Abstract
This investigation explores two numerical approaches: the optimal auxiliary function method (OAFM) and the new iterative method (NIM). These techniques address the physical fractional-order Klein-Gordon equations (FOKGEs), a class of partial differential equations (PDEs) that model various physical phenomena in engineering and diverse plasma models. The OAFM is a recently introduced method capable of efficiently solving several nonlinear differential equations (DEs), whereas the NIM is a well-established method specifically designed for solving fractional DEs. Both approaches are utilized to analyze different variations in FOKGE. By conducting numerous numerical experiments on the FOKGE, we compare the accuracy, efficiency, and convergence of these two proposed methods. This study is expected to yield significant findings that will help researchers study various nonlinear phenomena in fluids and plasma physics.
1 Introduction
Fractional calculus (FC) has become a significant branch of practical mathematics and theoretical physics. Modeling real-world occurrences with fractional derivatives and integrals are more accurate than using the classical derivative. Some physical processes, such as signal processing, electronics, chemistry, viscoelasticity, dynamical systems, economics, biology, and nonlinear phenomena in plasma physics, can be modeled correctly and accurately using fractional derivatives. Many authors focused on significant advances and additions to FC [1,2,3,4,5,6,7,8]. FC is an essential area of study for most researchers and experts due to its fascinating applications. The analysis of fractional differential equations (DEs) is essential to many professions. Comparatively, fractional derivatives can represent a wide range of broad problems. A fascinating area of study in the study of wave movements in the real world is traveling waveforms. Mathematics and physics are engaged in wave dispersion and breaking on coasts, ship waves on water, storm-caused river flood waves, and free movements of confined water like lakes and ports in addition to nonlinear waves in plasmas [9 10 11].
On the other hand, the wave propagation equation explains how waves travel through dispersive media, such as liquid flow containing microscopic air bubbles or flow features in elastic channels, such as streams, rivers, and seas, as well as gravity waves in a nearby regions and waves in plasmas. This kind of dynamical system may be helpful in research on fluid movement, ocean wave dynamics, and the mechanism of propagating nonlinear waves in plasmas. Therefore, finding precise answers to fractional DEs is challenging [12,13,14]. Therefore, it can be handled using analytical and estimation techniques. Many practical approaches have been investigated and proposed for the solution of fractional DEs, including the fractional differential transform method [15,16,17], the Adomian decomposition method [18,19,20], the residual power series method [21,22,23], the variational iteration method [24,25,26], and the HAM method [27,28,29].
The time-fractional Klein-Gordon equation (TFKGE) has been considered in this research [30,31]. The Klein-Gordon (KG) equation plays a vital role in mathematical physics and numerous other scientific disciplines like solid-state physics, quantum field theory, nonlinear optics, and nonlinear waves in plasmas [32,33,34,35,36]. On the other hand, by exchanging the time order derivative with the fractional derivative of order, the classical KG equation is transformed into the fractional-order KG equation. The KG equation in fractional order reads
with initial condition (IC),
where
Due to its importance in several scientific and technical fields, the investigation of novel methods for solving fractional partial differential equations (PDEs) has attracted considerable interest. In this context, the Optimal auxiliary function method (OAFM) and the new iterative method (NIM) have distinguished themselves as potential approaches to deal with the difficulties in fractional PDEs. These techniques provide fresh ways to deal with the problems present in these equations, including fractional derivatives and nonlinear dynamics. By using auxiliary functions to convert fractional PDEs into systems of ordinary DEs, the OAFM makes it possible to use tried-and-true solution methods. The NIM, on the other hand, uses iterative refinement to increase the precision of approximation solutions for these equations. Both approaches have great promise in developing mathematical analysis and their use in various industries. This study examines the NIM and the OAFM in-depth to illuminate their ability to solve complex fractional PDEs.
The main purpose of the current study is to implement the OAFM and NIM for analyzing and solving the time-fractional Klein-Gordon equation (TFKGE).
2 Preliminaries
Some basic definitions of the Caputo fractional derivative are introduced and discussed here.
