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Linear analysis of flow mode transition triggered by finite-sized particles in Rayleigh-Bénard convection

Dai Shi Department of Mechanical Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan

1 Introduction

Particle-laden flow with thermally-driven convection involved is important to many fields, such as the application of nanofluids [1, 2, 3, 4] and particle-based solar collectors [5, 6, 7], where the particles are known to have a significant effect on the entire flow and heat transfer process. Rayleigh-Bénard (RB) convection, where the flow is heated from below, is a classical and typical system to study thermally-driven convection. Oresta et al. [8, 9] studied the RB systems suspended with particles and found that the heat source contributed by the particles can promote the total Nusselt number (Nu), especially when the particle diameter is small. As particle size increased, this effect caused by the coupled particle heat became less important. Park et al. [10] addressed the importance of the coupled particle heat brought by point particles. A significant enhancement of Nu was found to occur with the increase in the particle heat capacity. This enhancement was shown to be pronounced enough that even the attenuation effect caused by the coupled particle dynamics on Nu can be overwhelmed. Prakhar and Prosperetti [11] established a linear theory to study the influence of small particles on fluid instabilities and focused on the perturbation problem. However, the above studies all focused on the so-called point-particle model, in which particles are approximated as points and the temperature inside every particle is assumed uniform. In realistic applications like fluidized bed reaction, treating particles as points may cause overprediction of the real Nu or particle meltdown [12, 13], which calls for studies with a focus on finite-sized particles.

Ardekani et al. [14] focused on the temperature gradient inside the particle, and studied the effect of particle size on laminar pipe flows. A considerable heat transfer enhancement by adding large particles was observed. A similar effect of large particles was also reported in [15], showing the significant effect of finite-sized particles on the heat transfer process in particle-laden flows. Takeuchi et al. [16] predicted a regular oscillation flow motion inside the laminar RB system laden with finite-sized particles, where the heat conductivity ratio of particle to fluid is shown to be critical in triggering this special phenomenon. Despite the above studies on finite-sized particles, theoretical models on the flow evolution under the thermal effect of finite-sized particles are rare.

In this work, a theoretical model combining the flow-scale momentum equation with the particle-scale heat exchange equation is established to study the flow evolution of the RB system laden with finite-sized particles. The temperature change inside the particle is solved, and the relationship between the flow mode transition and the inter-phase heat exchange process is explained.

2 Model Setup

2.1 Averaging process for flow evolution

An infinitely extended laminar system of RB convection along the zz direction, where the gravitational acceleration 𝒈\bm{g} acts in the 𝒆𝒚-\bm{e_{y}} direction, is considered in this study, as shown in Fig. 1(a). The cross-section of the system is a closed square cell of length ll, with uniformly suspended spherical particles of diameter dpd_{p} in both xx and yy direction, as shown in Fig. 1(b). The total particle number in the square cell is N2N^{2}. The lateral walls of the system are thermally insulated, and the temperature difference ΔT=ThTc\Delta T=T_{h}-T_{c} between the top and bottom plates is constant. Throughout this study, the following properties of the fluid and particles are regarded as constant: density ρ\rho, kinematic viscosity ν\nu, thermal conductivity λ\lambda, heat diffusivity κ\kappa, volumetric thermal expansion coefficient β\beta, and specific heat cc. The subscripts ff and pp indicate the fluid and particle phases, respectively.

Refer to caption
Figure 1: The particle suspended RB convection (a) three-dimensional schematic (b) cross-section on the x-yx\mbox{-}y plane
Refer to caption
Figure 2: Averaging process on the x-yx\mbox{-}y plane (a) the control volume of SS (b) the oriented surface (c) symmetrical parts of SS and Γ\Gamma

Neglecting the impact of particle dynamics on the flow motion, the nondimensional equation for the time evolution of vorticity can be given as:

t(×𝒖)+×[(𝒖)𝒖]=PrRa×(2𝒖)+×(Tf𝒆𝒚),\frac{\partial}{\partial t^{*}}\left(\nabla^{*}\times\bm{u}^{*}\right)+\nabla^{*}\times\left[(\bm{u}^{*}\cdot\nabla^{*})\bm{u}^{*}\right]=\sqrt{\frac{{\rm Pr}}{{\rm Ra}}}\nabla^{*}\times(\nabla^{*2}\bm{u}^{*})+\nabla^{*}\times(T_{f}^{*}\bm{e_{y}}), (1)

where Pr=νfκf{\rm{Pr}}=\frac{\nu_{f}}{\kappa_{f}} is the Prandtl number, Ra=βgΔTl3νfκf{\rm{Ra}}=\frac{\beta g\Delta Tl^{3}}{\nu_{f}\kappa_{f}} is the Rayleigh number, 𝒖\bm{u} is the fluid velocity, and TfT_{f} is the fluid temperature. In the above, ΔT\Delta T is the characteristic temperature, and tr1=l/Ut_{r1}=l/U is set as the reference time, where U=gβΔTlU=\sqrt{g\beta\Delta Tl}. A coherent convective flow with negligible radial velocity is assumed to rotate around the domain center of the closed container in the cross-section and infinitely extends in the zz direction. Focusing on the x-yx\mbox{-}y plane, the continuity equation can be simplified to:

uθθ=0,\frac{\partial u_{\theta}^{*}}{\partial\theta}=0, (2)

where θ\theta is the angular coordinate. A circular control volume of S(r)S(r) bounded by Γ(r)\Gamma(r) is supposed to cover the convective flow, as shown in Fig. 1(a), where rr is the radial coordinate. Based on SS, an oriented surface with the surface element vector of 𝒆zdS\bm{e}_{z}dS can be defined. This oriented surface is enclosed by an oriented curve, whose unit vector is 𝒆θ\bm{e}_{\theta}, as shown in Fig. 2(b). Integrating Eq. (1) over this oriented surface gives:

