Abstract
In this paper, homotopy analysis method (HAM) and variational iteration method (VIM) are utilized to derive the approximate solutions of the Tricomi equation. Afterwards, the HAM is optimized to accelerate the convergence of the series solution by minimizing its square residual error at any order of the approximation. It is found that effect of the optimal values of auxiliary parameter on the convergence of the series solution is not negligible. Furthermore, the present results are found to agree well with those obtained through a closed-form equation available in the literature. To conclude, it is seen that the two are effective to achieve the solution of the partial differential equations.
1 Introduction
The elliptic-hyperbolic classic Tricomi equation on a region Ω in R2 may be written in the form [1],
which is usually used to study characteristics of the solution between subsonic and supersonic flows of the compressible gas, namely transonic flow. Compared to the Chaplygin equation [2], neither the velocity of the sound nor the nonlinear boundary conditions affects this equation. If x → xm, the principal part of Eq. (1), i.e. wxx – xmwyy = 0, is called the Keldysh equation. Herein, the most pioneering researches undertaken on the Tricomi equation are reviewed.
Singh et al. [3] employed the homotopy perturbation Sumudu transform method (HPSTM) to solve the local fractional Tricomi equation in the fractal transonic flow. They reported that their proposed model provides the results without any transformation of the equations into the discrete counterparts and is completely free of the round-off errors. Yagdjian [4] analyzed Eq. (1) by using the integral transform approach which was introduced in Ref. [5] for the hyperbolic domain. Nazipov [6] presented solution of the spatial Tricomi problem for a single mixed-type equation in which the study was carried out in a bound spatial domain. In this regard, Sabitov [7] presented a similar work for a mixed parabolic-hyperbolic equation. Quintanilla [8] analyzed the spatial behavior of the Tricomi equation by reaching the decay for an equation which may be elliptic, hyperbolic and parabolic depending on the different points of the region. Zhang [9] converted the linear Tricomi equation into a confluent hypergeometric equation using partial Fourier-transformation. He could also capture an explicit solution of the initial value problem in terms of two integral operators.
Recently, the analytic approximation of the partial differential equations has been extensively studied through some nonperturbative techniques: Adomian decomposition method (ADM) [10, 11], VIM [12, 13], inverse scattering method [14], δ-expansion method [15] etc. The HAM [16, 17, 18, 19, 20] is one of the most effective methods for finding the analytic solution of the partial differential equations. It is required to set ℏ ≠ 0 as an auxiliary parameter for the case in which the variation of this parameter may lead to a uniformly continuous family of functions. In this regard, Sajid and Hayat [21] presented an analytic solution to the heat conduction/convection equation when the effects of nonlinearity had been taken into account. They also compared the HAM with the homotopy perturbation method (HPM) and drew a conclusion that if ℏ = –1, the HPM is a special case of the HAM. Odibat [22] captured the Legendre polynomials to solve the nonlinear fractional differential equations by approximating the non-homogeneous and nonlinear terms within the HAM and VIM. Liao [23] introduced a relationship between the HAM and Euler’s transformation via a nonlinear ordinary differential equation. He concluded that the Euler’s transformation is a special case of the HAM for some special choices of the initial approximation and auxiliary parameter. Shukla et al. [24] investigated the HAM by adding a non-homogenous term to the auxiliary linear operator L and concluded that this term plays a significant role in reducing the square residual error. Mastroberardino [25] studied a nonlinear boundary value problem for the electrohydrodynamic flow of a fluid in a circular cylindrical conduit using the HAM. He also showed that the HPM solution yields divergent in all cases. Motsa et al. [26] studied a fully-developed parallel flow through a horizontal channel using spectral homotopy analysis method (SHAM). They showed that the SHAM can utilize any form of the initial approximation and concluded that the 4th-order approximation of SHAM is in good agreement with the numerical findings.
The main purpose of the present paper is to provide an analytic solution of the Tricomi equation. To this end, the HAM is optimized to accelerate convergence of the series solution. Due to the fact that the VIM is a special case of the HAM [27], the HAM results are compared with those results obtained through this method as well as those obtained through a closed-form equation. To the best of the authors’ knowledge, no previous work has been conducted in open literature.