Definition 1
The formula for the Riemann fractional integral reads [32]
Definition 2
The fractional derivative of
Lemma 1
For
3 General procedure for the proposed methods
3.1 General procedure of OAFM
This section describes the OAFM approach for solving general fractional-order PDEs. Let us introduce the following general form for time fractional order PDEs:
which is subjected to the ICs,
Here
Step 1: We utilize a two-component approximate solution to address Eq. (4), which is as follows:
Step 2: To obtain the solutions for the zeroth- and first-order, we insert Eq. (6) in Eq. (4), to get
Step 3: For the purpose of determining the first approximation
by utilizing the inverse operator, we can obtain the expression for
Step 4: The nonlinear term that appeared in Eq. (7) reads
Step 5: To enhance the convergence of the first-order approximation
Step 6: We can calculate a first-order solution,
Step 7: There are various methods for determining the numerical values of convergence control parameters
where
3.2 Analysis of the NIM
To explain the basic idea of the NIM, the following general functional equation is considered
where
The nonlinear term can be decomposed as
Inserting Eqs (15) and (16) in Eq. (14), we get
Here the following recurrence relation is defined
Then, we have
3.2.1 Basic road map of NIM
In this context, we will explore a fundamental approach to fractional nonlinear PDEs with fractional order using the NIM method. To illustrate, let us consider the subsequent fractional order PDE as follows:
The function
where
3.3 Numerical problem
3.3.1 Implementation of OAFM
Example 1
Consider the following linear time-fractional KG problem
with IC,
Where both linear and nonlinear terms in Eq. (25) are defined as
The initial approximation is obtained according to Eq. (9)
Using the inverse operator, we get the following solution:
By using Eq. (29) in Eq. (27), the nonlinear terms become
The first approximation is given in Eq. (11).
we choose the auxiliary function
Adding Eqs. (29) and (33), we obtain OAFM solution
Also, the exact solution for this problem reads
Example 2
Consider the following time-fractional nonlinear KG problem
with IC,
whereas both linear and nonlinear terms read
The initial approximation is obtained from Eq. (9) as follows:
Using the inverse operator, we get the following solution:
From Eqs. (40) and (38), the nonlinear terms become
The first approximation is given in Eq. (11).
we choose the auxiliary function
Adding Eqs. (40) and (44), we obtained OAFM solution.
Example 3
Consider the following time-fractional nonlinear KG problem
with IC,
whereas the linear and nonlinear terms read
The initial approximation is obtained from Eq. (9).
Using the inverse operator, we get the following solution:
Inserting Eq. (50) in Eq. (48), the nonlinear terms become
The first approximation is given in Eq. (11).
we choose the auxiliary function
Adding Eqs. (40) and (44), we obtain the OAFM solution.
The values of C 1, C 2, C 3 and C 4 is define in Table 1.
3.3.2 Implementation of NIM
Applying Riemann–Liouville integral to example (1) (i.e., Eqs. (25) and (26)), we get
From NIM algorithm, the zeroth-order problem
The first-order component of the solution reads
The second-order component of the solution reads
Therefore, three terms approximate solution
Applying Riemann–Liouville integral to example (2) (i.e., Eqs. (36) and (37)), we get
From NIM algorithm, the zeroth-order problem
The first-order component of solution reads
The second-order component of solution reads
Therefore, three terms approximate solution
Applying Riemann–Liouville integral to example (3) (i.e., Eqs. (46) and (47)), we get
From NIM algorithm, the zeroth-order problem
The first-order component of solution reads
The second-order component of solution reads
Therefore, three terms approximate solution
4 Numerical results and discussion
In this work, we derived some approximations to the FOKGE using both OAFM and NIM approaches. The obtained results are compared with each other and with the exact solutions. It is found that there is a good agreement with all the obtained approximations. Tables 1–3 represent numerical values for auxiliary constant using collocation method. Both Figures 1–3 and Tables 4–6 indicate the comparison between the obtained approximations using both OAFM and NIM techniques for examples 1–6. Both approximation (34) using OAFM and the approximation (62) using NIM for example (1) or (4) are illustrated in Figures 1(a and b) and 1(c–d), respectively, against the fractional-order
Convergence control parameter values obtained by the collocation method
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Convergence-control parameter values obtained by collocation method
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Convergence control parameter values obtained by collocation method
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(a) 2D periodic approximation (34), (b) 3D periodic approximation (34) using OAFM technique, (c) 2D periodic approximation (62), and (d) 3D periodic approximation (62) using NIM technique.