tuθΓ=PrRa(2r2uθΓ+1rruθΓ)+12(TfΓRTfΓL),\frac{\partial}{\partial t^{*}}\langle u_{\theta}^{*}\rangle_{\Gamma}=\sqrt{\frac{{\rm{Pr}}}{{\rm{Ra}}}}\left(\frac{\partial^{2}}{\partial r^{*2}}\langle u_{\theta}^{*}\rangle_{\Gamma}+\frac{1}{r^{*}}\frac{\partial}{\partial r^{*}}\langle u_{\theta}^{*}\rangle_{\Gamma}\right)+\frac{1}{2}\left(\langle T_{f}^{*}\rangle_{\Gamma R}-\langle T_{f}^{*}\rangle_{\Gamma L}\right), (3)

where Γ\langle\cdot\cdot\cdot\rangle_{\Gamma} denotes the curve average. In the above, uθΓ\langle u_{\theta}\rangle_{\Gamma} is the curve-averaged flow velocity, which comes from:

s(×𝒖)𝒆𝒛𝑑S=Γ𝒖𝒆𝜽𝑑Γ=Γuθ𝑑Γ=ΓuθΓ.\int_{s}(\nabla\times\bm{u})\cdot\bm{e_{z}}dS=\int_{\Gamma}\bm{u}\cdot\bm{e_{\theta}}d\Gamma=\int_{\Gamma}u_{\theta}d\Gamma=\Gamma\langle u_{\theta}\rangle_{\Gamma}. (4)

The convective term is simplified to zero with the continuity equation:

s×[(𝒖)𝒖]𝒆𝒛𝑑S=02πr(uruθr+uθruθθ)𝑑θ=0,\int_{s}\nabla\times[(\bm{u}\cdot\nabla)\bm{u}]\cdot\bm{e_{z}}dS=\int_{0}^{2\pi}r\left(u_{r}\frac{\partial u_{\theta}}{\partial r}+\frac{u_{\theta}}{r}\frac{\partial u_{\theta}}{\partial\theta}\right)d\theta=0, (5)

where uru_{r} is the radial velocity. The first term on the right-hand side of Eq. (3) comes from the viscosity term:

s×(2𝒖)𝒆𝒛𝑑S=02πr(2uθr2+1ruθr+1r22uθθ2)𝑑θ=Γ(2r2uθΓ+1rruθΓ),\int_{s}\nabla\times(\nabla^{2}\bm{u})\cdot\bm{e_{z}}dS=\int_{0}^{2\pi}r\left(\frac{\partial^{2}u_{\theta}}{\partial r^{2}}+\frac{1}{r}\frac{\partial u_{\theta}}{\partial r}+\frac{1}{r^{2}}\frac{\partial^{2}u_{\theta}}{\partial\theta^{2}}\right)d\theta=\Gamma\left(\frac{\partial^{2}}{\partial r^{2}}\langle u_{\theta}\rangle_{\Gamma}+\frac{1}{r}\frac{\partial}{\partial r}\langle u_{\theta}\rangle_{\Gamma}\right), (6)

which describes the momentum diffusion along the radial direction. The last term on the right-hand side of Eq. (3) comes from the buoyancy term:

s×(Tf𝒆𝒚)𝒆𝒛𝑑S=sTfx𝒆𝒛𝒆𝒛𝑑S=Γ2(TfΓRTfΓL),\int_{s}\nabla\times(T_{f}\bm{e_{y}})\cdot\bm{e_{z}}dS=\int_{s}\frac{\partial T_{f}}{\partial x}\bm{e_{z}}\cdot\bm{e_{z}}dS=\frac{\Gamma}{2}\left(\langle T_{f}\rangle_{\Gamma R}-\langle T_{f}\rangle_{\Gamma L}\right), (7)

where S=SL+SRS=S_{L}+S_{R} and Γ=ΓL+ΓR\Gamma=\Gamma_{L}+\Gamma_{R}, as shown in Fig. 2(c). Eq. (3) shows that the imbalance of averaged fluid temperature between the left and right sides of the system is the triggering factor to invoke the bulk flow from rest to rotation.

The thermal impact of particles on flow evolution through the inter-phase heat exchange process is focused on in this study. Assuming a linear condition where the convection is suppressed and the symmetric particle array is kept without particle-particle contact during the flow motion, the evolution of fluid temperature located on the right side of the system depends mainly on the fluid-particle heat exchange:

(ρfcpfΓ2)ddtTfΓR=i=1NRρpcppddtTpivpΓRi,\left(\rho_{f}c_{pf}\frac{\Gamma}{2}\right)\frac{d}{dt}\langle T_{f}\rangle_{\Gamma R}=-\sum_{i=1}^{N_{R}}\rho_{p}c_{pp}\frac{d}{dt}\langle T_{pi}\rangle_{vp}\Gamma_{Ri}, (8)

where NRN_{R} is the total particle number distributed on ΓR\Gamma_{R}, vpv_{p} is the volume of every single particle, Tpivp\langle T_{pi}\rangle_{vp} is the volume-averaged temperature of the ith particle on ΓR\Gamma_{R}, and ΓRi\Gamma_{Ri} is the corresponding fraction of ΓR\Gamma_{R} occupied by the ith particle, as shown in Fig. 3(a). Considering the flow motion is tiny with suppressed convection, we assume the ith particle is always surrounded by the same fluid element fif_{i} of volume vfv_{f} and exchanges heat only with this fif_{i}, as shown in Fig. 3(b), where vf=(lN)3vpv_{f}=\left(\frac{l}{N}\right)^{3}-v_{p}. Therefore, the temperature evolution of the ith particle can be written as:

mpcppddtTpivp=πdp2hp[TfivfTpivp],m_{p}c_{pp}\frac{d}{dt}\langle T_{pi}\rangle_{vp}=\pi d_{p}^{2}h_{p}\left[\langle T_{fi}\rangle_{vf}-\langle T_{pi}\rangle_{vp}\right], (9)

where mpm_{p} is the particle mass, hph_{p} is the particle heat transfer coefficient, and Tfivf\langle T_{fi}\rangle_{vf} is the volume-averaged temperature of the fluid around the ith particle. Combining with Eq. (8), we have:

Γ2ddtTfΓR=1Hτthi=1NR[TpivpTfivf]ΓRi,\frac{\Gamma}{2}\frac{d}{dt}\langle T_{f}\rangle_{\Gamma R}=\frac{1}{H\tau_{th}}\sum_{i=1}^{N_{R}}\left[\langle T_{pi}\rangle_{vp}-\langle T_{fi}\rangle_{vf}\right]\Gamma_{Ri}, (10)
H=ρfcpfρpcpp,H=\frac{\rho_{f}c_{pf}}{\rho_{p}c_{pp}}, (11)
τth=mpcppπdp2hp=16Nupλpλfdp2κp,\tau_{th}=\frac{m_{p}c_{pp}}{\pi d_{p}^{2}h_{p}}=\frac{1}{6{\rm{Nu_{p}}}}\frac{\lambda_{p}}{\lambda_{f}}\frac{d_{p}^{2}}{\kappa_{p}}, (12)

where the particle Nusselt number Nup{\rm{Nu_{p}}} comes from the dimensionless process of hph_{p}. The empirical correlation for Nup{\rm Nu_{p}} in natural convection systems with immersed spheres can be employed [17, 18]. Similarly, the temperature evolution of TfΓL\langle T_{f}\rangle_{\Gamma L} can be given as:

Γ2ddtTfΓL=1Hτthj=1NL[TpjvpTfjvf]ΓLj,\frac{\Gamma}{2}\frac{d}{dt}\langle T_{f}\rangle_{\Gamma L}=\frac{1}{H\tau_{th}}\sum_{j=1}^{N_{L}}\left[\langle T_{pj}\rangle_{vp}-\langle T_{fj}\rangle_{vf}\right]\Gamma_{Lj}, (13)

where NLN_{L} is the total particle number distributed on ΓL\Gamma_{L}, Tpjvp\langle T_{pj}\rangle_{vp} is the volume-averaged temperature of the jth particle on ΓL\Gamma_{L}, and ΓLj\Gamma_{Lj} is the corresponding fraction of ΓL\Gamma_{L} occupied by the jth particle. Using Eq. (3), (10), and (13), we have:

2t2uθΓ\displaystyle\frac{\partial^{2}}{\partial t^{*2}}\langle u_{\theta}^{*}\rangle_{\Gamma} =PrRat(2r2uθΓ+1rruθΓ)\displaystyle=\sqrt{\frac{{\rm{Pr}}}{{\rm{Ra}}}}\frac{\partial}{\partial t^{*}}\left(\frac{\partial^{2}}{\partial r^{*2}}\langle u_{\theta}^{*}\rangle_{\Gamma}+\frac{1}{r^{*}}\frac{\partial}{\partial r^{*}}\langle u_{\theta}^{*}\rangle_{\Gamma}\right) (14)
+1Γ1HStth[i=1NR(TpivpTfivf)ΓRij=1NL(TpjvpTfjvf)ΓLj],\displaystyle+\frac{1}{\Gamma}\frac{1}{HSt_{th}}\left[\sum_{i=1}^{N_{R}}\left(\langle T_{pi}^{*}\rangle_{vp}-\langle T_{fi}^{*}\rangle_{vf}\right)\Gamma_{Ri}-\sum_{j=1}^{N_{L}}\left(\langle T_{pj}^{*}\rangle_{vp}-\langle T_{fj}^{*}\rangle_{vf}\right)\Gamma_{Lj}\right],

where Stth=τth/tr1St_{th}=\tau_{th}/t_{r1} is the non-dimensional time of thermal relaxation. Therefore, the flow velocity can be regarded as being updated every time interval Δt=HStth\Delta t^{*}=HSt_{th} by the inter-phase heat exchange process, which happens at the particle scale.

Refer to caption
Figure 3: Particle distribution on Γ\Gamma (a) symmetric particle distribution (b) the thermal equilibrium state of ith particle and its surrounding fluid

2.2 Particle-scale heat exchange process

In this study of linear analysis, the time scale of tr2=dp/Ut_{r2}=d_{p}/U is defined in the particle scale. The mutually updated process of heat transfer and flow motion can be illustrated in Fig. 4, where Δt=tr2Δt\Delta t=t_{r2}\Delta t^{*}.

Refer to caption
Figure 4: The update process of heat exchange and flow evolution
  • t=0t=0: Particles and the fluid rest in thermal equilibrium.

  • 0<t<Δt0<t<\Delta t: Fluid moves with an initial perturbation velocity uθΓ\langle u_{\theta}^{*}\rangle_{\Gamma}, resulting in a displacement of lAuθΓUΔtl_{A}\equiv\langle u_{\theta}^{*}\rangle_{\Gamma}U\Delta t away from the thermal equilibrium position.

  • t=Δtt=\Delta t : For every particle on the right system, TpivpTfivfΔTllA=TA\langle T_{pi}\rangle_{vp}-\langle T_{fi}\rangle_{vf}\equiv-\frac{\Delta T}{l}l_{A}=-T_{A}. For every particle on the left system, TpjvpTfjvfΔTllA=TA\langle T_{pj}\rangle_{vp}-\langle T_{fj}\rangle_{vf}\equiv\frac{\Delta T}{l}l_{A}=T_{A}.

  • Δt<t<2Δt\Delta t<t<2\Delta t: Heat exchange between every particle and its surrounding fluid begins.

  • t=2Δtt=2\Delta t: TpivpTfivf\langle T_{pi}\rangle_{vp}-\langle T_{fi}\rangle_{vf} and TpjvpTfjvf\langle T_{pj}\rangle_{vp}-\langle T_{fj}\rangle_{vf} are updated as the value at t=2Δtt=2\Delta t.

  • 2Δt<t<3Δt2\Delta t<t<3\Delta t: Fluid moves with an updated velocity that satisfies Eq. (14).