2 Series solution to the Tricomi equation using HAM
Let’s consider the following nonlinear algebraic equation,
where N and w (x, y) are a nonlinear differential operator and an unknown function, respectively. Using qϵ [0, 1] as an embedding parameter in topology, the following zero-order deformation equation is constructed,
where ψ (x, y; q) and w0(x, y) are an unknown function and an initial approximation of w(x, y), respectively. It is to be noted that by setting q = 0 and q = 1, it holds,
respectively. As q varies from 0 to 1, ψ (x, y; q) varies from the initial approximation w0(x, y) to the solution w(x, y). By expanding ψ (x, y; q) in a Taylor’s series with respect to q, the following homotopy-series is constructed,
where,
If Eq. (5) converges at q = 1, one has,
Differentiating the zero-order deformation Eq. (3)i-times with respect to q, dividing by i! and setting q = 1, the ith-order deformation equation will be constructed,
where,
and,
To apply the HAM on the present problem, consider Eq. (1) and its corresponding boundary conditions given,
It should be noted that the HAM enables us to choose an auxiliary linear operator [17]. To this end, the auxiliary linear operator L will be defined,
which has the property of,
where b0 and b1 are integration constants to be determined by the corresponding boundary conditions. Furthermore, the nonlinear differential operator N can be chosen in terms of Eq. (1),
By solving the ith-order deformation Eq. (8), the corresponding ith-order approximated solution can be obtained,
and,
Therefore, the ith-order approximated solution of w(x, y) will be obtained,
In theory, at the pth-order of approximation, the square residual error can be defined [28],
where ξ = ξ (x, y). It should be noted that by decreasing the values of Δp, the convergence for corresponding series solution would be faster [28].
3 VIM based Lagrange multiplier method
Generating the correction functional for the VIM to solve the partial differential equations is one of the procedures which can ensure a rapid convergence of the series solution. It is to be noted that neither the small parameter nor the very large one affects the solution [12].
By introducing the differential equation as a combination of linear and nonlinear operators in the form of L[w (x, y)]+N[w (x, y)] = f (x, y), where f (x, y) is a known analytic function, the correction functional can be written,
where λ is a general Lagrange multiplier which can be calculated by variational theory, wi(ξ) is considered as a restricted variation which means δwi(ξ) = 0. It is noted that the exact solution can be determined by w(x, y) = limi→∞wi(x, y). The application of the restricted variation in Eq. (19) is to simplify the determination of the multiplier [12].
By substituting Eq. (1) into Eq. (19), the correction functional of the present problem can be obtained,
Calculating the variation with respect to wi(x, y) and δwi+1(x, y) = 0 yields,
To find the explicit form of Eq. (21), it is sufficient to express the general Lagrange multiplier λ explicitly. To this end, using He and Wu’s paper [29], the Lagrange multiplier can be identified,
where k is the highest-order derivative. By setting k = 2, the Lagrange multiplier for the present problem can be determined,
After finding Eq. (23), the iteration formula can be given,
4 Results and discussion
To validate the present analytic solutions (i.e. HAM and VIM), present findings are compared with the separable solution of the generalized Tricomi equation, wxx – f(x)wyy = 0, which can be determined [30],
where c1, c2, and λ are arbitrary constants, and the function H = H(x) is calculated by the ordinary differential equation
The solutions for the Tricomi Eq. (1) obtained by the proposed techniques and those obtained through Eq. (25), when they are subjected to y = 1
| HAM (ℏ = 1) | VIM | Eq. (25) | |||
|---|---|---|---|---|---|
| x | |||||
| i = 7 | i = 9 | i = 11 | [30] | ||
| 0 | 0.495 | 0.497 | 0.499 | 0.504 | 0.502 |
| 0.2 | 0.493 | 0.495 | 0.497 | 0.502 | 0.500 |
| 0.4 | 0.484 | 0.487 | 0.489 | 0.495 | 0.492 |
| 0.6 | 0.458 | 0.461 | 0.464 | 0.471 | 0.466 |
| 0.8 | 0.411 | 0.414 | 0.417 | 0.425 | 0.419 |
| 1 | 0.328 | 0.331 | 0.334 | 0.343 | 0.336 |
To determine the valid values of the auxiliary parameter ℏ, one needs to examine the properties of the series solution. It should be noted that since the auxiliary parameter ℏ significantly influences on the convergence of the series solution [31], it is straightforward to use ℏ = 1 which is seen in Table 1. Furthermore, if the auxiliary parameter ℏ is properly chosen, the series solution may converge fast. However, for cases subjected to obtain higher convergence, the HAM may be optimized.
