Skip to main content
Scientific Reports logoLink to Scientific Reports
. 2023 May 12;13:7719. doi: 10.1038/s41598-023-34886-2

Numerical simulation of the nanofluid flow consists of gyrotactic microorganism and subject to activation energy across an inclined stretching cylinder

Hakeem A Othman 1, Bilal Ali 2,, Sidra Jubair 3, Musawa Yahya Almusawa 4, Sayed M Aldin 5
PMCID: PMC10182102  PMID: 37173459

Abstract

The current study examines the numerical simulation of the nanoliquid boundary layer flow comprising gyrotactic microbes with mass and energy transmission across a stretching inclined cylinder. The consequences of chemical reaction, heat generation/absorption, buoyancy force and Arrhenius activation energy is also considered on the nanofluid flow. The flow mechanism has been modeled in the form of system of nonlinear partial differential equations (PDEs). That system of PDEs is further transform into the dimensionless set of ordinary differential equations (ODEs) through the similarity substitutions. The obtained set of differential equations are numerically computed through the parametric continuation method (PCM). The effects of the distinct physical constraints on the energy, velocity, mass and the motile microbe profiles are discoursed and evaluated through Tables and Figures. It has been noticed that the velocity curve drops with the influence of inclination angle and Richardson number, while enhances against the variation of curvature factor. Furthermore, the energy field boosts with the upshot of inclination angle and heat source term, while declines with the influence of Prandtl number and Richardson number.

Subject terms: Computational science, Mathematics and computing

Introduction

There are various technical and manufacturing fields where the fluid flow through a stretchable surface has significant implications. such as the abstraction of elastic sheets, compression activities, the production of paper and fiber swirls, and so forth. Crane was the first to investigate the fluid flow across an extending flat sheet1. Saeed et al.2, Bilal et al.3 and Giul et al.4 have reported an ideal case study for assessing unstable nanoliquid across a strained sheet. Bilal et al.5 computationally presented the idea of heat flow and radiation impact on a stretchable sheet of hybrid nanofluid with tiny particles. Wang and Ng et al.6 analyzed the flow pattern with velocity slip condition across the inclined stretchable cylinder. They found from this research that slide effects have a strong influence on skin friction and velocity distribution. Stretching cylinder has applications in refrigeration systems, crystal growth, and glass fibre manufacturing7. Ramesh et al.8 documented the effect of a dusty Casson fluid flowing across an extending cylinder over the convective state and heat radiation. Nanoliquid flow across an inclined extending surface cylinder has attracted the curiosity of researchers, as evidenced by915.

The scientific community's focus has recently moved to the study of gyrotactic bacteria in boundary layer flows. A microbe is a biological thing with the capability to evolve, reproduce, respond to environmental stimuli, and maintain in an organized order. Any breathing organism like animals, fungus, or bacterium will be measured entities in this approach. These species can be classified in many ways. Some other use is microbial enhanced oil recovery, during which micronutrients and microorganisms are added to gasoline layers to reduce permeability differences. Aziz et al.16 predicted about the bioconvective flow of motile microorganisms and nanoparticles inside a permeable medium. They discovered that bio-convection factors had a major impact on the transmission rate of motile bacteria in the flow. Moreover, gyrotactic microorganisms can increase the flow stability of nanofluids17. Makinde and Animasaun18 inspected the impact of a magnetic flux, irregular thermal radiation, and a relatively homogenous biquadratic autocatalysis chemical change on an electrolyte solution Al2O3 and Ferrofluid that included the gyrotactic-microorganism on the upper vertical surface of a parabolic reflector. The cumulative upshot of Riemann slip and magnetization effect on temperature and mass flow of motile microorganisms in a water-based microchannel across a upright sheet was calculated by Khan et al.17. Furthermore, Khan et al.19 revealed related research for which they explored the free convective flow in the highly permeable medium by taking Copper nanoparticle across a stretched surface. A mathematical model established by Zuhra et al.20 to explore the flow and temperature distribution along a straight solid surface under the impact of autocatalysis nuclear reaction and motile microorganisms. Bioconvection influenced by the hydro-magnetic flow comprising of nanostructured materials and motile microbes past a porous material was deliberated by Mutuku et al.21. This analysis was enhanced by another report, Mahdy22, which examined the flow through mixed convection with the influence of thermal boundaries layers. Khan et al.23 scrutinized the fluid flow with the impacts of gyrotactic motile microbes, reaction temperature with the help viscous dissipation. As a result of such application domains, Beg et al.24 investigated bioconvection in thin film microchannel that included the variable viscosity, gyrotactic microorganisms and nanostructured materials using a particular nanoliquid model, which itself is critical for sophisticated bioconvection patterns appropriate to real life. However apart from these, the scientific community has used the bio-convective rheological behavior of nanomaterial associated to gyrotactic microbes in a wide range of projects2531 and corroboration therein.