Considering the symmetric particle arrangement on Γ\Gamma is kept, Eq. (14) can be rewritten as:

2t2uθΓ=ΓpΓ1HStth(TpivpTfivf),\frac{\partial^{2}}{\partial t^{*2}}\langle u_{\theta}^{*}\rangle_{\Gamma}=\frac{\Gamma_{p}}{\Gamma}\frac{1}{HSt_{th}}\left(\langle T_{pi}^{*}\rangle_{vp}-\langle T_{fi}^{*}\rangle_{vf}\right), (15)

where Γp\Gamma_{p} refers to the fraction of Γ\Gamma that occupied by the total particles distributed on Γ\Gamma. Taking t=Δtt=\Delta t as the base state, it is suggested from the above process that the flow evolves in a way affected by the heat exchange process, where three time scales are involved:

Δt=ρfcpfρpcpp16Nupλpλfdp2κpdpl,\Delta t=\frac{\rho_{f}c_{pf}}{\rho_{p}c_{pp}}\frac{1}{6{\rm{Nu_{p}}}}\frac{\lambda_{p}}{\lambda_{f}}\frac{d_{p}^{2}}{\kappa_{p}}\frac{d_{p}}{l}, (16)
τp=dp24κp,\tau_{p}=\frac{d_{p}^{2}}{4\kappa_{p}}, (17)
τf=df24κf,df=(6πvf)1/3.\tau_{f}=\frac{d_{f}^{2}}{4\kappa_{f}},\ d_{f}=\left(\frac{6}{\pi}v_{f}\right)^{1/3}. (18)

In this study, dp/l102d_{p}/l\sim 10^{-2} is assumed and τf>Δt\tau_{f}>\Delta t is indicated. Therefore, the Δt\Delta t time interval is always insufficient for heat to update through the fluid region of dfd_{f}. Considering our interest in high-thermal-conductivity particles, a precondition of τfτp\tau_{f}\gg\tau_{p} is further assumed, and three regimes can be defined:

  • I. τp>Δt\tau_{p}>\Delta t and τf>Δt\tau_{f}>\Delta t, which means ρfcpfρpcppλpλf<P\frac{\rho_{f}c_{pf}}{\rho_{p}c_{pp}}\frac{\lambda_{p}}{\lambda_{f}}<P;

  • II. τp<Δt<τf\tau_{p}<\Delta t<\tau_{f}, which means ρfcpfρpcppλpλf>P\frac{\rho_{f}c_{pf}}{\rho_{p}c_{pp}}\frac{\lambda_{p}}{\lambda_{f}}>P;

  • III. τpΔt\tau_{p}\sim\Delta t and τf>Δt\tau_{f}>\Delta t, which means ρfcpfρpcppλpλfP\frac{\rho_{f}c_{pf}}{\rho_{p}c_{pp}}\frac{\lambda_{p}}{\lambda_{f}}\sim P.

In the above,

τpΔt=ρpcppρfcpfλfλpldp3Nup2=ρpcppρfcpfλfλpP.\frac{\tau_{p}}{\Delta t}=\frac{\rho_{p}c_{pp}}{\rho_{f}c_{pf}}\frac{\lambda_{f}}{\lambda_{p}}\frac{l}{d_{p}}\frac{3{\rm{Nu_{p}}}}{2}=\frac{\rho_{p}c_{pp}}{\rho_{f}c_{pf}}\frac{\lambda_{f}}{\lambda_{p}}P.

Heat exchange methods vary in different regimes, resulting in different flow modes.

3 Results and Discussion

The former analysis has given significance to the time scales involved in the heat exchange process. In this section, detailed temperature evolution in both particle and fluid regions, which varies with the time scales, is discussed. Considering the precondition of τfτp\tau_{f}\gg\tau_{p}, the particle temperature change can be treated as a Cauchy problem.

3.1 Flow mode I

In Regime I, the thermal distance traversed within the particle region during the Δt\Delta t time interval is:

lp=κpΔt<R,l_{p}=\sqrt{\kappa_{p}\Delta t}<R,

where R=0.5dpR=0.5d_{p}. Describing the thermal base state as:

Tpivp,t=ΔtTfivf,t=Δt=Tp0Tf0=TA,\langle T_{pi}\rangle_{vp,t=\Delta t}-\langle T_{fi}\rangle_{vf,t=\Delta t}=T_{p0}-T_{f0}=-T_{A}, (19)

thermal state at the end of the first heat exchange process can be written as:

Tpivp,t=2ΔtTfivf,t=2Δt=Tp0+ΔTpTf0ΔTf,\langle T_{pi}\rangle_{vp,t=2\Delta t}-\langle T_{fi}\rangle_{vf,t=2\Delta t}=T_{p0}+\Delta T_{p}-T_{f0}-\Delta T_{f}, (20)

where ΔTp\Delta T_{p} refers to the volume-averaged temperature change of the single particle located on ΓR\Gamma_{R} during Δt<t<2Δt\Delta t<t<2\Delta t, and ΔTf\Delta T_{f} refers to the volume-averaged temperature change of the corresponding fluid element. Under the initial inter-phase temperature difference, heat is transferred inside the particle region along the radial direction, which can be simplified as a one-dimensional heat conduction problem. As a result, ΔTp\Delta T_{p} can be written as:

ΔTp=12RRR𝑑ξlplpTAexp[(ξξ0)24κpΔt]4πκpΔt𝑑ξ0=TA2R4πκpΔtlpRRR𝑑ξRRexp[(ξξ0)24κpΔt]𝑑ξ0,\begin{split}\Delta T_{p}&=\frac{1}{2R}\int_{-R}^{R}d\xi\int_{-l_{p}}^{l_{p}}T_{A}\frac{{\rm{exp}}\left[-\frac{(\xi-\xi_{0})^{2}}{4\kappa_{p}\Delta t}\right]}{\sqrt{4\pi\kappa_{p}\Delta t}}d\xi_{0}\\ &=\frac{T_{A}}{2R\sqrt{4\pi\kappa_{p}\Delta t}}\frac{l_{p}}{R}\int_{-R}^{R}d\xi\int_{-R}^{R}{\rm{exp}}\left[-\frac{(\xi-\xi_{0})^{2}}{4\kappa_{p}\Delta t}\right]d\xi_{0},\end{split} (21)

where ξ\xi is the integration variable referred to the existing region of every single particle on the x-yx\mbox{-}y plane, as shown in Fig. 3(b), and ξ0\xi_{0} is the integration variable referred to lpl_{p}. The dual integral part in Eq. (21) can be rewritten with a transform of the integration variable:

RR𝑑ξRRexp[(ξξ0)24κpΔt]𝑑ξ0=RR𝑑ξξ+RξRexp[η24κpΔt]𝑑η=0R𝑑ξ(ξ+R(ξ+R)𝑑η(ξR)ξR𝑑η)exp[η24κpΔt]4πκpΔt(R0R1exp[(Rξ)24κpΔt]𝑑ξ),\begin{split}\int_{-R}^{R}d\xi\int_{-R}^{R}{\rm{exp}}\left[-\frac{(\xi-\xi_{0})^{2}}{4\kappa_{p}\Delta t}\right]d\xi_{0}&=\int_{-R}^{R}d\xi\int_{\xi+R}^{\xi-R}{\rm{exp}}\left[-\frac{\eta^{2}}{4\kappa_{p}\Delta t}\right]d\eta\\ &=\int_{0}^{R}d\xi\left(\int_{\xi+R}^{-(\xi+R)}d\eta-\int_{-(\xi-R)}^{\xi-R}d\eta\right){\rm{exp}}\left[-\frac{\eta^{2}}{4\kappa_{p}\Delta t}\right]\\ &\approx\sqrt{4\pi\kappa_{p}\Delta t}\left(R-\int_{0}^{R}\sqrt{1-{\rm{exp}}\left[-\frac{(R-\xi)^{2}}{4\kappa_{p}\Delta t}\right]}d\xi\right),\end{split} (22)

where η=ξξ0\eta=\xi-\xi_{0} . Combining with Eq. (21), we have:

ΔTp=TA2RlpR(R0R1exp[(Rξ)24κpΔt]𝑑ξ)=TA2RlpRSex,\Delta T_{p}=\frac{T_{A}}{2R}\frac{l_{p}}{R}\left(R-\int_{0}^{R}\sqrt{1-{\rm{exp}}\left[-\frac{(R-\xi)^{2}}{4\kappa_{p}\Delta t}\right]}d\xi\right)=\frac{T_{A}}{2R}\frac{l_{p}}{R}S_{ex}, (23)

where SexS_{ex} represents the integral area enclosed by ξ=R\xi=R, y=1y=1, and y=1exp[(Rξ)24κpΔt]y=\sqrt{1-{\rm{exp}}\left[-\frac{(R-\xi)^{2}}{4\kappa_{p}\Delta t}\right]}, the general plot of which is shown as the red curve in Fig. 5(a). The linear part of the red curve can be similarized to fit y1=C1Rξ4κpΔty_{1}=C_{1}\frac{R-\xi}{\sqrt{4\kappa_{p}\Delta t}}, leading to an approximation of SexS_{ex}:

Sex=12×4κpΔtC1×1=κpΔtC1,S_{ex}=\frac{1}{2}\times\frac{\sqrt{4\kappa_{p}\Delta t}}{C_{1}}\times 1=\frac{\sqrt{\kappa_{p}\Delta t}}{C_{1}}, (24)

where C1C_{1} is a constant coefficient. Combining with Eq. (23), we have:

ΔTp=TAlpκpΔt2C1R2TAκpκfdpl,\Delta T_{p}=T_{A}\frac{l_{p}\sqrt{\kappa_{p}\Delta t}}{2C_{1}R^{2}}\sim T_{A}\frac{\kappa_{p}}{\kappa_{f}}\frac{d_{p}}{l}, (25)
ΔTf=1HEΔTpTAλpλfdpl,\Delta T_{f}=-\frac{1}{HE}\Delta T_{p}\sim-T_{A}\frac{\lambda_{p}}{\lambda_{f}}\frac{d_{p}}{l}, (26)

where E=vf/vpE=v_{f}/v_{p}. Combining with Eq. (20), we have:

Tpivp,t=2ΔtTfivf,t=2ΔtTA(1κpκfdplλpλfdpl).\langle T_{pi}\rangle_{vp,t=2\Delta t}-\langle T_{fi}\rangle_{vf,t=2\Delta t}\sim-T_{A}\left(1-\frac{\kappa_{p}}{\kappa_{f}}\frac{d_{p}}{l}-\frac{\lambda_{p}}{\lambda_{f}}\frac{d_{p}}{l}\right). (27)

Using Eq. (15), the flow motion during 2Δt<t<3Δt2\Delta t<t<3\Delta t obeys the following relationship:

2t2uθΓ=ΓpΓdpl(1κpκfdplλpλfdpl)uθΓ,\frac{\partial^{2}}{\partial t^{*2}}\langle u_{\theta}^{*}\rangle_{\Gamma}=-\frac{\Gamma_{p}}{\Gamma}\frac{d_{p}}{l}\left(1-\frac{\kappa_{p}}{\kappa_{f}}\frac{d_{p}}{l}-\frac{\lambda_{p}}{\lambda_{f}}\frac{d_{p}}{l}\right)\langle u_{\theta}^{*}\rangle_{\Gamma}, (28)

which indicates a flow mode of simple harmonic (SH) motion, oscillating around the thermal equilibrium position.