To investigate the accuracy of the VIM findings from Table 1, the relative error between VIM and Eq. (25) does not exceed 0.985%. It should be noted that although the present VIM findings suffer from a large error compared with the 11th-order approximation of the HAM ( = 0.551%), using this technique for analyzing the partial differential equations is still recommended. It is due to the fact that this scheme provides high convergence with more iteration by introducing a Lagrange multiplier λ [32] which is given in Eq. (23) for this problem. Moreover, solving Eq. (24) in terms of x and y and using the fact that ∫ ykdξ =
The optimal values of ℏ can be found by minimizing the square residual error Δp, which is given in Eq. (18). In this case, the variation of Δp at each order of the HAM solution should be plotted versus the variation of ℏ numerically. Hence, the optimal values of ℏ can be obtained at the minimum of the resulting graph which is illustrated in Figure 1 for 11th-order approximation of the HAM. As Figure 1 depicts, Δp indicates descending linear behaviour for ℏ ≤ 1.017 while ℏ > 1.017 suggests ascending linear behaviour of this curve.

Selection of the optimal values of ℏ for 11th-order approximation of the HAM
Table 2 investigates the optimal values of ℏ as well as the minimum value of the corresponded Δp for the Tricomi Eq. (1) at 7th-, 9th-, and 11th-order of the HAM solution. From this table, Δp decreases with an increase of the order of the approximation in series solution which indicates the convergence of the present HAM solution. In other words, using the optimal values of ℏ accelerates the rate of convergence of the series solution. It is seen that by increasing order of the approximation, the auxiliary parameter ℏ becomes more and more close to unity.
The optimal values of ℏ for solving the Tricomi Eq. (1) by applying y = 1
| i = 7 | i = 9 | i = 11 | ||||
|---|---|---|---|---|---|---|
| x | ||||||
| ℏopt | Δp | ℏopt | Δp | ℏopt | Δp | |
| 0 | 1.038 | 0.00003623 | 1.028 | 0.00001631 | 1.017 | 0.000009164 |
| 0.2 | 1.038 | 0.00003669 | 1.028 | 0.00001643 | 1.017 | 0.000009273 |
| 0.4 | 1.038 | 0.00003702 | 1.028 | 0.00001658 | 1.017 | 0.000009302 |
| 0.6 | 1.038 | 0.00003747 | 1.028 | 0.00001710 | 1.017 | 0.000009464 |
| 0.8 | 1.038 | 0.00003798 | 1.028 | 0.00001801 | 1.017 | 0.000009601 |
| 1 | 1.038 | 0.00003811 | 1.028 | 0.00001869 | 1.017 | 0.000009719 |
A comparison between the values of w(x, y) obtained by different orders of the HAM with and without utilizing the optimal values of ℏ is presented in Table 3. This table also compares the optimized HAM findings with the results obtained through Eq. (25). According to the results of this table, the relative error between the optimized 11th-order approximation of the HAM and Eq. (25) becomes only 0.052%. This is due to the fact that the optimized 11th-order approximation of the HAM can provide more accurate results than the non-optimized one. Therefore, one can conclude that this exhibits the significant effect of the optimal values of ℏ on the series solution.
Effect of the optimal values of ℏ on accelerating the HAM solution for the Tricomi Eq. (1), when they are subjected to y = 2. The values in parentheses are those obtained using ℏ = 1
| HAM | Eq.(24) | |||
|---|---|---|---|---|
| x | ||||
| i = 7 | i = 9 | i = 11 | [30] | |
| 0 | 1.908 (1.993) | 1.931 (1.996) | 1.942 (1.998) | 1.943 |
| 0.2 | 1.905 (1.990) | 1.929 (1.993) | 1.939 (1.995) | 1.940 |
| 0.4 | 1.899 (1.984) | 1.924 (1.986) | 1.933 (1.989) | 1.934 |
| 0.6 | 1.876 (1.958) | 1.897 (1.961) | 1.910 (1.964) | 1.911 |
| 0.8 | 1.828 (1.910) | 1.850 (1.912) | 1.862 (1.915) | 1.863 |
| 1 | 1.752 (1.828) | 1.773 (1.831) | 1.780 (1.834) | 1.781 |
5 Conclusions
Utilizing the HAM and VIM to solve the Tricomi equation, which is an abstraction of the Euler equation on a 2D fluid motion near the sonic condition, was the main objective of the present study. Due to the fact that the HAM contains the auxiliary parameter ℏ ≠ 0, the series solution was optimized by minimizing its square residual error at any order of the analytic approximation. It was found that the optimized HAM can accelerate convergence of the series solution. Furthermore, it was shown that the HAM can provide more accurate results than the VIM for solving the Tricomi equation. Comparison between the results found by the present analytic solutions and those prepared by a closed-form equation showed that such techniques can be considered as a promising tool for analyzing partial differential equations. This fact is due to the existing small differences between the results.
