ORIGINAL RESEARCH article

Front. Phys., 25 November 2022

Sec. Interdisciplinary Physics

Volume 10 - 2022 | https://doi.org/10.3389/fphy.2022.1071200

Assorted exact explicit solutions for the generalized Atangana’s fractional BBM–Burgers equation with the dissipative term

  • Faculty of Mathematical Physics, Nanjing Institute of Technology, Nanjing, China

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Abstract

In this study, the generalized Atangana’s fractional BBM–Burgers equation (GBBM-B) with the dissipative term is investigated by utilizing the modified sub-equation method and the new G'/(bG' + G + a)-expansion method; with the aid of symbolic computations, many types of new exact explicit solutions including solitary wave solutions, trigonometric function periodic solutions, and the rational function solutions are obtained. Some 3D and 2D plots of these solutions are simulated, which show the novelty and visibility of the propagation behavior and dynamical structure of the corresponding equation. Moreover, with the selection of different values on the parameters and orders, we can deduce many types of exact solutions in special cases. We also discussed the changes and characteristics of these solutions, which can help us further understand the inner structure of this equation. The obtained solutions indicate that the approach is easy and effective for nonlinear models with high-order dispersion terms.

1 Introduction

As is known, calculus was founded by Newton and Leibniz at the end of the 1660s, and fractional order calculus has gradually become one of the new special fields in natural sciences and mathematical physics since 1695 [1]. In recent years, due to the wide application of fractional order calculus in nonlinear partial differential equations (PDEs), especially fractional PDEs [24], many nonlinear phenomena come down to fractional models, such as ecological and economic systems [5], two-scale thermal science [6], mechanics [7], chaotic oscillations [8], atmospheric science [9], and optical fiber [1012]. Searching for exact explicit solutions of these nonlinear fractional PDEs plays a significant role in the study of the dynamics of those phenomena. Until now, many powerful methods for this subject have been offered, such as the Darboux transformation [13], Bäcklund transformation method [14], and Hirota bilinear method [15], which can be used to find N-soliton solutions. The improved F-expansion method [16], projective Riccati equation method [17], sine-Gordon method [18], Jacobi elliptic function expansion method [19], G'/G-expansion method [20], (G'/G,1/G)-expansion method [21], improved (m + G'/G)-expansion method [22], improved G'/-expansion method [23], exp (−φ(ξ)) technique [24], homogeneous balance method [25], first integral method [26], inverse scattering transformation [27], and Lie symmetry method [28], etc [2934] can be used to find Jacobi periodic solutions, solitary wave solutions, and trigonometric function solutions of these models. Until now, there are many types of definitions for the fractional derivative, and the most classic definitions are as follows:

Riemann–Liouville fractional derivative [35]:

Caputo fractional derivative [36]:

Jumarie’s fractional derivative [37]:

Ji-Huan He’s fractional derivative [38]:

Furthermore, the Atangana–Baleanu derivative [39], M-fractional derivative [40], conformable fractional derivative [41], and Atangana’s fractional derivative [42, 43] which will be utilized in this article, are built recently.

In this paper, we consider the generalized Atangana’s fractional BBM–Burgers equation with the dissipative term in the following form [4447]:where are the Atangana’s fractional derivative [42]The coefficients are real constants; when or , Eq. 1 is related to the well-known BBM equation or fractional BBM equation, which was proposed by Benjamin–Bona–Mahony and describes approximately the unidirectional propagation of a long wave in certain nonlinear dispersive systems as a refinement of the KdV equation [4851]. When or , Eq. 1 is related to the well-known Burgers equation [52, 53]. Some related research studies about Eq. 1 can be found in [45, 54, 55].

Next, we review some basic definitions and properties of the Atangana fractional derivative which are used further in this paper [42, 43].

Definition: For a function we defined the Atangana fractional derivative operator and integral operator of of the order as [42, 43]

Also, we have the following important properties [42, 43]:

The rest of the paper is organized as follows. In Section 2, we introduce the modified sub-equation method [5659] and the new G'/(bG'+G+a)-expansion method, while in Section 3, some exact solutions of the GBBM–Burgers equation are found and discussed by utilizing the proposed methods. Finally, the conclusion is presented in Section 4.