With the help of dissolving nanoparticles with a size range of (10–100 nm) in conventional heat transfer fluids, a new and sophisticated form of heat transfer has been generated. Nanofluids have significant applications in transportation and bio-medical (cancer treatments, nano-drug delivery) projects32. Maxwell was the first to show how increasing the volume proportion of rock-solid particles might show the likelihood of thermal conductivity developing in solid materials33,34. This leads to the term "nanofluid" being used to define a new type of fluid that has increased thermal conductivity and suspension consistency. Choi35 conducted the first investigation on the term "nanofluid" and found that it refers to liquids that are embedded in nanomaterials. Both at the macro and micro levels of heat transfer, conventional fluids like water, plasma, fuel oils, etc. play a vital role. However, these fluids have low heat transfer characteristics, which is one of their disadvantages. The idea of dissolving nano atoms in the base fluid is employed by academics and scientists to augments the energy transmission properties of the normal fluids3638. Solid particles have superior heat transfer capabilities compared to ordinary fluid. Nanoparticles are in medicine delivery, energy conservation, and freezing capability. For this reason, the majority of movement in our world is caused by mass transfer. There are numerous of applications of mass transfer. It demonstrates how important it is to many engineering, industrial, semiconductor, solar, bio separations, metallurgical, and medal-winning areas. The principal applications of mass transfer occurrences in biomedicine include pharmacokinetics analysis, drug metabolism in the body, tissues manufacturing, containing the creation of artificial organs and catalytic converters in vehicles. Studies have been conducted taking into account the characteristics of the suspension of nano-sized solid particles. For example, Eastman39 had shown a 40 percent enhancement in the thermal conductivity. Raja et al.40 described the nanoliquid flow consist of MWCNTs. Raja et al.41, and Mohyud-Din et al.42 discovered that increasing heat conductivity and viscosity are caused by nanomaterial. They also observed that nanofluids are stronger and do not create blockage. The impact of nanoparticles in CuO, ethylene, and water was studied by Khedkar et al.43. When Fe3O4 nanoparticles were recycled due to which Kerosene oil's heat transfer rate increased by 30%, according to Parekh and Lee44. When a copper plate is put on a metal sheet, there will be some diffusion of molecules from both surfaces. Raja et al.45 has studied the nanofluid flow comprised of Au and MWCNTs. Using the Jeffrey model, Aiza et al.46 examined the temperature production in mixed convective Poiseulle movement caused by molybdenum disulfide. They used the perturbation approach to get approximations of the results for the energy and velocity curves. They also emphasized that the velocity of nanoliquid reduces as the volume percentage of particles rises. Zin et al.47 mentioned the effect of Ag nano particulates on Jeffrey fluid. After nanoparticles are evenly dispersed throughout the fluid, they showed how the rate of heat transmission may vary greatly. Some related studies may be found in Ref.4859.

The purpose of the present analysis is to estimate numerically the nanoliquid boundary layer flow comprising gyrotactic microbes with mass and energy transmission across a stretching inclined cylinder. Additionally, the consequences of chemical reaction, heat source, buoyancy force and Arrhenius activation energy is also considered on the nanofluid flow. The flow mechanism has been modeled in the form of system of nonlinear PDEs. That system of PDEs is further transform into the dimensionless set of ODEs through the similarity substitutions. The obtained set of differential equations is numerically computed through the PCM. Furthermore, the phenomenon has been formulated, analyzed, solved and discussed in the coming sections.

Mathematical formulation

We assumed a laminar, mixed convection and fixed density flow independent of time. The nanoliquid comprises of gyrotactic microbes across an elongating inclined cylinder. Horizontally the cylinder is extended with velocity Uw and has radius a as presented in Fig. 1. Here, T Tw and T is the fluid, surface and ambient temperature. The cylinder surface is exposed to Q0 (heat source). The gravity force and difference of temperature between the surrounding and cylindrical surface creates the buoyancy force. Neglecting the external forces and pressure gradient, the basic equations are stated as60,61:

xru+rrv=0, 1
ρfuux+vur-μ1rrrur-1-CρfβgT-Tcosα1+ρp-ρfgC-Ccosα1+ρn-ρfgγ1n-ncosα1=0, 2
uTx+vTr=vμ1rrrTr+τDBTrCr+TxCx+DTTTr2+Tx2+Q0T-T, 3
uCx+vCr=DBrrrCr+DTT1rxrCr-kr2C-C0TTnexp-EaκT, 4
unx+vnr=Dnrrrnr-bcWcCw-C1rrnrCr. 5

Figure 1.

Figure 1

Physical sketch of the fluid flow.

The boundary conditions are60,61:

u=U0x/l=Uw,T=Tw,n=nw,v=0,C=Cwatr=a,u0,CC,v0,TT,nn,asr. 6

here u and v components of the velocity. ρf,ρn,ρp is the fluid, microorganisms and nanoparticles density. kr2 is the chemical reaction of second order, C is the concentration of the nanoparticles, Ea is the activation energy. Furthermore, β,g, γ1, α1 and n is volume expansion, gravity acceleration, angle of inclination, microorganisms average volume and motile microbe density respectively, τ, DB, DT, Dn, bc and Wc is heat capacitance, Brownian diffusion, thermophoresis factor, microorganism diffusivity, Chemotaxis term and maximum cell floating velocity. The similarity variables are:

η=r2-a22aUWvx,ψ=avUwxfη,ħ=n-nnw-n,ϕη=C-CCw-C,θη=T-TTw-T. 7

Incorporating Eq. (7) in Eqs. (1) to (5):

2γη+1f+2γ+ff-f2+Riθ-Nrϕ-Rbħcosα1=0 8
2γη+1θ+2γ+Prfθ+2γη+1PrNBϕ+NTϕϕ+Prζθ=0 9
2γη+1NBϕ+NB2γ+Scfϕ+NT2γη+1θ+2γϕ-Kr1+εδnϕexp-E1+εδ=0 10
2γη+1ħ+2γħ+LbPrħ-Peσγϕ+σ2γη+1ϕ+γϕħ+2γη+1ϕħ+2γη+1ϕħ=0 11