(a) 2D periodic approximation (45), (b) 3D periodic approximation (45) using OAFM technique, (c) 2D periodic approximation (69), and (d) 3D periodic approximation (69) using NIM technique.

(a) 2D localized approximation (negative soliton) (55), (b) 3D localized approximation (negative soliton) (55) using OAFM technique, (c) 2D localized approximation (negative soliton) (76), and (d) 3D localized approximation (negative soliton) (76) using NIM technique.
Comparison between the approximations of example (1) or (4) using OAFM and NIM
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Comparison between the approximations of example (2) or (5) using OAFM and NIM
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Comparison between the approximations of example (3) or (6) using OAFM and NIM
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Figures 2(a and b) and 2(c and d), respectively, demonstrate both approximation (45) using OAFM and the approximation (69) using NIM for example (2) or (5), against the fractional-order
Both approximation (55) using OAFM and the approximation (76) using NIM for example (3) or (6) are, respectively, introduced in Figures 3(a and b) and 3(c and d) and 6 at different values of the fractional-order ρ. It is seen in this example that the magnitude of oscillation amplitude increases with the enhancement of ρ.
5 Conclusion
In this work, the OAFM and NIM have been carried out for analyzing and solving the FOKGE. The comparative study demonstrated that both mentioned methods produce results in excellent agreement. The obtained results provided accurate and reliable solutions to the FOKGE. NIM and OAFM have proven to be effective and efficient methods for solving this equation. Based on the obtained results, we expect that these results will serve many researchers who are interested in studying nonlinear phenomena in plasma physics and optical fibers.
Acknowledgments
The authors express their gratitude to Princess Nourah bint Abdulrahman University Researchers Supporting Project number (PNURSP2023R378), Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia. This work was supported by the Deanship of Scientific Research, the Vice Presidency for Graduate Studies and Scientific Research, King Faisal University, Saudi Arabia (Grant No. 4278). The authors thank everyone who supported and contributed to this research paper. In particular, the Al-Zaytoonah University of Jordan, for providing the necessary resources and facilities that facilitated the successful execution of this study. The authors also thank the people for their help and encouragement, which made this research possible.
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Funding information: The Princess Nourah bint Abdulrahman University Researchers Supporting Project number (PNURSP2023R378), Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia. This work was supported by the Deanship of Scientific Research, the Vice Presidency for Graduate Studies and Scientific Research, King Faisal University, Saudi Arabia (Grant No. 4278).
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Author contributions: All authors have accepted responsibility for the entire content of this manuscript and approved its submission.
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Conflict of interest: The authors state no conflict of interest.