2 Description of the two methods

2.1 The modified sub-equation method

Consider the following Atangana’s fractional differential equation:

We use the following wave transformation [60]:where the constant means the wave number which can reflect the frequency and is the wave speed. Thus, Eq. 2 reduces to an ordinary differential equation:

Assume that Eq. 4 has the following solution:where is a balance number, , and and the variable function are determined later. The function satisfies the Riccati equation defined by

Equation 6 gives the following solutions:When , we can obtain the results mentioned in [5659].

Substituting Eqs 6, 5 into Eq. 4, collecting the coefficients of to zero yields algebraic equations (AEs) for and . Utilizing mathematical software to solve the AEs, we can obtain the solutions of Eq. 4.

2.2 The G'/(bG' + G + a)-expansion method

With similar steps to technique Section 2.1, we give the main steps of this method.

Step 1Assume that Eq. 4 has the following solution:where , and and the variable function are determined later. The parameters and are arbitrary constants, and is a solution of the following auxiliary ODE:where are two arbitrary real numbers. We can find the following constrained condition:Equation 9 gives the following solutions:

Case 1When , we have , and are arbitrary constants that satisfy as in case 2; thus,

Case 2When , we have ,

Step 2Substituting Eqs 7, 9 into Eq. 4 and setting the coefficients of zero yield a set of AEs for and . After solving the AEs and substituting each of the solutions along with Eqs 7, 3 into Eq. 2, we can obtain the solutions of Eq. 2.In the following section, we will use these two methods to solve the GBBM–Burgers equation.

3 Exact solutions to the GBBM–Burgers equation

3.1 Using the modified sub-equation method

Substituting Eq. 3 into Eq. 1 and integrating Eq. 1 once, we havewhere is the integral constant. By balancing the highest derivative term with the nonlinear terms in Eq. 10, we obtain . Therefore, we assume that Eq. 10 has the following solutions:where are constants to be determined later. Substituting Eqs 11, 6 into Eq. 10, collecting the coefficients of to zero, we have

Solving the aforementioned AEs, we have the following cases:

Case 1

Case 2We can obtain the following traveling wave solutions.

Family 1

Set 1where The numerical simulation of is shown in Figures 1, 2, where we select

FIGURE 1

FIGURE 1

3D plot, 2D plot, and contour plot of with .

FIGURE 2

FIGURE 2

3D plot, 2D plot, and contour plot of with .

Family 2

Set 2whereThe numerical simulation of is shown in Figures 3, 4, where we select

FIGURE 3

FIGURE 3

3D plot, 2D plot, and contour plot of with .

FIGURE 4

FIGURE 4

3D plot, 2D plot, and contour plot of with .

Family 3

Set 3If we select . The numerical simulation of rational function is shown in Figure 5.

FIGURE 5

FIGURE 5

3D plot, 2D plot, and contour plot of with .

3.2 Using the G'/(bG' + G + a)-expansion method

We assume that Eq. 10 has the following solutions:where and are constants to be determined later; if we select , substituting Eqs 9, 12 into Eq. 10 and setting the coefficients of zero yields

We can deduce the following solutions with the aid of mathematical software.

Case 1

Case 2

Case 3

Case 4We can determine the following solutions.

Family 4

For case 1, we have

Set 4whereThe numerical simulation of is shown in Figure 6, where we select

FIGURE 6

FIGURE 6

3D plot, 2D plot, and contour plot of with .

For case 2, we have

Set 5whereThe numerical simulation of is shown in Figure 7, where we selectFor case 3, we have

FIGURE 7

FIGURE 7

3D plot, 2D plot, and contour plot of with

Set 6whereThe numerical simulation of is shown in Figure 8, where we selectFamily 5 For case 4, we have

FIGURE 8

FIGURE 8

3D plot, 2D plot, and contour plot of with

Set 7whereThe numerical simulation of with the fractional order is shown in Figure 9, where we selectClearly, if we select the special value of in , we can obtain the tanh, coth, tan, and cot-type solutions; without loss of generality, we selectThus, we obtain the following solutions:If we selectThus,We haveThe simulation of is shown in Figure 10.

