive the following equation
which yields the following recurrent solution
and a closed-form solution of
3.5. Nonlinear System of IVPs
Let us take into consideration the following generalized system of nonlinear IVPs of ODEs,
where and are prescribed nice functions, are nonlinear real functions, and are supplied real constants.
Thus, without a loss of generalization, the modification of ADM personated in the above subsections can be equally extended to successfully tackle the system of nonlinear IVPs given above. This is, of course, can be performed by suitably constructing a generalized differential operator, L, together with its corresponding n-fold-generalized integral operator.
4. Numerical Illustrations
The present section demonstrates the application of the proposed methods on a number of test problems featuring different forms of ODEs.
Example 1.
Let us consider the following inhomogeneous first-order nonlinear IVP []
Standard Adomian decomposition method
First, we define a differential operator L together with its corresponding one-fold inverse integral operator as follows
Next, we express Equation (37) in operator form as follows
such that after applying to both sides of Equation (39) yields
Therefore, without a loss in generality, we obtain the following recurrent relation
where is the Adomian polynomial corresponding to the nonlinear term with a few components as follows
Therefore, substituting the above polynomial components into the recurrent relation determined in Equation (41) gives
Finally, from the above iterates, we obtain the following series solution
whose closed-form solution is
Modified Adomian decomposition method
Let us define a differential operator L together with its corresponding one-fold inverse integral operator as follows
Then, Equation (37) in operator form becomes
such that after operating in the later equation reveals Equation (47)
with
Therefore, on making use of Taylor’s series expansion on and of order the following solution iterates are obtained
Hence, we obtain the following series solution of the form given by
whose closed-form solution is
Example 2.
Let us consider the following inhomogeneous second-order linear singular IVP []
Standard Adomian decomposition method
We define a differential operator L together with its corresponding two-fold inverse integral operator as follows
Expressing Equation (53) in an operator form becomes
such that after taking of the later equation yields
Accordingly, we obtain the following recurrent relation
where some of its iterates are expressed as follows
We, therefore, conclude from the above components that the standard ADM fails as the obtained series solution is divergent.
Modified Adomian decomposition method
Let us define a differential operator L together with its corresponding two-fold inverse integral operator as follows
Expressing Equation (53) in an operator form becomes
while making use of on the above equations gives
Without a loss in generality, the proposed modified ADM reveals the following exact solution
In fact, this shows the power of the proposed method over the standard ADM.
Example 3.
Let us consider the following inhomogeneous second-order nonlinear IVP []
with the exact solution
Standard Adomian decomposition method
Let us define a differential operator L together with its corresponding two-fold inverse integral operator as follows
Accordingly, we obtain the following recurrent relation
where
and the Adomian polynomials, , of nonlinear term are given as follows
We mention here that Taylor’s series of order 10 was utilized on for the computation of . Thus, the solution becomes
Clearly, this solution converges to the exact solution as Taylor’s series expansion of order 10 of is expressed as
Modified Adomian decomposition method
Let us define a differential operator L together with its corresponding two-fold inverse integral operator as follows
Without a loss in generality, we obtain the following recurrent relation
Further, making use of Taylor’s series expansion of order 10 on and and coupling with obtaining the Adomian polynomials of the given nonlinearity terms in the original equation expressed in Equation (63), we receive the following solution
It is also obvious that the proposed modified ADM converges faster than the standard ADM; this can clearly be observed by comparing the two solutions.
Example 4.
Consider the following inhomogeneous second-order nonlinear singular IVP []
which admits the following exact solution
Standard Adomian decomposition method
Let us define a differential operator L together with its corresponding two-fold inverse integral operator as follows
As preceded, the following recurrent relation is obtained
where
is determined through the application of Taylor’s series by expanding at with order 9 to yield
while the Adomian polynomials, , of the nonlinear term are expressed for some terms as follows
In this case, we obtain
It is easy to see that the standard Adomian decomposition method converges to the exact solution (72) very slowly.
Modified Adomian decomposition method
We consider the following differential operator L together with its corresponding two-fold inverse integral operator as follows
such that
and
Therefore, with the application of Taylor’s series expansion on of order 9 with regards to Equation (80), we acquire
of which the recurrent relation is finally obtained as follows
Thus, through substituting Equations (79) and (80) into Equation (78), we have
where is pretty close to the exact analytical solution earlier stated.