Refer to caption
Figure 5: Temperature change inside the particle (a) Regime I (b) Regime II (c) Regime III

3.2 Flow mode II

In Regime II, the heat transfer process through the particle region should be finished for at least one round during the time interval of Δt\Delta t, which means:

ΔTp=12RRR𝑑ξRRTAexp[(ξξ0)24κpΔt]4πκpΔt𝑑ξ0=TA2RSex,\Delta T_{p}=\frac{1}{2R}\int_{-R}^{R}d\xi\int_{-R}^{R}T_{A}\frac{{\rm{exp}}\left[-\frac{(\xi-\xi_{0})^{2}}{4\kappa_{p}\Delta t}\right]}{\sqrt{4\pi\kappa_{p}\Delta t}}d\xi_{0}=\frac{T_{A}}{2R}S_{ex}, (29)
Sex=R×112×R×RC24κpΔt=RR2C24κpΔt.S_{ex}=R\times 1-\frac{1}{2}\times R\times\frac{RC_{2}}{\sqrt{4\kappa_{p}\Delta t}}=R-\frac{R^{2}C_{2}}{4\sqrt{\kappa_{p}\Delta t}}. (30)

In the above, SexS_{ex} is the trapezoidal area enclosed by ξ=R\xi=R, ξ=0\xi=0, y=1y=1, and y=1exp[(Rξ)24κpΔt]y=\sqrt{1-{\rm{exp}}\left[-\frac{(R-\xi)^{2}}{4\kappa_{p}\Delta t}\right]}, the linear part of which is fitted to y2=C2Rξ4κpΔty_{2}=C_{2}\frac{R-\xi}{\sqrt{4\kappa_{p}\Delta t}}, as shown in Fig. 5(b). Therefore, the temperature change during the time interval can be written as:

ΔTp=TA(12RC28κpΔt)TA(12κfκpldp),\Delta T_{p}=T_{A}\left(\frac{1}{2}-\frac{RC_{2}}{8\sqrt{\kappa_{p}\Delta t}}\right)\sim T_{A}\left(\frac{1}{2}-\sqrt{\frac{\kappa_{f}}{\kappa_{p}}\frac{l}{d_{p}}}\right), (31)
ΔTf=1HEΔTpTA(12HEλpλfκfκpκfκpldp).\Delta T_{f}=-\frac{1}{HE}\Delta T_{p}\sim-T_{A}\left(\frac{1}{2HE}-\frac{\lambda_{p}}{\lambda_{f}}\frac{\kappa_{f}}{\kappa_{p}}\sqrt{\frac{\kappa_{f}}{\kappa_{p}}\frac{l}{d_{p}}}\right). (32)

Combining with Eq. (15) and Eq. (20), the flow motion during 2Δt<t<3Δt2\Delta t<t<3\Delta t obeys the following relationship:

2t2uθΓ=ΓpΓdpl(1212HE+κfκpldp+λpλfκfκpκfκpldp)uθΓ,\frac{\partial^{2}}{\partial t^{*2}}\langle u_{\theta}^{*}\rangle_{\Gamma}=-\frac{\Gamma_{p}}{\Gamma}\frac{d_{p}}{l}\left(\frac{1}{2}-\frac{1}{2HE}+\sqrt{\frac{\kappa_{f}}{\kappa_{p}}\frac{l}{d_{p}}}+\frac{\lambda_{p}}{\lambda_{f}}\frac{\kappa_{f}}{\kappa_{p}}\sqrt{\frac{\kappa_{f}}{\kappa_{p}}\frac{l}{d_{p}}}\right)\langle u_{\theta}^{*}\rangle_{\Gamma}, (33)

which also indicates a flow mode of SH motion around the thermal equilibrium position.

3.3 Flow mode III

After the above discussion, the flow pattern in Regime III, where Δt\Delta t is about the time to complete one round of heat transfer through the particle region, becomes easier to understand. As shown in Fig. 5(c), the averaged temperature change can be given as:

ΔTp=TA2RSex=TA4,\Delta T_{p}=\frac{T_{A}}{2R}S_{ex}=\frac{T_{A}}{4}, (34)
ΔTf=1HEΔTp=TA4HE.\Delta T_{f}=-\frac{1}{HE}\Delta T_{p}=-\frac{T_{A}}{4HE}. (35)

As a result, flow motion during 2Δt<t<3Δt2\Delta t<t<3\Delta t obeys the following relationship:

2t2uθΓ=ΓpΓdpl(3414HE)uθΓ,\frac{\partial^{2}}{\partial t^{*2}}\langle u_{\theta}^{*}\rangle_{\Gamma}=-\frac{\Gamma_{p}}{\Gamma}\frac{d_{p}}{l}\left(\frac{3}{4}-\frac{1}{4HE}\right)\langle u_{\theta}^{*}\rangle_{\Gamma}, (36)

which indicates the flow period has no obvious connection with the thermal conductivity ratio.

Regime III occurs only when κpΔtR\sqrt{\kappa_{p}\Delta t}\approx R, which means it is easy to shift to Regime I or Regime II. The previous discussion shows that with the increase of λp/λf\lambda_{p}/\lambda_{f}, the oscillation period in Regime I becomes shorter while the oscillation period in Regime II becomes longer. Therefore, there should exist a SH flow mode in Regime III, which yields the minimum oscillation period.

3.4 Particle motion

Considering the symmetric particle array is always kept in this study, it is reasonable to assume that particles distributed on Γ\Gamma have the same velocity:

upi,Γ=up,Γ=upθ,Γ,u_{pi,\Gamma}=u_{p,\Gamma}=u_{p\theta,\Gamma},

where upθ,Γu_{p\theta,\Gamma} is the particle velocity along the angular direction. Therefore, the drag force experienced by every single particle on Γ\Gamma can be written as:

fd=mpuθΓupθ,Γτm,f_{d}=m_{p}\frac{\langle u_{\theta}\rangle_{\Gamma}-u_{p\theta,\Gamma}}{\tau_{m}}, (37)

where a positive fdf_{d} indicates the drag force acts along the counterclockwise direction, and a negative fdf_{d} indicates the drag force acts along the clockwise direction. In the above, τm\tau_{m} is the particle relaxation time, which can be written in the general form[19]:

1τm=34CDf(ϵ)mρfρpϵ2|uθΓupθ,Γ|dp,\frac{1}{\tau_{m}}=\frac{3}{4}C_{D}f(\epsilon)^{m}\frac{\rho_{f}}{\rho_{p}}\epsilon^{2}\frac{\left|\langle u_{\theta}\rangle_{\Gamma}-u_{p\theta,\Gamma}\right|}{d_{p}}, (38)

where CDC_{D} is the drag coefficient for single sphere suspension proposed by Schiller and Naumann [20], ϵ\epsilon is the local void fraction or porosity, and f(ϵ)mf(\epsilon)^{m} is the porosity function to correct the relaxation time when the particle suspension is not dilute enough.