FIGURE 9

FIGURE 9

3D plot, 2D plot, and contour plot of with

FIGURE 10

FIGURE 10

3D plot, 2D plot, and contour plot of with

3.3 Results and discussion

After utilizing the modified sub-equation method and the new G'/(bG'+G+a)-expansion method, we obtain many types of exact solutions of Eq. 1, and some structures of these solutions are simulated in Figures 110. Visualization can help us better understand the dynamic behavior and propagation property of these solutions. For example, the bell-shape-like solitary wave solution of Eq. 1 is shown in Figure 1, and we find that there are two asymptotes on either side of the peak for , while the bell-shape soliton solution has only one. The shape of trigonometric function solutions has a break when , which is shown in Figure 2. The same phenomena happen for and which are simulated in Figures 5, 8. The simulations of periodic solutions , , and are shown in Figures 3, 4, 9 for or We can find that the waveform of a single period widens as the order decreases, and the changes of are simulated in Figure 11. The kink soliton solution and the solitary wave solution for the fractional order are simulated in Figures 6, 7. From Figure 10, we find the solution has one peak, one valley, and two asymptotes. These different propagation patterns can probably explain the different phenomena for this model.

FIGURE 11

FIGURE 11

Changes in the waveform of with different values of

4 Conclusion

In conclusion, many types of new exact solutions for the Atangana fractional GBBM–Burgers equation with the dissipative term have been found after utilizing the modified sub-equation method and the new G'/(bG' + G + a)-expansion method. Some propagation behavioral patterns of these solutions are discussed and simulated, the graphs of which show that these solitary wave solutions, trigonometric function periodic solutions, and rational function solutions are propagated through different patterns. The two efficient and significant methods can be used for many other nonlinear models such as the vmKdV equation, Ginzburg–Landau equation, and NLS-KDV equation. However, it is still worth researching whether the method can be used in a system with high dimensions and high order. Finally, all these solutions obtained in the present article have been checked by mathematical software.

Statements

Data availability statement

The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding author.

Author contributions

BH: completed the study, carried out the tests, and drafted the manuscript.

Funding

This work is supported by the practical innovation training program projects for the university students of Jiangsu Province (Grant No. 202211276054Y), natural science research projects of Institutions in Jiangsu Province (Grant No. 18KJB110013), and the Nanjing Institute of Technology (Grant Nos. ZKJ201513 and YZKC2019086).

Conflict of interest

The author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

  • 1.

    OldhamKBSpanierJ. The fractional calculus. New York: Academic (1974).

  • 2.

    HeJHJiaoMLHeCH. Homotopy perturbation method for fractal Duffing oscillator with arbitrary conditions. Fractals (2022). 10.1142/S0218348X22501651

  • 3.

    KhanRALiYJaradF. Exact analytical solutions of fractional order telegraph equations via triple Laplace transform. Discrete & Continuous Dynamical Systems-S (2018) 14(7):238711. 10.3934/dcdss.2020427

  • 4.

    AlshammariSIqbaNYarM. Analytical investigation of nonlinear fractional Harry Dym and Rosenau-Hyman equation via a novel transform. J Funct Spaces (2022) 2022:112. 10.1155/2022/8736030

  • 5.

    AlmutairiAEl-MetwallyHSohalyMAElbazIM. Lyapunov stability analysis for nonlinear delay systems under random effects and stochastic perturbations with applications in finance and ecology. Adv Differ Equ (2021) 2021(1):18632. 10.1186/s13662-021-03344-6

  • 6.

    HeJH. Seeing with a single scale is always unbelieving: From magic to two-scale fractal. Therm Sci (2021) 25(2B):12179. 10.2298/tsci2102217h

  • 7.

    ZhangRFBiligeS. Bilinear neural network method to obtain the exact analytical solutions of nonlinear partial differential equations and its application to p-gBKP equation. Nonlinear Dyn (2019) 95(4):30418. 10.1007/s11071-018-04739-z

  • 8.

    TavazoeiMSHaeriMJafariSBoloukiSSiamiM. Some applications of fractional calculus in suppression of chaotic oscillations. IEEE Trans Ind Electron (2008) 55(11):4094101. 10.1109/tie.2008.925774

  • 9.

    KornP. A Regularity-Aware algorithm for variational data assimilation of an idealized coupled Atmosphere-Ocean Model. J Sci Comput (2018) 79(2):74886. 10.1007/s10915-018-0871-y

  • 10.