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- Investigation of nanomaterials in flow of non-Newtonian liquid toward a stretchable surface
- Weak beat frequency extraction method for photon Doppler signal with low signal-to-noise ratio
- Electrokinetic energy conversion of nanofluids in porous microtubes with Green’s function
- Examining the role of activation energy and convective boundary conditions in nanofluid behavior of Couette-Poiseuille flow
- Review Article
- Effects of stretching on phase transformation of PVDF and its copolymers: A review
- Special Issue on Transport phenomena and thermal analysis in micro/nano-scale structure surfaces - Part IV
- Prediction and monitoring model for farmland environmental system using soil sensor and neural network algorithm
- Special Issue on Advanced Topics on the Modelling and Assessment of Complicated Physical Phenomena - Part III
- Some standard and nonstandard finite difference schemes for a reaction–diffusion–chemotaxis model
- Special Issue on Advanced Energy Materials - Part II
- Rapid productivity prediction method for frac hits affected wells based on gas reservoir numerical simulation and probability method
- Special Issue on Novel Numerical and Analytical Techniques for Fractional Nonlinear Schrodinger Type - Part III
- Adomian decomposition method for solution of fourteenth order boundary value problems
- New soliton solutions of modified (3+1)-D Wazwaz–Benjamin–Bona–Mahony and (2+1)-D cubic Klein–Gordon equations using first integral method
- On traveling wave solutions to Manakov model with variable coefficients
- Rational approximation for solving Fredholm integro-differential equations by new algorithm
- Special Issue on Predicting pattern alterations in nature - Part I
- Modeling the monkeypox infection using the Mittag–Leffler kernel
- Spectral analysis of variable-order multi-terms fractional differential equations
- Special Issue on Nanomaterial utilization and structural optimization - Part I
- Heat treatment and tensile test of 3D-printed parts manufactured at different build orientations
Articles in the same Issue
- Regular Articles
- Dynamic properties of the attachment oscillator arising in the nanophysics
- Parametric simulation of stagnation point flow of motile microorganism hybrid nanofluid across a circular cylinder with sinusoidal radius
- Fractal-fractional advection–diffusion–reaction equations by Ritz approximation approach
- Behaviour and onset of low-dimensional chaos with a periodically varying loss in single-mode homogeneously broadened laser
- Ammonia gas-sensing behavior of uniform nanostructured PPy film prepared by simple-straightforward in situ chemical vapor oxidation
- Analysis of the working mechanism and detection sensitivity of a flash detector
- Flat and bent branes with inner structure in two-field mimetic gravity
- Heat transfer analysis of the MHD stagnation-point flow of third-grade fluid over a porous sheet with thermal radiation effect: An algorithmic approach
- Weighted survival functional entropy and its properties
- Bioconvection effect in the Carreau nanofluid with Cattaneo–Christov heat flux using stagnation point flow in the entropy generation: Micromachines level study
- Study on the impulse mechanism of optical films formed by laser plasma shock waves
- Analysis of sweeping jet and film composite cooling using the decoupled model
- Research on the influence of trapezoidal magnetization of bonded magnetic ring on cogging torque
- Tripartite entanglement and entanglement transfer in a hybrid cavity magnomechanical system
- Compounded Bell-G class of statistical models with applications to COVID-19 and actuarial data
- Degradation of Vibrio cholerae from drinking water by the underwater capillary discharge
- Multiple Lie symmetry solutions for effects of viscous on magnetohydrodynamic flow and heat transfer in non-Newtonian thin film
- Thermal characterization of heat source (sink) on hybridized (Cu–Ag/EG) nanofluid flow via solid stretchable sheet
- Optimizing condition monitoring of ball bearings: An integrated approach using decision tree and extreme learning machine for effective decision-making
- Study on the inter-porosity transfer rate and producing degree of matrix in fractured-porous gas reservoirs
- Interstellar radiation as a Maxwell field: Improved numerical scheme and application to the spectral energy density
- Numerical study of hybridized Williamson nanofluid flow with TC4 and Nichrome over an extending surface
- Controlling the physical field using the shape function technique
- Significance of heat and mass transport in peristaltic flow of Jeffrey material subject to chemical reaction and radiation phenomenon through a tapered channel
- Complex dynamics of a sub-quadratic Lorenz-like system
- Stability control in a helicoidal spin–orbit-coupled open Bose–Bose mixture
- Research on WPD and DBSCAN-L-ISOMAP for circuit fault feature extraction