With boundary Conditions

f0=0,f0=1,ħ0=1,θ0=1,ϕ0=1η:f0,θ0,ϕ0,ħ0 12

where γ=1avlU0 is the curvature parameter,Ri=Grx/Rex2=gβTl2ΔT/U02x is Richardson number, Nr=ρp-ρΔC1-CρβΔT is Buoyancy ratio factor, Rb=ρm-ργ1Δn1-CρβΔT is the Rayleigh number, Pr=v/α is Prandtl number, NT=τDTΔT/vT is thermophoresis constraint, NB=τDBΔC/vT is Brownian motion factor, ζ=Q0l/ρCpU0 is heat generation/absorption term, Lb=DB/Dn is bioconvection Lewis number, Sc=v/DB is Schmidt number, Pe is the Peclet number, E=EaκT is the activation energy and σ=n/nw-n is the motile parameter.

The physical interested quantities Cf,Nux,Shx,Nnx are expressed as:

Cf=2τwρUw2,Nux=xqwkΔT,Nnx=xqnDnΔn,Shx=xqmDBΔC. 13

where qw=-kT/rr=a is the heat flux at the surface, τw=-μu/rr=a is the shear stress at the surface, qn=-Dnn/rr=a is the motile microbes flux and qm=-DBC/rr=a is the mass flux.

The transformed from of Eq. (13) is:

12CfRex=-f0,ShxRex=-φ0,NnxRex=-ħ0,NuxRex=-θ0. 14

where Rex=U0x2/vl is the local Reynolds number.

Numerical solution

The detail explanation related to PCM methodologies are followed as6265:

Step 1

Generalization to 1st order ODE

λ1=fη,λ3=fη,λ5=θη,λ=λ7=ϕη,λ9=ħηλ2=fη,λ4=θη,λ6=ϕη,λ8=ħη. 15

By putting Eq. (15) in Eq. (8)–(11) & (12), we get:

2γη+1λ2+2γ+λ1λ3-λ2+Riλ4-Nrλ6-Rbλ8cosα1=0 16
2γη+1λ5+2γ+Prλ1λ5+2γη+1PrNBλ7+NTλ7λ7+Prζλ4=0 17
2γη+1NBλ7+NB2γ+Scλ1λ7+NT2γη+1λ5+2γλ7-Kr1+εδnλ6exp-E1+εδ=0 18
2γη+1λ9+2γλ9+LbPrλ9-Peσγλ7+σ2γη+1λ7+γλ7λ8+2γη+1λ7λ8+2γη+1λ7λ9=0 19

With boundary Conditions

λ10=0,λ20=1,λ40=1,λ60=1,λ80=1η:λ20,λ40,λ60,λ80 20

Step 2

Introducing parameter p in Eq. (16)–(20)

2γη+1λ3+2γ+λ1λ3-1p-λ22+Riλ4-Nrλ6-Rbλ8cosα1=0 21
2γη+1λ5+2γ+Prλ1λ5-1p+2γη+1PrNBλ7+NTλ7λ7+Prζλ4=0 22
2γη+1NBλ7+NB2γ+Scλ1λ7-1p+NT2γη+1λ5+2γλ7-Kr1+εδnλ6exp-E1+εδ=0 23
2γη+1λ9+2γλ9-1p+LbPrλ9-Peσγλ7+σ2γη+1λ7+γλ7λ8+2γη+1λ7λ8+2γη+1λ7λ9=0 24

Results and discussion

This segment expresses the physical mechanisms and reason behind the increasing and decreasing effect of velocity, mass and energy outlines versus physical interest quantities. The following are some different profiles:

Velocity interpretation

Figures 2, 3, 4, 5, 6 explain the exhibition of velocity curves fη versus the different values of inclination angle cosα1, curvature factor γ, buoyancy ratio term Nr, Rb and Richardson number Ri. Figure 2 revealed that the velocity decays with the influence of inclination angle cosα1, while enhances against the variation of curvature factor γ. Physically, the flow velocity at plate surface is greater than the velocity at rough or inclined surface, that the rising angle inclination drops the fluid curve as publicized in Fig. 2. Figures 4 and 5 exhibit that the velocity curve also lessens with the flourishing effect of both buoyancy ratio term Nr and bioconvection Rayleigh number Rb. Figure 6 exposed that the fluid velocity declines with the rising influence of Richardson number Ri. Physically, the factor Ri is in direction proportion with the gravitational effect g. So, the rising effect of Richardson number augments the gravitational effect, which provides hurdle to the fluid flow.

Figure 2.

Figure 2

Velocity curve versus angle of inclination cosα1.

Figure 3.

Figure 3

Velocity curve versus the curvature factor γ.

Figure 4.

Figure 4

Velocity curve versus the buoyancy ratio term Nr.

Figure 5.

Figure 5

Velocity curve versus the bioconvection Rayleigh number Rb.

Figure 6.

Figure 6

Velocity curve versus the Richardson number Ri.