    YokusABaskonusHM. Dynamics of traveling wave solutions arising in fiber optic communication of some nonlinear models. Soft Comput (2022) 2022:110. 10.1007/s00500-022-07320-4

  • 11.

    AbdelwahedHGEl-ShewyEKAbdelrahmanMAEAlsarhanaA. On the physical nonlinear (n+1)-dimensional Schrödinger equation applications. Results Phys (2021) 21:103798. 10.1016/j.rinp.2020.103798

  • 12.

    SameiMEKarimiLKaabarMKA. To investigate a class of multi-singular pointwise defined fractional $ q $–integro-differential equation with applications. AIMS Math (2022) 7(5):7781816. 10.3934/math.2022437

  • 13.

    MatveevVASalleMA. Darboux transformations and solitons. Berlin, Heidelberg: Springer-Verlag (1991).

  • 14.

    LuDCHongBJ. Bäcklund transformation and n-soliton-like solutions to the combined KdV-Burgers equation with variable coefficients. Int J Nonlinear Sci (2006) 1(2):310. http://www.worldacademicunion.com/journal/1749-3889-3897IJNS/IJNSVol2No1Paper1.pdf

  • 15.

    QiFHLiSLiZHWangP. Multiple lump solutions of the (2+1)-dimensional sawada-kotera -like equation. Front Phys (2022) 10:1041100. 10.3389/fphy.2022.1041100

  • 16.

    BasharMHIslamSMR. Exact solutions to the (2+1)-Dimensional Heisenberg ferromagnetic spin chain equation by using modified simple equation and improve F-expansion methods. Phys Open (2020) 5:100027. 10.1016/j.physo.2020.100027

  • 17.

    LuDCHongBJTianLX. New explicit exact solutions for the generalized coupled Hirota-Satsuma KdV system. Comput Math Appl (2007) 53:118190. 10.1016/j.camwa.2006.08.047

  • 18.

    KunduRPFahimMIslamMEAkbarMA. The sine-Gordon expansion method for higher- dimensional NLEEs and parametric analysis. Heliyon (2021) 7(3):e06459. 10.1016/j.heliyon.2021.e06459

  • 19.

    HongBJ. New Jacobi elliptic functions solutions for the variable-coefficient mKdV equation. Appl Math Comput (2009) 215(8):290813. 10.1016/j.amc.2009.09.035

  • 20.

    MohantySKKravchenkoOVDevAN. Exact traveling wave solutions of the Schamel Burgers’ equation by using generalized-improved and generalized G′G expansion methods. Results Phys (2022) 33:105124. 10.1016/j.rinp.2021.105124

  • 21.

    SiddiqueIJaradatMMMZafarABukht MehdiKOsmanM. Exact traveling wave solutions for two prolific conformable M-Fractional differential equations via three diverse approaches. Results Phys (2021) 33:104557. 10.1016/j.rinp.2021.104557

  • 22.

    IsmaelHFBulutHBaskonusHM. Optical soliton solutions to the Fokas–Lenells equation via sine-Gordon expansion method and (m+(G'/G))-expansion method. Pramana (2020) 94(1):19. 10.1007/s12043-019-1897-x

  • 23.

    Mohyud-DinSTBibiS. Exact solutions for nonlinear fractional differential equations using G′G2-expansion method-expansion method. Alexandria Eng J (2018) 57(2):10038. 10.1016/j.aej.2017.01.035

  • 24.

    FeiJMaZCaoW. Soliton molecules of new (2+1)-dimensional Burgers-type equation. Eur Phys J Plus (2022) 137(1):10411. 10.1140/epjp/s13360-021-02306-x

  • 25.

    FanEG. Two new applications of the homogeneous balance method. Phys Lett A (2000) 265:3537. 10.1016/s0375-9601(00)00010-4

  • 26.

    MaWXOsmanMSArshedSRazaNSrivastavaH. Practical analytical approaches for finding novel optical solitons in the single-mode fibers. Chin J Phys (2021) 72:47586. 10.1016/j.cjph.2021.01.015

  • 27.

    AblowitzMJSolitonsPAC. Nonlinear evolution equations and inverse scattering. New York: Cambridge University Press (1991).

  • 28.