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© 2018 E. Khoshrouye Ghiasi and R. Saleh, published by De Gruyter
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- Compressed sensing image restoration algorithm based on improved SURF operator
- Design of load optimal control algorithm for smart grid based on demand response in different scenarios
- Face recognition method based on GA-BP neural network algorithm
- Optimal path selection algorithm for mobile beacons in sensor network under non-dense distribution
- Localization and recognition algorithm for fuzzy anomaly data in big data networks
- Urban road traffic flow control under incidental congestion as a function of accident duration
- Optimization design of reconfiguration algorithm for high voltage power distribution network based on ant colony algorithm
- Feasibility simulation of aseismic structure design for long-span bridges
- Construction of renewable energy supply chain model based on LCA
- The tribological properties study of carbon fabric/ epoxy composites reinforced by nano-TiO2 and MWNTs
- A text-Image feature mapping algorithm based on transfer learning
- Fast recognition algorithm for static traffic sign information
- Topical Issue: Clean Energy: Materials, Processes and Energy Generation
- An investigation of the melting process of RT-35 filled circular thermal energy storage system
- Numerical analysis on the dynamic response of a plate-and-frame membrane humidifier for PEMFC vehicles under various operating conditions
- Energy converting layers for thin-film flexible photovoltaic structures
- Effect of convection heat transfer on thermal energy storage unit
Articles in the same Issue
- Regular Articles
- A modified Fermi-Walker derivative for inextensible flows of binormal spherical image
- Algebraic aspects of evolution partial differential equation arising in the study of constant elasticity of variance model from financial mathematics
- Three-dimensional atom localization via probe absorption in a cascade four-level atomic system
- Determination of the energy transitions and half-lives of Rubidium nuclei
- Three phase heat and mass transfer model for unsaturated soil freezing process: Part 1 - model development
- Three phase heat and mass transfer model for unsaturated soil freezing process: Part 2 - model validation
- Mathematical model for thermal and entropy analysis of thermal solar collectors by using Maxwell nanofluids with slip conditions, thermal radiation and variable thermal conductivity
- Constructing analytic solutions on the Tricomi equation
- Feynman diagrams and rooted maps
- New type of chaos synchronization in discrete-time systems: the F-M synchronization
- Unsteady flow of fractional Oldroyd-B fluids through rotating annulus
- A note on the uniqueness of 2D elastostatic problems formulated by different types of potential functions
- On the conservation laws and solutions of a (2+1) dimensional KdV-mKdV equation of mathematical physics
- Computational methods and traveling wave solutions for the fourth-order nonlinear Ablowitz-Kaup-Newell-Segur water wave dynamical equation via two methods and its applications
- Siewert solutions of transcendental equations, generalized Lambert functions and physical applications
- Numerical solution of mixed convection flow of an MHD Jeffery fluid over an exponentially stretching sheet in the presence of thermal radiation and chemical reaction
- A new three-dimensional chaotic flow with one stable equilibrium: dynamical properties and complexity analysis
- Dynamics of a dry-rebounding drop: observations, simulations, and modeling
- Modeling the initial mechanical response and yielding behavior of gelled crude oil
- Lie symmetry analysis and conservation laws for the time fractional simplified modified Kawahara equation
- Solitary wave solutions of two KdV-type equations
- Applying industrial tomography to control and optimization flow systems
- Reconstructing time series into a complex network to assess the evolution dynamics of the correlations among energy prices
- An optimal solution for software testing case generation based on particle swarm optimization
- Optimal system, nonlinear self-adjointness and conservation laws for generalized shallow water wave equation
- Alternative methods for solving nonlinear two-point boundary value problems
- Global model simulation of OH production in pulsed-DC atmospheric pressure helium-air plasma jets
- Experimental investigation on optical vortex tweezers for microbubble trapping
- Joint measurements of optical parameters by irradiance scintillation and angle-of-arrival fluctuations
- M-polynomials and topological indices of hex-derived networks
- Generalized convergence analysis of the fractional order systems
- Porous flow characteristics of solution-gas drive in tight oil reservoirs