Energy interpretation

Figures 7, 8, 9, 10, 11, 12, 13, 14 describe the demonstration of energy outlines θη versus the different values of inclination angle cosα1, heat source term ξ, curvature factor γ, Brownian motion Nb, Buoyancy ration term Nr, Prandtl number Pr, Rayleigh number Rb and Richardson number Ri respectively. Figures 7 and 8 evaluated that the energy outline enhances with the consequence of inclination angle cosα1 and heat source term ξ. As we have discoursed in the velocity profile that the rising inclination angle of stretching cylinder opposes to the fluid flow, that opposing force generates an extra heat, which causes the augmentation of heat profile as presented in Fig. 7. Similarly, the heat generation term diminishes the density and specific heat capacity of the fluid, which causes in the enhancement of energy outline as publicized in Fig. 8. Figures 9 and 10 reported that the influence of curvature term γ and Brownian motion Nb both accelerates the energy curve. Physically, the dissemination rate of fluid molecules augments with the effect of Nb, which results in the improvement of energy outline as presented in Fig. 10. Figures 11 and 12 illustrate that the energy curve develops with the upshot of Nr, while decays with the Prandtl number. Physically, higher Prandtl fluid has always higher kinetic viscosity and less thermal diffusivity and less Prandtl fluid has an opposite scene, that’s why, the effect of Prandtl number declines the energy curve as revealed in Fig. 12. Figures 13 and 14 demonstrate that the energy field inclines with the influence of Rb and diminish versus the Richardson number Ri.

Figure 7.

Figure 7

Energy outline versus the inclination angle cosα1.

Figure 8.

Figure 8

Energy outline versus the heat source term ξ.

Figure 9.

Figure 9

Energy outline versus the curvature factor γ.

Figure 10.

Figure 10

Energy outline versus the Brownian motion Nb.

Figure 11.

Figure 11

Energy outline versus the Buoyancy ration term Nr.

Figure 12.

Figure 12

Energy outline versus the Prandtl number Pr.

Figure 13.

Figure 13

Energy outline versus the bioconvection Rayleigh number Rb.

Figure 14.

Figure 14

Energy outline versus the Richardson number Ri.

Mass and microorganism interpretation

Figures 15, 16, 17 designate the demonstration of mass outlines ϕη versus Sc, Kr and Ea respectively. Figures 15 and 16 express that the mass field weakens with the outcome of Sc and Kr. The kinetic viscosity of fluid is directly proportion to the Schmidt number, while the diffusion rate of molecules has in inverse relation. That’s why, the influence of Sc drops the mass transmission rate as exposed in Fig. 15. Similarly, the influence of chemical reaction also lowers the fluid concentration outline, because the chemical reaction opposes to the particle movement, which results in the reduction of mass curve. Figure 17 highlighted that the effect of activation energy boosts the mass outline. It is known as the minimal energy required to energize or activate particles or atoms in order to participate in a chemical change or conversion. That’s why, the effect of activation energy boosts the mass transference rate as revealed in Fig. 17.

Figure 15.

Figure 15

Exposition of mass outline versus the Sc.

Figure 16.

Figure 16

Exposition of mass outline versus the Kr.

Figure 17.

Figure 17

Exposition of mass outline versus the activation energy Ea.

Figures 18, 19, 20 entitle the appearance of motile microorganism interpretation ħη versus the different values of curvature factor γ, Pr and Lb respectively. Figures 18 and 19 show that the motile microbes curve enhances by the action of curvature factor γ, while declines with the upshot of Prandtl number Pr. Similarly, the influence of Lewis number also drops the motile microbe’s profile as revealed in Fig. 20.

Table 1.

Numerical outcomes for physical interest quantities.

Lb Nb Sc cosα1 -f0 -θ0 -ϕ0 -ħ0
0.5 0.2 0.2 0.3 1.2330 0.1610 1.2155 1.4026
0.6 1.2330 0.1610 1.2155 1.5235
0.7 1.2330 0.1610 1.2155 1.6245
0.2 1.2242 0.4495 0.0654 0.7515
0.3 1.2232 0.4093 1.1062 0.7575
0.4 1.117 0.3358 1.1369 0.7657
0.2 1.2440 0.5970 0.3023 1.2920
0.4 1.2422 0.5210 0.4131 1.3061
0.6 1.2332 0.4213 0.5759 1.3264
0.3 1.2461 0.1592 1.2126 1.3996
0.707 1.2240 0.1748 1.2375 1.4264
0.860 1.2490 0.1697 1.1999 1.3965

It can be observed that the Schmidt number enhances the Sherwood number. Similarly, the rising of inclination angle boosts the skin friction and Nusselt number.

Significant values are in bold.

Figure 18.

Figure 18

Exposition of motile microbes outline versus the curvature factor γ.

Figure 19.

Figure 19

Exposition of motile microbes outline versus the Prandtl number Pr.

Figure 20.

Figure 20

Exposition of motile microbes outline versus the bioconvection Lewis number Lb. Table 1 displays the numerical results for skin friction -f0, Nusselt number -θ0, Sherwood number -ϕ0 and density of motile microorganism -ħ0.

Conclusions

We have estimated numerically the nanoliquid boundary layer flow comprising gyrotactic microbes with mass and energy transmission across a stretching inclined cylinder. The consequences of chemical reaction, heat source, buoyancy force and Arrhenius activation energy is also considered on the nanofluid flow. The modeled equations are numerically calculated through the PCM approach. The significance findings are:

  • The velocity curve drops with the influence of inclination angle cosα1 and Richardson number Ri, while enhances against the variation of curvature factor γ.

  • Rising effects of both buoyancy ratio term Nr and Rb diminish the velocity outline.

  • The energy field boosts with the upshot of inclination angle cosα1 and heat source term. while declines with the influence of Prandtl number and Richardson number Ri.

  • Influence of curvature term γ, Buoyancy ratio term Nr and Nb accelerates the energy field.

  • The mass profile diminishes with the effect of Sc and Kr, while the effect of activation energy boosts the mass outline.