    NassAM. Lie symmetry analysis and exact solutions of fractional ordinary differential equations with neutral delay. Appl Math Comput (2019) 347:37080. 10.1016/j.amc.2018.11.002

  • 29.

    YueCLuDCKhaterMMAAbdel-AtyAHAlharbiWAttiaRAM. On explicit wave solutions of the fractional nonlinear DSW system via the modified Khater method. Fractals (2020) 28(8):2040034. 10.1142/s0218348x20400344

  • 30.

    HeJHElaganSKLiZB. Geometrical explanation of the fractional complex transform and derivative chain rule for fractional calculus. Phys Lett A (2012) 376(4):2579. 10.1016/j.physleta.2011.11.030

  • 31.

    HeJH. Fractal calculus and its geometrical explanation. Results Phys (2018) 10:2726. 10.1016/j.rinp.2018.06.011

  • 32.

    YuFYuQChenHKongXMokbelAAMCaiSet alDynamic analysis and audio encryption application in IoT of a multi-scroll fractional-order memristive hopfield neural network. Fractal Fract (2022) 6(7):370. 10.3390/fractalfract6070370

  • 33.

    HongBJLuDCChenW. Exact and approximate solutions for the fractional Schrödinger equation with variable coefficients. Adv Differ Equ (2019) 2019(370):37010. 10.1186/s13662-019-2313-z

  • 34.

    BiswasA. Conservation laws for optical solitons with anti-cubic and generalized anticubic nonlinearities. Optik (2019) 176:198201. 10.1016/j.ijleo.2018.09.074

  • 35.

    HaqA. Partial-approximate controllability of semi-linear systems involving two Riemann-Liouville fractional derivatives. Chaos Solitons Fractals (2022) 157:111923. 10.1016/j.chaos.2022.111923

  • 36.

    CaputoM. Linear models of dissipation whose Q is almost frequency independent: Part II. Geophys J Int (1967) 13:52939. 10.1111/j.1365-246x.1967.tb02303.x

  • 37.

    GunerOAtikHKayyrzhanovichAA. New exact solution for space-time fractional differential equations via (G'/G)-expansion method. Optik (2017) 130:696701. 10.1016/j.ijleo.2016.10.116

  • 38.

    HeJH. A tutorial review on fractal spacetime and fractional calculus. Int J Theor Phys (Dordr) (2014) 53:3698718. 10.1007/s10773-014-2123-8

  • 39.

    TajadodiH. A Numerical approach of fractional advection-diffusion equation with Atangana Baleanu derivative. Chaos Solitons Fractals (2020) 130:109527. 10.1016/j.chaos.2019.109527

  • 40.

    YaoSWManzoorRZafarAIncMAbbagariSHouweA. Exact soliton solutions to the Cahn-Allen equation and Predator-Prey model with truncated M-fractional derivative. Results Phys (2022) 37:105455. 10.1016/j.rinp.2022.105455

  • 41.

    KhalilRAl HoraniMYousefASababhehM. A new definition of fractional derivative. J Comput Appl Math (2014) 264:6570. 10.1016/j.cam.2014.01.002

  • 42.

    AtanganaABaleanuDAlsaediA. Analysis of time-fractional hunter-saxton equation: A model of neumatic liquid crystal. Open Phys (2016) 14:1459. 10.1515/phys-2016-0010

  • 43.

    YusufAIncMAliyuAIBaleanuD. Optical solitons possessing beta derivative of the chen-lee-liu equation in optical fibers. Front Phys (2019) 7:00034. 10.3389/fphy.2019.00034

  • 44.

    HongBJLuDC. Homotopic approximate solutions for the general perturbed Burgers-BBM equation. J Inf Comput Sci (2014) 11(11):400311. 10.12733/jics20104244

  • 45.

    ZhaoHJXuanBJ. Existence and convergence of solutions for the generalized BBM-Burgers equations with dissipative term. Nonlinear Anal Theor Methods Appl (1997) 28(11):183549. 10.1016/s0362-546x(95)00237-p

  • 46.

    ChenSLHouWG. Explicit exact solutions of generalized B-BBM and B-BBM equations. Acta Physica Sinica (2001) 50(10):6958. 10.7498/aps.50.1842

  • 47.