Treating particles distributed on Γ\Gamma as symmetric particle couples, for example, particle AA and BB in Fig. 6, the moment of force experienced by every particle couple can be written as:

MAB=(ρfvpgaρfvpga)+(mpga+mpga)+2fdr=2fdr,\sum M_{AB}=(\rho_{f}v_{p}ga-\rho_{f}v_{p}ga)+(-m_{p}ga+m_{p}ga)+2f_{d}r=2f_{d}r, (39)

suggesting the particle motion is mainly driven by the drag force. According to the conservation of angular momentum, we have:

ddtLp,Γ=NΓ2IpdwΓdt=NΓ2MAB,\frac{d}{dt}L_{p,\Gamma}=\frac{N_{\Gamma}}{2}I_{p}\frac{dw_{\Gamma}}{dt}=\frac{N_{\Gamma}}{2}\sum M_{AB}, (40)

where Lp,ΓL_{p,\Gamma} represents the angular momentum of particles located on Γ\Gamma, NΓN_{\Gamma} is the total particle number on Γ\Gamma, I2I_{2} is the moment of inertia of every particle couple, and wΓw_{\Gamma} is the angular velocity of every particle. Assuming the particle movement is tiny enough that wΓupθ,Γw_{\Gamma}\approx u_{p\theta,\Gamma}, Eq. (43) can be rewritten as:

ddtupθ,Γ=2rmpIpτm(uθΓupθ,Γ),\frac{d}{dt}u_{p\theta,\Gamma}=\frac{2rm_{p}}{I_{p}\tau_{m}}\left(\langle u_{\theta}\rangle_{\Gamma}-u_{p\theta,\Gamma}\right), (41)

which suggests that particles also move with a kind of regular oscillation mode driven by the flow, while a phase difference exists between the particle SH and fluid SH motions.

Refer to caption
Figure 6: The symmetric particle couple

3.5 Validation

An oscillatory granular flow, which is driven by the simple harmonic fluid motion, is predicted from the above analysis. In this section, validation is carried out by comparing the oscillation period suggested by the current study with that from related simulation research.

Refer to caption
Figure 7: Validation with simulation results

As shown in Fig. 7, red dots refer to the simulation results of particle motion in the solid-dispersed Rayleigh-Bénard convection[16], where dp/ld_{p}/l is set as 0.05 and HH is set as 1. Fitting these conditions, Regime I of this study falls into the range of λpλf<60\frac{\lambda_{p}}{\lambda_{f}}<60 , and the granular flow yields a SH motion, whose period is:

τI=[ΓpΓdpl(1Hλpλfdplλpλfdpl)]12(λp/λf)12,\tau_{I}=\left[\frac{\Gamma_{p}}{\Gamma}\frac{d_{p}}{l}\left(1-H\frac{\lambda_{p}}{\lambda_{f}}\frac{d_{p}}{l}-\frac{\lambda_{p}}{\lambda_{f}}\frac{d_{p}}{l}\right)\right]^{-\frac{1}{2}}\sim(\lambda_{p}/\lambda_{f})^{-\frac{1}{2}}, (42)

showing agreement with the simulation study. Regime II falls in the range of λpλf>60\frac{\lambda_{p}}{\lambda_{f}}>60 , where the granular flow yields a regular oscillation period:

τII=[ΓpΓdpl(1212HE+κfκpldp+λpλfκfκpκfκpldp)]12(λp/λf)14.\tau_{II}=\left[\frac{\Gamma_{p}}{\Gamma}\frac{d_{p}}{l}\left(\frac{1}{2}-\frac{1}{2HE}+\sqrt{\frac{\kappa_{f}}{\kappa_{p}}\frac{l}{d_{p}}}+\frac{\lambda_{p}}{\lambda_{f}}\frac{\kappa_{f}}{\kappa_{p}}\sqrt{\frac{\kappa_{f}}{\kappa_{p}}\frac{l}{d_{p}}}\right)\right]^{-\frac{1}{2}}\sim\left(\lambda_{p}/\lambda_{f}\right)^{\frac{1}{4}}. (43)

This correlation between the oscillation period and thermal conductivity ratio shows especially good agreement with the simulation study. Regime III, which is between Regime I and II, falls in the range around λpλf=60\frac{\lambda_{p}}{\lambda_{f}}=60, where a minimum oscillation period can be observed. In the simulation results, the shortest oscillation period of all does occur around λp/λf=60\lambda_{p}/\lambda_{f}=60 while the oscillation period still shows a relationship with the thermal conductivity ratio.

It is also noted that the correlation in Regime I fails to cover the flow motion around the range of 1<λpλf<101<\frac{\lambda_{p}}{\lambda_{f}}<10, as indicated from the simulation results. The reason is supposed to be that the assumption of τfτp\tau_{f}\gg\tau_{p} becomes invalid under the problem setting of λpλf<10\frac{\lambda_{p}}{\lambda_{f}}<10, and it is not scientific to simplify the particle temperature change into a Cauchy problem anymore. More heat transferred through the particle surface to the fluid element should be modeled.