- Complementary wave solutions for the long-short wave resonance model via the extended trial equation method and the generalized Kudryashov method
- A Note on Koide’s Doubly Special Parametrization of Quark Masses
- On right-angled spherical Artin monoid of type Dn
- Gas flow regimes judgement in nanoporous media by digital core analysis
- 4 + n-dimensional water and waves on four and eleven-dimensional manifolds
- Stabilization and Analytic Approximate Solutions of an Optimal Control Problem
- On the equations of electrodynamics in a flat or curved spacetime and a possible interaction energy
- New prediction method for transient productivity of fractured five-spot patterns in low permeability reservoirs at high water cut stages
- The collinear equilibrium points in the restricted three body problem with triaxial primaries
- Detection of the damage threshold of fused silica components and morphologies of repaired damage sites based on the beam deflection method
- On the bivariate spectral quasi-linearization method for solving the two-dimensional Bratu problem
- Ion acoustic quasi-soliton in an electron-positron-ion plasma with superthermal electrons and positrons
- Analysis of projectile motion in view of conformable derivative
- Computing multiple ABC index and multiple GA index of some grid graphs
- Terahertz pulse imaging: A novel denoising method by combing the ant colony algorithm with the compressive sensing
- Characteristics of microscopic pore-throat structure of tight oil reservoirs in Sichuan Basin measured by rate-controlled mercury injection
- An activity window model for social interaction structure on Twitter
- Transient thermal regime trough the constitutive matrix applied to asynchronous electrical machine using the cell method
- On the zagreb polynomials of benzenoid systems
- Integrability analysis of the partial differential equation describing the classical bond-pricing model of mathematical finance
- The Greek parameters of a continuous arithmetic Asian option pricing model via Laplace Adomian decomposition method
- Quantifying the global solar radiation received in Pietermaritzburg, KwaZulu-Natal to motivate the consumption of solar technologies
- Sturm-Liouville difference equations having Bessel and hydrogen atom potential type
- Study on the response characteristics of oil wells after deep profile control in low permeability fractured reservoirs
- Depiction and analysis of a modified theta shaped double negative metamaterial for satellite application
- An attempt to geometrize electromagnetism
- Structure of traveling wave solutions for some nonlinear models via modified mathematical method
- Thermo-convective instability in a rotating ferromagnetic fluid layer with temperature modulation
- Construction of new solitary wave solutions of generalized Zakharov-Kuznetsov-Benjamin-Bona-Mahony and simplified modified form of Camassa-Holm equations
- Effect of magnetic field and heat source on Upper-convected-maxwell fluid in a porous channel
- Physical cues of biomaterials guide stem cell fate of differentiation: The effect of elasticity of cell culture biomaterials
- Shooting method analysis in wire coating withdrawing from a bath of Oldroyd 8-constant fluid with temperature dependent viscosity
- Rank correlation between centrality metrics in complex networks: an empirical study
- Special Issue: The 18th International Symposium on Electromagnetic Fields in Mechatronics, Electrical and Electronic Engineering
- Modeling of electric and heat processes in spot resistance welding of cross-wire steel bars
- Dynamic characteristics of triaxial active control magnetic bearing with asymmetric structure
- Design optimization of an axial-field eddy-current magnetic coupling based on magneto-thermal analytical model
- Thermal constitutive matrix applied to asynchronous electrical machine using the cell method
- Temperature distribution around thin electroconductive layers created on composite textile substrates
- Model of the multipolar engine with decreased cogging torque by asymmetrical distribution of the magnets
- Analysis of spatial thermal field in a magnetic bearing
- Use of the mathematical model of the ignition system to analyze the spark discharge, including the destruction of spark plug electrodes
- Assessment of short/long term electric field strength measurements for a pilot district
- Simulation study and experimental results for detection and classification of the transient capacitor inrush current using discrete wavelet transform and artificial intelligence
- Magnetic transmission gear finite element simulation with iron pole hysteresis
- Pulsed excitation terahertz tomography – multiparametric approach
- Low and high frequency model of three phase transformer by frequency response analysis measurement
- Multivariable polynomial fitting of controlled single-phase nonlinear load of input current total harmonic distortion
- Optimal design of a for middle-low-speed maglev trains