Example 5.
Let us consider the following inhomogeneous third-order nonlinear IVP []
where is compatible with the following exact solution
What is more, expressing function using Taylor’s series expansion of order 9 yields
Standard Adomian decomposition method
We consider the following differential operator L together with its corresponding three-fold inverse integral operator as follows
As preceded, the following recurrent relation is obtained
where is determined through the application of Taylor’s series by expanding at as follows
while the Adomian polynomials, , corresponding to the nonlinear term are given for some components as follows
Additionally, we further affirm the obtained series solution in the above equation by applying Taylor’s series expansion of order 9 to the exact solution as follows
Certainly, the obtained series solution gradually progresses to the exact closed-form solution, but slowly. Thus, the convergence rate of standard ADM is slow; this can clearly be seen in the proposed scheme.
Modified Adomian decomposition method
Accordingly, we consider the following differential operator L together with its corresponding three-fold inverse integral operator as follows
such that
and
Therefore, with the application of Taylor’s series expansion of order 9 on and with regards to Equation (92), we obtain
In addition, we rewrite the above inverse operator in terms of a and b as follows
Thus, the resulting recurrent relation is obtained based on Equation (35) as follows
such that some of its component sums are as follows
Therefore, it is obvious that the proposed modified ADM converges faster than the standard ADM, as earlier demonstrated; this can clearly be seen by comparing the two series solutions in Equations (90) and (98), respectively. The modified ADM solution of equals the standard ADM solution of in fact, the convergence rate of this method is higher by far.
Example 6.
Consider the following nonlinear system of inhomogeneous second-order IVPs []
where and are compatible with the following exact solution set
More so, expressing functions and using Taylor’s series expansion order 9 yields
Standard Adomian decomposition method
Without a loss in generality, the system admits the following recurrent relation
and
where and are the Adomian polynomials corresponding to the nonlinear terms and respectively. Additionally, function represents Taylor’s series expansion of of order 9. Thus, by considering Equation (101) and (102), we obtain
and
Therefore, the obtained standard ADM solution converges to the exact solution; this could be seen clearly by expanding the exact solution using Taylor’s expansion and thereafter comparing the two solutions.
Modified Adomian decomposition method
Accordingly, we consider the following differential operator L together with its corresponding two-fold inverse integral operator as follows
such that
Therefore, with the application of Taylor’s series expansion of order 9 on and with regards to Equation (105), we obtain
In addition, we rewrite the above inverse operator in terms of a and b as follows
Thus, the resulting recurrent relation is obtained as follows
Now, we consider the second differential operator L together with its corresponding two-fold inverse integral operator as follows
such that
Therefore, with the application of Taylor’s series expansion of order 9 on and with regards to Equation (105), we obtain
In addition, we rewrite the above inverse operator in terms of c and d as follows
Thus, the resulting recurrent relation is obtained as follows
such that some components are expressed as follows
and
where the present method also outperforms the standard ADM. This could undoubtedly be noted by comparing the two solutions where the modified ADM solution of matches the standard ADM solution of This further affirms the higher convergence rate of the proposed method.
5. Conclusions
In conclusion, the present manuscript examined various forms of IVPs by proposing a proficient modification to the famous standard ADM. The proposed method collected different forms of inverse integral operators and successfully applied them to dissimilar inhomogeneous nonlinear singular and nonsingular ODEs. The efficiency of the method was further assessed, taking into account its faster convergence rate and, on the other hand, its higher precision with the available exact analytical solutions. Thus, we finally recommend that the proposed method should be utilized to solve physical models arising in different nonlinear sciences.
Author Contributions
Data curation, A.A.A.; Investigation, A.A.A.; Methodology, M.A.-M.; Project administration, M.A.-M.; Software, N.A.; Validation, N.A.;Writing—review editing, H.O.B. All authors have read and agreed to the published version of the manuscript.
Funding
This research received no external funding.
Data Availability Statement
Not applicable.
Conflicts of Interest
The authors declare no conflict of interest.
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