  • Motile microbes curve enhances by the action of curvature factor γ, while decays with the upshot of Prandtl number Pr. Similarly, the influence of Lewis number also drops the motile microbe’s profile.

  • The proposed model may be further extended to the non-Newtonian case and can be handled through other numerical and analytical techniques.

Acknowledgements

The authors would like to thank the Deanship of Scientific Research at Umm Al-Qura University for supporting this work by Grant Code: 23UQU4330052DSR003.

Author contributions

B.A. developed the research idea, stated the problem, and wrote the codes to conduct the numerical computations and plot the graphical outcomes. Supervised the whole work, stated the problem, prepared the manuscript, and commented on it. S.J. conducted the analysis and confirmed the numerical results. reviewed the manuscript and contributed to the final version of the manuscript. During Revision The authors Dr. H.A.O. and Prof. M.Y. Almusawa has re-simulated the numerical computations for accuracy purpose and verified the governing equations, they also validate the results and improved the introduction section in the revised manuscript (highlighted with red and blue colors). Prof.Dr S.M.E. has thoroughly revised the manuscript for all type of grammatical and technical errors and helped us in funding acquisition. He has improved the results and discussion section in revised the manuscript (highlighted with blue colors). Furthermore, all the authors are agreed and approved this change.

Data availability

Data will be available on demand from Bilal Ali”.

Competing interests

The authors declare no competing interests.