- Simulation for formation process of atomic orbitals by the finite difference time domain method based on the eight-element Dirac equation
- A modified power-law model: Properties, estimation, and applications
- Bayesian and non-Bayesian estimation of dynamic cumulative residual Tsallis entropy for moment exponential distribution under progressive censored type II
- Computational analysis and biomechanical study of Oldroyd-B fluid with homogeneous and heterogeneous reactions through a vertical non-uniform channel
- Predictability of machine learning framework in cross-section data
- Chaotic characteristics and mixing performance of pseudoplastic fluids in a stirred tank
- Isomorphic shut form valuation for quantum field theory and biological population models
- Vibration sensitivity minimization of an ultra-stable optical reference cavity based on orthogonal experimental design
- Effect of dysprosium on the radiation-shielding features of SiO2–PbO–B2O3 glasses
- Asymptotic formulations of anti-plane problems in pre-stressed compressible elastic laminates
- A study on soliton, lump solutions to a generalized (3+1)-dimensional Hirota--Satsuma--Ito equation
- Tangential electrostatic field at metal surfaces
- Bioconvective gyrotactic microorganisms in third-grade nanofluid flow over a Riga surface with stratification: An approach to entropy minimization
- Infrared spectroscopy for ageing assessment of insulating oils via dielectric loss factor and interfacial tension
- Influence of cationic surfactants on the growth of gypsum crystals
- Study on instability mechanism of KCl/PHPA drilling waste fluid
- Analytical solutions of the extended Kadomtsev–Petviashvili equation in nonlinear media
- A novel compact highly sensitive non-invasive microwave antenna sensor for blood glucose monitoring
- Inspection of Couette and pressure-driven Poiseuille entropy-optimized dissipated flow in a suction/injection horizontal channel: Analytical solutions
- Conserved vectors and solutions of the two-dimensional potential KP equation
- The reciprocal linear effect, a new optical effect of the Sagnac type
- Optimal interatomic potentials using modified method of least squares: Optimal form of interatomic potentials
- The soliton solutions for stochastic Calogero–Bogoyavlenskii Schiff equation in plasma physics/fluid mechanics
- Research on absolute ranging technology of resampling phase comparison method based on FMCW
- Analysis of Cu and Zn contents in aluminum alloys by femtosecond laser-ablation spark-induced breakdown spectroscopy
- Nonsequential double ionization channels control of CO2 molecules with counter-rotating two-color circularly polarized laser field by laser wavelength
- Fractional-order modeling: Analysis of foam drainage and Fisher's equations
- Thermo-solutal Marangoni convective Darcy-Forchheimer bio-hybrid nanofluid flow over a permeable disk with activation energy: Analysis of interfacial nanolayer thickness
- Investigation on topology-optimized compressor piston by metal additive manufacturing technique: Analytical and numeric computational modeling using finite element analysis in ANSYS
- Breast cancer segmentation using a hybrid AttendSeg architecture combined with a gravitational clustering optimization algorithm using mathematical modelling
- On the localized and periodic solutions to the time-fractional Klein-Gordan equations: Optimal additive function method and new iterative method
- 3D thin-film nanofluid flow with heat transfer on an inclined disc by using HWCM
- Numerical study of static pressure on the sonochemistry characteristics of the gas bubble under acoustic excitation
- Optimal auxiliary function method for analyzing nonlinear system of coupled Schrödinger–KdV equation with Caputo operator
- Analysis of magnetized micropolar fluid subjected to generalized heat-mass transfer theories
- Does the Mott problem extend to Geiger counters?
- Stability analysis, phase plane analysis, and isolated soliton solution to the LGH equation in mathematical physics
- Effects of Joule heating and reaction mechanisms on couple stress fluid flow with peristalsis in the presence of a porous material through an inclined channel
- Bayesian and E-Bayesian estimation based on constant-stress partially accelerated life testing for inverted Topp–Leone distribution
- Dynamical and physical characteristics of soliton solutions to the (2+1)-dimensional Konopelchenko–Dubrovsky system
- Study of fractional variable order COVID-19 environmental transformation model
- Sisko nanofluid flow through exponential stretching sheet with swimming of motile gyrotactic microorganisms: An application to nanoengineering
- Influence of the regularization scheme in the QCD phase diagram in the PNJL model
- Fixed-point theory and numerical analysis of an epidemic model with fractional calculus: Exploring dynamical behavior
- Computational analysis of reconstructing current and sag of three-phase overhead line based on the TMR sensor array