4 Conclusion

This work starts with a mathematical model to study RB convection laden with finite-sized particles. By employing an averaging method, the flow evolution after perturbation is focused on. A linear analysis is conducted to investigate the effect of the inter-phase heat exchange process on the flow mode transition. It is shown that when a flow perturbation occurs, leading to an inter-phase temperature difference TAT_{A}, the flow velocity is updated by the heat exchange process every time interval of Δt\Delta t, resulting in a regular oscillation flow motion. The oscillation period is shown to be related to a group of physical quantities, which are determined by three time scales involved in the heat exchange process between every single particle and its surrounding fluid element. By assuming τf/τp1\tau_{f}/\tau_{p}\gg 1, when the thermal relaxation time τp\tau_{p} for heat to reach one balance inside every single particle is longer than Δt\Delta t, the flow oscillation period is shown to present a decreasing trend with the thermal diffusivity ratio κp/κf\kappa_{p}/\kappa_{f} of particle to fluid. When the thermal relaxation time τp\tau_{p} for heat to reach one balance inside every single particle is shorter than Δt\Delta t, the flow oscillation period is shown to present an increasing trend with the thermal diffusivity ratio κp/κf\kappa_{p}/\kappa_{f}. Under the case of τpΔt\tau_{p}\sim\Delta t, the shortest oscillation period is predicted to occur, the value of which does not vary significantly with the change of κp/κf\kappa_{p}/\kappa_{f}. Particle motion is also shown to be a regular oscillation, which is driven by the drag force to follow that of the flow motion, sharing a similar oscillation period with that of the flow.

In this study, flow evolution is analyzed in detail for 2Δt<t<3Δt2\Delta t<t<3\Delta t after the heat exchange process during Δt<t<2Δt\Delta t<t<2\Delta t, which starts after an initial inter-phase temperature difference at t=Δtt=\Delta t. In fact, flow evolution during other time intervals is similar to that during 2Δt<t<3Δt2\Delta t<t<3\Delta t, since the heat exchange process always starts after an initial inter-phase temperature difference of TAT_{A}^{{}^{\prime}}:

TA=ΔTllA=ΔTluθΓtcΔTluθΓΔt=TA.T_{A}^{{}^{\prime}}=\frac{\Delta T}{l}l_{A}=\frac{\Delta T}{l}\langle u_{\theta}\rangle_{\Gamma}t_{c}\sim\frac{\Delta T}{l}\langle u_{\theta}\rangle_{\Gamma}\Delta t=T_{A}. (44)

Therefore, the flow mode (i.e. after t=3Δtt=3\Delta t in this study) in the RB system laden with finite-sized high-thermal-conductivity particles is always a SH motion with time development, with changes only in the oscillation amplitude, affected by the varying lAl_{A} at different time points.

However, the current study is based on the assumption of τf/τp1\tau_{f}/\tau_{p}\gg 1, which means the particle thermal diffusivity is much higher than the fluid thermal diffusivity. It becomes invalid to describe the flow evolution when the particle thermal diffusivity gets close to the fluid thermal diffusivity. Theoretical analysis under τf/τp>1\tau_{f}/\tau_{p}>1 is also a major ongoing work.

Acknowledgments

This work was supported by JST SPRING, Grant Number JPMJSP2138.

References

  • [1] P. Keblinski, J. A. Eastman, and D. G. Cahill. Nanofluids for thermal transport. Material Today, 8(2005), 36–44.
  • [2] A. A. A. Arani, M. Mahmoodi, and S. M. Sebdani. On the Cooling Process of Nanofluid in a square enclosure with linear temperature distribution on left wall. Journal of Applied Fluid Mechanics, 7(2014), 591-601.
  • [3] Z. Haddad, H. F. Oztop, A review on natural convective heat transfer of nanofluids. Renewable Sustainable Energy Reviews. 16(2012), 5363-5378.
  • [4] J. Ahuja and J. Sharma., Rayleigh-Bénard instability in nanofluids: a comprehensive review. Micro and Nano Systems Letters, 8:21(2020), 1-15.
  • [5] H. Pouransari et al., Effects of preferential concentration on heat transfer in particle-based solar receivers. Journal of Solar Energy Engineering, 139(2017), 1-11.
  • [6] K. H. Clifford, Advances in central receivers for concentrating solar applications. Solar Energy, 152(2017), 38-56.
  • [7] K. H. Clifford et al., Review of high-temperature central receiver designs for concentrating solar power. Renewable Sustainable Energy Reviews, 29(2014), 835–846.
  • [8] P. Oresta et al., Heat transfer mechanisms in bubbly Rayleigh-Bénard convection. Physical Review E, 80(026304)(2009), 1-11.
  • [9] P. Oresta et al., Effects of particle settling on Rayleigh-Bénard convection. Physical Review E, 87(063014)(2013), 1-11.
  • [10] H. J. Park et al., Rayleigh-Bénard turbulence modified by two-way coupled inertial, nonisothermal particles. Physical Review Fluids, 3(034307)(2018), 1-15.
  • [11] S. Prakhar et al., Linear theory of particulate Rayleigh-Bénard instability. Physical Review Fluids, 6(083901)(2021), 1-19.
  • [12] T.F. McKenna et al., Heat transfer from catalysts with computational fluid dynamics. Reactors, Kinetics, and Catalysts, 45(11)(1999), 2392-2410.
  • [13] Z. Yu et al., A fictitious domain method for particulate flows with heat transfer. Journal of Computational Physics, 217 (2006), 424–452.
  • [14] M.N. Ardekani et al., Numerical study of heat transfer in laminar and turbulent pipe flow with finite-size spherical particles. International Journal of Heat and Fluid Flow, 71(2018), 189–199.
  • [15] G. Hetsroni et al., Effect of coarse particles on the heat transfer in a particle-laden turbulent boundary layer. International Journal of Multiphase Flow, 28(12)(2002), 1873–1894.
  • [16] S. Takeuchi et al., Effect of temperature gradient within a solid particle on the rotation and oscillation modes in solid-dispersed two-phase flows. International Journal of Heat and Fluid Flow, 43(2013), 15-25.
  • [17] S. W. Churchill, Free convection around immersed bodies. Heat Exchanger Design Handbook, Begell House, New York, 2002, Section 2.5.7.
  • [18] F. P. Incropera et al., Fundamentals of Heat and Mass Transfer, John Wiley and Sons, New Jersey, 2007, 583-583.
  • [19] L. Mazzei and P. Lettieri. A drag force closure for uniformly dispersed fluidized suspensions. Chemical Engineering Science, 62(2007), 6129-6142.
  • [20] L. Schiller et al., A drag coefficient correlation. Zeitschrift des Vereins Deutscher Ingenieure, 77(1933), 318-320.