Footnotes

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

References

  • 1.Crane LJ. Flow past a stretching plate. Zeitschrift für angewandte Mathematik und Physik ZAMP. 1970;21(4):645–647. doi: 10.1007/BF01587695. [DOI] [Google Scholar]
  • 2.Saeed A, Bilal M, Gul T, Kumam P, Khan A, Sohail M. Fractional order stagnation point flow of the hybrid nanofluid towards a stretching sheet. Sci. Rep. 2021;11(1):20429. doi: 10.1038/s41598-021-00004-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Bilal M, Saeed A, Selim MM, Gul T, Ali I, Kumam P. Comparative numerical analysis of Maxwell's time-dependent thermo-diffusive flow through a stretching cylinder. Case Stud. Therm. Eng. 2021;27:101301. doi: 10.1016/j.csite.2021.101301. [DOI] [Google Scholar]
  • 4.Gul T, Khan A, Bilal M, Alreshidi NA, Mukhtar S, Shah Z, Kumam P. Magnetic dipole impact on the hybrid nanofluid flow over an extending surface. Sci. Rep. 2020;10(1):1–13. doi: 10.1038/s41598-020-65298-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5.Ali B, Mishra NK, Rafique K, Jubair S, Mahmood Z, Eldin SM. Mixed convective flow of hybrid nanofluid over a heated stretching disk with zero-mass flux using the modified Buongiorno model. Alex. Eng. J. 2023;72:83–96. doi: 10.1016/j.aej.2023.03.078. [DOI] [Google Scholar]
  • 6.Wang CY, Ng CO. Slip flow due to a stretching cylinder. Int. J. Non Lin. Mech. 2011;46(9):1191–1194. doi: 10.1016/j.ijnonlinmec.2011.05.014. [DOI] [Google Scholar]
  • 7.Hamid M, Usman M, Khan ZH, Haq RU, Wang W. Heat transfer and flow analysis of Casson fluid enclosed in a partially heated trapezoidal cavity. Int. Commun. Heat Mass Transf. 2019;108:104284. doi: 10.1016/j.icheatmasstransfer.2019.104284. [DOI] [Google Scholar]
  • 8.Ramesh GK, Kumar KG, Shehzad SA, Gireesha BJ. Enhancement of radiation on hydromagnetic Casson fluid flow towards a stretched cylinder with suspension of liquid-particles. Can. J. Phys. 2018;96(1):18–24. doi: 10.1139/cjp-2017-0307. [DOI] [Google Scholar]
  • 9.Jafar AB, Shafie S, Ullah I, Safdar R, Jamshed W, Pasha AA, Eid MR. Mixed convection flow of an electrically conducting viscoelastic fluid past a vertical nonlinearly stretching sheet. Sci. Rep. 2022;12(1):14679. doi: 10.1038/s41598-022-18761-0. [DOI] [PMC free article] [PubMed] [Google Scholar] [Retracted]
  • 10.Jamshed W, Baleanu D, Nasir NAAM, Shahzad F, Nisar KS, Shoaib M, Ismail KA. The improved thermal efficiency of Prandtl-Eyring hybrid nanofluid via classical Keller box technique. Sci. Rep. 2021;11(1):23535. doi: 10.1038/s41598-021-02756-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Al-Kouz W, Bendrer BAI, Aissa A, Almuhtady A, Jamshed W, Nisar KS, Zakarya M. Galerkin finite element analysis of magneto two-phase nanofluid flowing in double wavy enclosure comprehending an adiabatic rotating cylinder. Sci. Rep. 2021;11(1):16494. doi: 10.1038/s41598-021-95846-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Jamshed W, Goodarzi M, Prakash M, Nisar KS, Zakarya M, Abdel-Aty AH. Evaluating the unsteady Casson nanofluid over a stretching sheet with solar thermal radiation: An optimal case study. Case Stud. Therm. Eng. 2021;26:101160. doi: 10.1016/j.csite.2021.101160. [DOI] [Google Scholar]
  • 13.Ali, B., AlBaidani, M. M., Jubair, S., Ganie, A. H. & Abdelmohsen, S. A. Computational framework of hydrodynamic stagnation point flow of nanomaterials with natural convection configured by a heated stretching sheet. ZAMM‐J. Appl. Math. Mech. Zeitschrift für Angewandte Mathematik und Mechanik, e202200542 (2023).
  • 14.Ali B, Jubair S. Computing the steady state dynamics: The chemical graphs of complex reaction. Innov. J. Math. (IJM) 2022;1(1):66–82. doi: 10.55059/ijm.2022.1.1/12. [DOI] [Google Scholar]
  • 15.Elattar S, Helmi MM, Elkotb MA, El-Shorbagy MA, Abdelrahman A, Bilal M, Ali A. Computational assessment of hybrid nanofluid flow with the influence of hall current and chemical reaction over a slender stretching surface. Alex. Eng. J. 2022;61(12):10319–10331. doi: 10.1016/j.aej.2022.03.054. [DOI] [Google Scholar]
  • 16.Aziz A, Khan WA, Pop I. Free convection boundary layer flow past a horizontal flat plate embedded in porous medium filled by nanofluid containing gyrotactic microorganisms. Int. J. Therm. Sci. 2012;56:48–57. doi: 10.1016/j.ijthermalsci.2012.01.011. [DOI] [Google Scholar]
  • 17.Khan WA, Makinde OD, Khan ZH. MHD boundary layer flow of a nanofluid containing gyrotactic microorganisms past a vertical plate with Navier slip. Int. J. Heat Mass Transf. 2014;74:285–291. doi: 10.1016/j.ijheatmasstransfer.2014.03.026. [DOI] [Google Scholar]
  • 18.Makinde OD, Animasaun IL. Bioconvection in MHD nanofluid flow with nonlinear thermal radiation and quartic autocatalysis chemical reaction past an upper surface of a paraboloid of revolution. Int. J. Therm. Sci. 2016;109:159–171. doi: 10.1016/j.ijthermalsci.2016.06.003. [DOI] [Google Scholar]
  • 19.Khan WA, Uddin MJ, Ismail AM. Free convection of non-Newtonian nanofluids in porous media with gyrotactic microorganisms. Transp. Porous Media. 2013;97:241–252. doi: 10.1007/s11242-012-0120-z. [DOI] [Google Scholar]
  • 20.Zuhra S, Khan NS, Alam M, Islam S, Khan A. Buoyancy effects on nanoliquids film flow through a porous medium with gyrotactic microorganisms and cubic autocatalysis chemical reaction. Adv. Mech. Eng. 2020;12(1):1687814019897510. doi: 10.1177/1687814019897510. [DOI] [Google Scholar]
  • 21.Mutuku WN, Makinde OD. Hydromagnetic bioconvection of nanofluid over a permeable vertical plate due to gyrotactic microorganisms. Comput. Fluids. 2014;95:88–97. doi: 10.1016/j.compfluid.2014.02.026. [DOI] [Google Scholar]