- Investigation of tripled sine-Gordon equation: Localized modes in multi-stacked long Josephson junctions
- High-sensitivity on-chip temperature sensor based on cascaded microring resonators
- Pathological study on uncertain numbers and proposed solutions for discrete fuzzy fractional order calculus
- Bifurcation, chaotic behavior, and traveling wave solution of stochastic coupled Konno–Oono equation with multiplicative noise in the Stratonovich sense
- Thermal radiation and heat generation on three-dimensional Casson fluid motion via porous stretching surface with variable thermal conductivity
- Numerical simulation and analysis of Airy's-type equation
- A homotopy perturbation method with Elzaki transformation for solving the fractional Biswas–Milovic model
- Heat transfer performance of magnetohydrodynamic multiphase nanofluid flow of Cu–Al2O3/H2O over a stretching cylinder
- ΛCDM and the principle of equivalence
- Axisymmetric stagnation-point flow of non-Newtonian nanomaterial and heat transport over a lubricated surface: Hybrid homotopy analysis method simulations
- HAM simulation for bioconvective magnetohydrodynamic flow of Walters-B fluid containing nanoparticles and microorganisms past a stretching sheet with velocity slip and convective conditions
- Coupled heat and mass transfer mathematical study for lubricated non-Newtonian nanomaterial conveying oblique stagnation point flow: A comparison of viscous and viscoelastic nanofluid model
- Power Topp–Leone exponential negative family of distributions with numerical illustrations to engineering and biological data
- Extracting solitary solutions of the nonlinear Kaup–Kupershmidt (KK) equation by analytical method
- A case study on the environmental and economic impact of photovoltaic systems in wastewater treatment plants
- Application of IoT network for marine wildlife surveillance
- Non-similar modeling and numerical simulations of microploar hybrid nanofluid adjacent to isothermal sphere
- Joint optimization of two-dimensional warranty period and maintenance strategy considering availability and cost constraints
- Numerical investigation of the flow characteristics involving dissipation and slip effects in a convectively nanofluid within a porous medium
- Spectral uncertainty analysis of grassland and its camouflage materials based on land-based hyperspectral images
- Application of low-altitude wind shear recognition algorithm and laser wind radar in aviation meteorological services
- Investigation of different structures of screw extruders on the flow in direct ink writing SiC slurry based on LBM
- Harmonic current suppression method of virtual DC motor based on fuzzy sliding mode
- Micropolar flow and heat transfer within a permeable channel using the successive linearization method
- Different lump k-soliton solutions to (2+1)-dimensional KdV system using Hirota binary Bell polynomials
- Investigation of nanomaterials in flow of non-Newtonian liquid toward a stretchable surface
- Weak beat frequency extraction method for photon Doppler signal with low signal-to-noise ratio
- Electrokinetic energy conversion of nanofluids in porous microtubes with Green’s function
- Examining the role of activation energy and convective boundary conditions in nanofluid behavior of Couette-Poiseuille flow
- Review Article
- Effects of stretching on phase transformation of PVDF and its copolymers: A review
- Special Issue on Transport phenomena and thermal analysis in micro/nano-scale structure surfaces - Part IV
- Prediction and monitoring model for farmland environmental system using soil sensor and neural network algorithm
- Special Issue on Advanced Topics on the Modelling and Assessment of Complicated Physical Phenomena - Part III
- Some standard and nonstandard finite difference schemes for a reaction–diffusion–chemotaxis model
- Special Issue on Advanced Energy Materials - Part II
- Rapid productivity prediction method for frac hits affected wells based on gas reservoir numerical simulation and probability method
- Special Issue on Novel Numerical and Analytical Techniques for Fractional Nonlinear Schrodinger Type - Part III
- Adomian decomposition method for solution of fourteenth order boundary value problems
- New soliton solutions of modified (3+1)-D Wazwaz–Benjamin–Bona–Mahony and (2+1)-D cubic Klein–Gordon equations using first integral method
- On traveling wave solutions to Manakov model with variable coefficients
- Rational approximation for solving Fredholm integro-differential equations by new algorithm
- Special Issue on Predicting pattern alterations in nature - Part I
- Modeling the monkeypox infection using the Mittag–Leffler kernel
- Spectral analysis of variable-order multi-terms fractional differential equations
- Special Issue on Nanomaterial utilization and structural optimization - Part I
- Heat treatment and tensile test of 3D-printed parts manufactured at different build orientations