    MeiM. Large-time behavior of solution for generalized Benjamin-Bona-Mahony-Burgers equations. Nonlinear Anal Theor Methods Appl (1998) 33:699714. 10.1016/s0362-546x(97)00674-3

  • 48.

    BenjaminTBBonaJLMahonyJJ. Model equations for long waves in nonlinear dispersive system. Philos Trans R Soc Lond Ser A: Math Phys Sci (1972) 272:4778. 10.1098/rsta.1972.0032

  • 49.

    MathanaranjanT. Exact and explicit traveling wave solutions to the generalized Gardner and BBMB equations with dual high-order nonlinear terms. Partial Differential Equations Appl Math (2021) 4:100120. 10.1016/j.padiff.2021.100120

  • 50.

    KumarSKumarD. Fractional modelling for BBM-Burger equation by using new homotopy analysis transform method. J Assoc Arab Universities Basic Appl Sci (2014) 16:1620. 10.1016/j.jaubas.2013.10.002

  • 51.

    AlharthiMSAliHMSHabibMAMiahMMAljohaniAFAkbarMAet alAssorted soliton wave solutions of time-fractional BBM-Burger and Sharma-Tasso-Olver equations in nonlinear analysis. J Ocean Eng Sci (2022). 10.1016/j.joes.2022.06.022

  • 52.

    HossenMBRoshidHOAliMZ. Dynamical structures of exact soliton solutions to Burgers’ equation via the bilinear approach. Partial Differential Equations Appl Math (2021) 3:100035. 10.1016/j.padiff.2021.100035

  • 53.

    LiLLLiDF. Exact solutions and numerical study of time fractional Burgers’ equations. Appl Math Lett (2020) 100:106011. 10.1016/j.aml.2019.106011

  • 54.

    FukudaIIkedaM. Large time behavior of solutions to the Cauchy problem for the BBM-Burgers equation. J Differential Equations (2022) 336:275314. 10.1016/j.jde.2022.07.020

  • 55.

    OruçÖ. A new algorithm based on Lucas polynomials for approximate solution of 1D and 2D nonlinear generalized Benjamin-Bona-Mahony-Burgers equation. Comput Math Appl (2017) 74:304257. 10.1016/j.camwa.2017.07.046

  • 56.

    LiCGuoQL. On the solutions of the space-time fractional coupled Jaulent-Miodek equation associated with energy-dependent Schrödinger potential. Appl Math Lett (2021) 121:107517. 10.1016/j.aml.2021.107517

  • 57.

    Gómez SCASalasAHFriasBA. New periodic and soliton solutions for the Generalized BBM and Burgers-BBM equations. Appl Math Comput (2010) 217:14304. 10.1016/j.amc.2009.05.068

  • 58.

    KurtARezazadehHSenolMNeiramehATasbozanOEslamiMet alTwo effective approaches for solving fractional generalized Hirota-Satsuma coupled KdV system arising in interaction of long waves. J Ocean Eng Sci (2019) 4:2432. 10.1016/j.joes.2018.12.004

  • 59.

    Akinyemi1LŞenolMAkpanUOluwasegunK. The optical soliton solutions of generalized coupled nonlinear Schrödinger-Korteweg-de Vries equations. Opt Quan Electron (2021) 53:394. 10.1007/s11082-021-03030-7

  • 60.

    LiZBHeJH. Fractional complex transform for fractional differential equations. Math Comput Appl (2010) 15:9703. 10.3390/mca15050970

Summary

Keywords

generalized BBM–Burgers equation, Atangana’s fractional derivative, dissipative term, modified sub-equation method, G'/(bG' + G + a)-expansion method, exact solutions

Citation

Hong B (2022) Assorted exact explicit solutions for the generalized Atangana’s fractional BBM–Burgers equation with the dissipative term. Front. Phys. 10:1071200. doi: 10.3389/fphy.2022.1071200

Received

15 October 2022

Accepted

26 October 2022

Published

25 November 2022

Volume

10 - 2022

Edited by

Fei Yu, Changsha University of Science and Technology, China

Reviewed by

Ji-Huan He, Soochow University, China

Kangsheng Zhao, Fudan University, China

Rongfei Xu, Nanjing Normal University, China

Updates

Copyright

*Correspondence: Baojian Hong,

This article was submitted to Interdisciplinary Physics, a section of the journal Frontiers in Physics

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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