  • 22.Mahdy A. Gyrotactic microorganisms mixed convection nanofluid flow along an isothermal vertical wedge in porous media. Int. J. Aerosp. Mech. Eng. 2017;11(4):840–850. [Google Scholar]
  • 23.Khan SU, Waqas H, Bhatti MM, Imran M. Bioconvection in the rheology of magnetized couple stress nanofluid featuring activation energy and Wu’s slip. J. Non-Equilib. Thermodyn. 2020;45(1):81–95. doi: 10.1515/jnet-2019-0049. [DOI] [Google Scholar]
  • 24.Beg OA, Kuharat S, Ferdows M, et al. Modeling magnetic nanopolymer flow with induction and nanoparticle solid volume fraction effects: Solar magnetic nanopolymer fabrication simulation. Proc. Imeche, Part N J. Nanomater. Nanoeng. Nanosyst. 2019;233:27–45. [Google Scholar]
  • 25.Anjum N, Khan WA, Hobiny A, Azam M, Waqas M, Irfan M. Numerical analysis for thermal performance of modified Eyring Powell nanofluid flow subject to activation energy and bioconvection dynamic. Case Stud. Therm. Eng. 2022;39:102427. doi: 10.1016/j.csite.2022.102427. [DOI] [Google Scholar]
  • 26.Waqas M, Khan WA, Pasha AA, Islam N, Rahman MM. Dynamics of bioconvective Casson nanoliquid from a moving surface capturing gyrotactic microorganisms, magnetohydrodynamics and stratifications. Therm. Sci. Eng. Progress. 2022;36:101492. doi: 10.1016/j.tsep.2022.101492. [DOI] [Google Scholar]
  • 27.Jamshed W, Eid MR, Hussain SM, Abderrahmane A, Safdar R, Younis O, Pasha AA. Physical specifications of MHD mixed convective of Ostwald-de waele nanofluids in a vented-cavity with inner elliptic cylinder. Int. Commun. Heat Mass Transfer. 2022;134:106038. doi: 10.1016/j.icheatmasstransfer.2022.106038. [DOI] [Google Scholar]
  • 28.Algehyne EA, Areshi M, Saeed A, Bilal M, Kumam W, Kumam P. Numerical simulation of bioconvective darcy forchhemier nanofluid flow with energy transition over a permeable vertical plate. Sci. Rep. 2022;12(1):1–12. doi: 10.1038/s41598-022-07254-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Alrabaiah H, Bilal M, Khan MA, Muhammad T, Legas EY. Parametric estimation of gyrotactic microorganism hybrid nanofluid flow between the conical gap of spinning disk-cone apparatus. Sci. Rep. 2022;12(1):1–14. doi: 10.1038/s41598-021-03077-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Lv YP, Algehyne EA, Alshehri MG, Alzahrani E, Bilal M, Khan MA, Shuaib M. Numerical approach towards gyrotactic microorganisms hybrid nanoliquid flow with the hall current and magnetic field over a spinning disk. Sci. Rep. 2021;11(1):1–13. doi: 10.1038/s41598-021-88269-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31.Elsebaee FAA, Bilal M, Mahmoud SR, Balubaid M, Shuaib M, Asamoah JK, Ali A. Motile micro-organism based trihybrid nanofluid flow with an application of magnetic effect across a slender stretching sheet: Numerical approach. AIP Adv. 2023;13(3):035237. doi: 10.1063/5.0144191. [DOI] [Google Scholar]
  • 32.Wong, K. V. & De Leon, O. Applications of nanofluids: Current and future. In Nanotechnology and Energy 105–132. (Jenny Stanford Publishing, 2017).
  • 33.Maxwell JC. Electricity and Magnetism. Clarendon; 1873. [Google Scholar]
  • 34.Maxwell JC. Electricity and Magnetism. Dover; 1954. [Google Scholar]
  • 35.Choi, S. U. & Eastman, J. A. in Enhancing Thermal Conductivity of Fluids with Nanoparticles (No. ANL/MSD/CP-84938; CONF-951135-29). (Argonne National Lab., IL United States, 1995).
  • 36.Maxwell JC. Electricity and Magnetism Clarendon Press. UK; 1873. [Google Scholar]
  • 37.Shoaib, M., Tabassum, R., Nisar, K. S., Raja, M. A. Z., Fatima, N., Al-Harbi, N. & Abdel-Aty, A. H. (2023). A design of neuro-computational approach for double‐diffusive natural convection nanofluid flow. Heliyon9(3). [DOI] [PMC free article] [PubMed]
  • 38.Li YX, Muhammad T, Bilal M, Khan MA, Ahmadian A, Pansera BA. Fractional simulation for darcy-forchheimer hybrid nanoliquid flow with partial slip over a spinning disk. Alex. Eng. J. 2021;60(5):4787–4796. doi: 10.1016/j.aej.2021.03.062. [DOI] [Google Scholar]
  • 39.Eastman JA, Choi US, Li S, Thompson LJ, Lee S. Enhanced thermal conductivity through the development of nanofluids. MRS Online Proc. Libr. Arch. 1996;457:3. doi: 10.1557/PROC-457-3. [DOI] [Google Scholar]
  • 40.Raja MAZ, Farooq U, Chaudhary NI, Wazwaz AM. Stochastic numerical solver for nanofluidic problems containing multi-walled carbon nanotubes. Appl. Soft Comput. 2016;38:561–586. doi: 10.1016/j.asoc.2015.10.015. [DOI] [Google Scholar]
  • 41.Raja MAZ, Khan Z, Zuhra S, Chaudhary NI, Khan WU, He Y, Shoaib M. Cattaneo-christov heat flux model of 3D hall current involving biconvection nanofluidic flow with Darcy–Forchheimer law effect: Backpropagation neural networks approach. Case Stud. Therm. Eng. 2021;26:101168. doi: 10.1016/j.csite.2021.101168. [DOI] [Google Scholar]
  • 42.Mohyud-Din ST, Zaidi ZA, Khan U, Ahmed N. On heat and mass transfer analysis for the flow of a nanofluid between rotating parallel plates. Aerosp. Sci. Technol. 2015;46:514–522. doi: 10.1016/j.ast.2015.07.020. [DOI] [Google Scholar]
  • 43.Khedkar RS, Sonawane SS, Wasewar KL. Influence of CuO nanoparticles in enhancing the thermal conductivity of water and monoethylene glycol based nanofluids, Inte. Commun. Heat Mass Transfer. 2012;39:665–669. doi: 10.1016/j.icheatmasstransfer.2012.03.012. [DOI] [Google Scholar]
  • 44.Parekh K, Lee HS. Magnetic field induced enhancement in thermal conductivity of magnetite nanofluid. J. Appl. Phys. 2010;107(9):09A310. doi: 10.1063/1.3348387. [DOI] [Google Scholar]