- Eddy current modeling in linear and nonlinear multifilamentary composite materials
- The visual attention saliency map for movie retrospection
- AC/DC current ratio in a current superimposition variable flux reluctance machine
- Influence of material uncertainties on the RLC parameters of wound inductors modeled using the finite element method
- Cogging force reduction in linear tubular flux switching permanent-magnet machines
- Modeling hysteresis curves of La(FeCoSi)13 compound near the transition point with the GRUCAD model
- Electro-magneto-hydrodynamic lubrication
- 3-D Electromagnetic field analysis of wireless power transfer system using K computer
- Simplified simulation technique of rotating, induction heated, calender rolls for study of temperature field control
- Design, fabrication and testing of electroadhesive interdigital electrodes
- A method to reduce partial discharges in motor windings fed by PWM inverter
- Reluctance network lumped mechanical & thermal models for the modeling and predesign of concentrated flux synchronous machine
- Special Issue Applications of Nonlinear Dynamics
- Study on dynamic characteristics of silo-stock-foundation interaction system under seismic load
- Microblog topic evolution computing based on LDA algorithm
- Modeling the creep damage effect on the creep crack growth behavior of rotor steel
- Neighborhood condition for all fractional (g, f, n′, m)-critical deleted graphs
- Chinese open information extraction based on DBMCSS in the field of national information resources
- 10.1515/phys-2018-0079
- CPW-fed circularly-polarized antenna array with high front-to-back ratio and low-profile
- Intelligent Monitoring Network Construction based on the utilization of the Internet of things (IoT) in the Metallurgical Coking Process
- Temperature detection technology of power equipment based on Fiber Bragg Grating
- Research on a rotational speed control strategy of the mandrel in a rotary steering system
- Dynamic load balancing algorithm for large data flow in distributed complex networks
- Super-structured photonic crystal fiber Bragg grating biosensor image model based on sparse matrix
- Fractal-based techniques for physiological time series: An updated approach
- Analysis of the Imaging Characteristics of the KB and KBA X-ray Microscopes at Non-coaxial Grazing Incidence
- Application of modified culture Kalman filter in bearing fault diagnosis
- Exact solutions and conservation laws for the modified equal width-Burgers equation
- On topological properties of block shift and hierarchical hypercube networks
- Elastic properties and plane acoustic velocity of cubic Sr2CaMoO6 and Sr2CaWO6 from first-principles calculations
- A note on the transmission feasibility problem in networks
- Ontology learning algorithm using weak functions
- Diagnosis of the power frequency vacuum arc shape based on 2D-PIV
- Parametric simulation analysis and reliability of escalator truss
- A new algorithm for real economy benefit evaluation based on big data analysis
- Synergy analysis of agricultural economic cycle fluctuation based on ant colony algorithm
- Multi-level encryption algorithm for user-related information across social networks
- Multi-target tracking algorithm in intelligent transportation based on wireless sensor network
- Fast recognition method of moving video images based on BP neural networks
- Compressed sensing image restoration algorithm based on improved SURF operator
- Design of load optimal control algorithm for smart grid based on demand response in different scenarios
- Face recognition method based on GA-BP neural network algorithm
- Optimal path selection algorithm for mobile beacons in sensor network under non-dense distribution
- Localization and recognition algorithm for fuzzy anomaly data in big data networks
- Urban road traffic flow control under incidental congestion as a function of accident duration
- Optimization design of reconfiguration algorithm for high voltage power distribution network based on ant colony algorithm
- Feasibility simulation of aseismic structure design for long-span bridges
- Construction of renewable energy supply chain model based on LCA
- The tribological properties study of carbon fabric/ epoxy composites reinforced by nano-TiO2 and MWNTs
- A text-Image feature mapping algorithm based on transfer learning
- Fast recognition algorithm for static traffic sign information
- Topical Issue: Clean Energy: Materials, Processes and Energy Generation
- An investigation of the melting process of RT-35 filled circular thermal energy storage system
- Numerical analysis on the dynamic response of a plate-and-frame membrane humidifier for PEMFC vehicles under various operating conditions
- Energy converting layers for thin-film flexible photovoltaic structures
- Effect of convection heat transfer on thermal energy storage unit