  • 45.Raja MAZ, Sabati M, Parveen N, Awais M, Awan SE, Chaudhary NI, Alquhayz H. Integrated intelligent computing application for effectiveness of Au nanoparticles coated over MWCNTs with velocity slip in curved channel peristaltic flow. Sci. Rep. 2021;11(1):22550r. doi: 10.1038/s41598-021-98490-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46.Aaiza G, Khan I, Shafie S. Energy transfer in mixed convection MHD flow of nanofluid containing different shapes of nanoparticles in a channel filled with saturated porous medium. Nanoscale Res. Lett. 2015;10(1):490. doi: 10.1186/s11671-015-1144-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 47.Zin NAM, Khan I, Shafie S. The impact silver nanoparticles on MHD free convection flow of Jeffrey fluid over an oscillating vertical plate embedded in a porous medium. J. Mol. Liq. 2016;222:138–150. doi: 10.1016/j.molliq.2016.06.098. [DOI] [Google Scholar]
  • 48.Azeem Khan, W. Impact of time-dependent heat and mass transfer phenomenon for magnetized Sutterby nanofluid flow. Waves Random Complex Media, 1–15 (2022).
  • 49.Khan, W. A. Dynamics of gyrotactic microorganisms for modified eyring powell nanofluid flow with bioconvection and nonlinear radiation aspects. Waves Random Complex Media, 1–11 (2023).
  • 50.Irfan M, Khan WA, Pasha AA, Alam MI, Islam N, Zubair M. Significance of non-Fourier heat flux on ferromagnetic powell-eyring fluid subject to cubic autocatalysis kind of chemical reaction. Int. Commun. Heat Mass Transfer. 2022;138:106374. doi: 10.1016/j.icheatmasstransfer.2022.106374. [DOI] [Google Scholar]
  • 51.Khan WA, Arshad Z, Hobiny A, Saleem S, Al-Zubaidi A, Irfan M. Impact of magnetized radiative flow of sutterby nanofluid subjected to convectively heated wedge. Int. J. Mod. Phys. B. 2022;36(16):2250079. doi: 10.1142/S0217979222500795. [DOI] [Google Scholar]
  • 52.Khan WA, Ali M, Irfan M, Khan M, Shahzad M, Sultan F. A rheological analysis of nanofluid subjected to melting heat transport characteristics. Appl. Nanosci. 2020;10:3161–3170. doi: 10.1007/s13204-019-01067-5. [DOI] [Google Scholar]
  • 53.Jamshed W, Prakash M, Devi SSU, Ibrahim RW, Shahzad F, Nisar KS, Yahia IS. A brief comparative examination of tangent hyperbolic hybrid nanofluid through a extending surface: Numerical Keller-Box scheme. Sci. Rep. 2021;11(1):24032. doi: 10.1038/s41598-021-03392-8. [DOI] [PMC free article] [PubMed] [Google Scholar] [Retracted]
  • 54.Pasha AA, Islam N, Jamshed W, Alam MI, Jameel AGA, Juhany KA, Alsulami R. Statistical analysis of viscous hybridized nanofluid flowing via Galerkin finite element technique. Int. Commun. Heat Mass Transfer. 2022;137:106244. doi: 10.1016/j.icheatmasstransfer.2022.106244. [DOI] [Google Scholar]
  • 55.Aziz A, Jamshed W, Aziz T, Bahaidarah HM, Ur Rehman K. Entropy analysis of Powell-Eyring hybrid nanofluid including effect of linear thermal radiation and viscous dissipation. J. Therm. Anal. Calorim. 2021;143:1331–1343. doi: 10.1007/s10973-020-10210-2. [DOI] [Google Scholar]
  • 56.Ashour G, Hussein M, Sobahi T. Nanocomposite containing polyamide and GNS for enhanced properties. Synthesis and characterization. J. Umm Al-Qura Univ. Appl. Sci. 2021;7(1):1–6. [Google Scholar]
  • 57.Hussen HM, Alawee WH, Dhahad HA, Khalifa NT, Althobaiti S, Hussin AM. Solidification of water in a thermal storage unit equipped with nanoparticle. J. Energy Storage. 2022;55:105339. doi: 10.1016/j.est.2022.105339. [DOI] [Google Scholar]
  • 58.Awad S, Al-Rashdi A, Abdel-Hady EE, Jean YC, Van Horn JD. Free volume properties of the zinc oxide nanoparticles/waterborne polyurethane coating system studied by a slow positron beam. J. Compos. Mater. 2019;53(13):1765–1775. doi: 10.1177/0021998318809526. [DOI] [Google Scholar]
  • 59.Seoudi R, Al-Marhaby FA. Synthesis, characterization and photocatalytic application of different sizes of gold nanoparticles on 4-nitrophenol. World Journal of Nano Science and Engineering. 2016;6(03):120. doi: 10.4236/wjnse.2016.63012. [DOI] [Google Scholar]
  • 60.Aziz A, Khan WA, Pop I. Free convection boundary layer flow past a horizontal flat plate embedded in porous medium filled by nanofluid containing gyrotactic microorganisms. Int J Therm Sci. 2012;56:48–57. doi: 10.1016/j.ijthermalsci.2012.01.011. [DOI] [Google Scholar]
  • 61.Khan WA, Makinde OD. MHD nanofluid bioconvection due to gyrotactic microorganisms over a convectively heat stretching sheet. Int. J. Therm. Sci. 2014;81(118):24. [Google Scholar]
  • 62.Shuaib M, Shah RA, Bilal M. Variable thickness flow over a rotating disk under the influence of variable magnetic field: An application to parametric continuation method. Adv. Mech. Eng. 2020;12(6):1687814020936385. doi: 10.1177/1687814020936385. [DOI] [Google Scholar]
  • 63.Shuaib M, Shah RA, Durrani I, Bilal M. Electrokinetic viscous rotating disk flow of Poisson-Nernst-Planck equation for ion transport. J. Mol. Liq. 2020;313:113412. doi: 10.1016/j.molliq.2020.113412. [DOI] [Google Scholar]
  • 64.Alshahrani, S., Ahammad, N. A., Bilal, M., Ghoneim, M. E., Ali, A., Yassen, M. F. & Tag-Eldin, E. (2022). Numerical simulation of ternary nanofluid flow with multiple slip and thermal jump conditions. Frontiers Energy Res10.
  • 65.Bilal M, Ullah I, Alam MM, Weera W, Galal AM. Numerical simulations through PCM for the dynamics of thermal enhancement in ternary MHD hybrid nanofluid flow over plane sheet, cone, and wedge. Symmetry. 2022;14(11):2419. doi: 10.3390/sym14112419. [DOI] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

Data will be available on demand from Bilal Ali”.


Articles from Scientific Reports are provided here courtesy of Nature Publishing Group

RESOURCES