Immersion Battery Cooling: Flow, Pressure Drop and Cell Spread

Solve U- or Z-manifold flow distribution, developing passage losses and cell temperatures. Check a 5 °C spread target and find the pump head and power.

#battery packs #finite-capacity heat balance #immersion cooling #manifold flow #pump sizing #temperature uniformity

This immersion cooling battery calculator answers two linked design questions: how evenly does a dielectric fluid reach the cells, and what pump duty is needed to keep their temperatures uniform? It is intended for battery engineers, thermal-design students and people comparing practical cooling layouts before detailed CFD or prototype testing.

Enter the number of parallel cooling lanes and the number of cells encountered in series along each lane. Choose a U-type manifold when the inlet and outlet ports are at the same end, or a Z-type manifold when they are at opposite ends. Both headers have the same diameter and length. The first drawing identifies the flow paths; the cell-temperature map locates the hot and cold regions.

Describe the minimum clear gap, passage width and cell pitch. Across cylindrical cells, passage width is the exposed cylinder height. Enter the cylinder’s exposed lateral area and a measured or estimated form-loss coefficient per row. Along flat cells, enter the heated length represented by each cell and its wetted area. Each lane is an equivalent passage carrying the heat of its assigned cells: shared gaps must be apportioned consistently so that neither flow area nor cell area is counted twice.

Supply density, viscosity, heat capacity and thermal conductivity for the actual dielectric fluid near its operating temperature. The defaults illustrate a hydrocarbon immersion fluid using Shell S5 X typical data. Its density is reported at 15 °C and the other properties at 40 °C, so these defaults are an initial property approximation, not a temperature-dependent fluid model. Replace them with suitable operating-temperature data for a design assessment.

Set the sustained heat generation per cell, inlet temperature and core-to-surface thermal resistance. A downstream heat gradient can represent uneven loading. The tool solves the coupled manifold flow distribution, calculates developing-flow battery pack pressure drop, then solves an exponential finite-capacity heat balance from cell to cell. The reported spread is the hottest cell core minus the coolest cell core. A 5 K limit means the same temperature difference as 5 °C; the separate maximum-temperature check remains necessary even when spread is small.

Use the flow-distribution bars to identify starved lanes. The flow sweeps show the tradeoff between uniformity and pumping demand. Add heat-exchanger, filter and hose losses at the entered flow; those external losses scale with flow squared in the sweep. Select a pump whose curve delivers the requested flow at the calculated head in this fluid, and verify efficiency and cold-start viscosity with its supplier.

The model covers steady, single-phase forced convection with laminar equivalent passages. It does not resolve cylinder wakes, local jets, bypass leakage, buoyancy, boiling, electrochemical heat generation, thermal runaway or material compatibility. Momentum and row-loss coefficients need calibration for the actual hardware. It does not size the heat-rejection device or assess electrical insulation. Electrical and cooling-loop installation work belongs to a qualified person.

How it is calculated

The hydraulic model discretizes the dividing and collecting header momentum balances of Bajura and Jones (1976) at every lane. With vv the local header velocity, the momentum contribution is Δp=θρ(v12−v22)/2\Delta p=\theta\rho(v_1^2-v_2^2)/2; wall friction is integrated over the intervening header segments. U and Z layouts use different collector flow directions and cumulative flows. The common inlet pressure and all positive lane flows are solved together by a damped Newton iteration, subject to total-flow conservation. The Jacobian includes header momentum exchange, header friction and each lane's nonlinear resistance. The default coefficients, 1.00 and 2.65, follow the baseline discussed in the attached Energies 2021 paper, p. 16.

For each rectangular equivalent gap, Dh=2gw/(g+w)D_h=2gw/(g+w), Re=uDh/νRe=uD_h/\nu and x+=L/(DhRe)x^+=L/(D_h Re). The Shah–London (1978) apparent Fanning-friction correlation includes velocity-profile development:

fappRe=3.44x++Po+K∞/(4x+)−3.44/x+1+C/(x+)2.f_{app}Re=\frac{3.44}{\sqrt{x^+}}+\frac{Po+K_\infty/(4x^+)-3.44/\sqrt{x^+}}{1+C/(x^+)^2}.

The rectangular-duct Poiseuille polynomial is used for PoPo; K∞K_\infty and CC are interpolated between the published aspect ratios. Lane pressure drop is (4fappL/Dh+K)ρu2/2(4f_{app}L/D_h+K)\rho u^2/2. Across-cell operation adds the entered row form losses. Smooth round headers use Churchill's 1977 all-regime Darcy friction correlation.

Across cylinders, the Churchill–Bernstein (1977) Nusselt correlation is evaluated at the minimum-gap velocity. Along flat cells, the Edwards–Denny–Mills (1979) thermal-entrance term is added to Shah–London's rectangular isothermal fully developed limit. Each cell's mean film coefficient comes from the difference of the integrated entrance conductance at its two ends, preserving thermal development downstream.

Each cell is an isothermal heated surface coupled to a finite-capacity coolant stream. Define Ci=ρqicpC_i=\rho q_i c_p, NTUij=hijA/CiNTU_{ij}=h_{ij}A/C_i and εij=1−exp⁡(−NTUij)\varepsilon_{ij}=1-\exp(-NTU_{ij}). Integrating Ci dTb=hij(Ts−Tb) dAC_i\,dT_b=h_{ij}(T_s-T_b)\,dA gives
Ts=Tb,in+QjCiεij,Tb,out=Tb,in+QjCi,Tcore=Ts+QjRcore.T_s=T_{b,in}+\frac{Q_j}{C_i\varepsilon_{ij}},\qquad T_{b,out}=T_{b,in}+\frac{Q_j}{C_i},\qquad T_{core}=T_s+Q_jR_{core}.
This is the constant-wall effectiveness relation documented by ChEDL ht.hx (and Bergman et al., sixth edition, 2011). It applies to both flow orientations and every sweep point. The implementation evaluates 1−exp⁡(−NTU)1-\exp(-NTU) with expm1 to retain precision at small NTU. For positive heat, the outlet fluid approaches the cell surface from below, including at very low flow. The mixed outlet follows total energy conservation. Pump head is total loop pressure divided by ρg\rho g; electrical input is qΔp/ηq\Delta p/\eta.

Assumptions

Steady incompressible Newtonian fluid, constant properties, smooth equal-area round headers, equally spaced identical forward-flow lanes and a fixed common supply temperature. Heat leaves only through the assigned wetted area. All lanes share the same serial heat-load profile; its mean remains the entered cell heat. Each cell has a spatially uniform surface temperature found from its specified heat and finite coolant capacity. The cell resistance represents a lumped core-to-surface temperature rise. Header axial heat transfer and external heat gains are neglected. Header pressures are relative to the pack outlet static pressure; loop pressurization, elevation changes in open circuits and pump suction/NPSH are outside this model.

Where it applies

The gap-pressure model is restricted to Re≤2300Re\leq2300 in every lane. The flat-cell thermal entrance approximation is intended for wide slots (gap/width ≤0.1) and preferably Pr ≥5; its finite-aspect correction is an engineering extension of the parallel-plate entrance term. The local coefficient treatment does not solve the full conjugate Graetz problem for changing wall temperatures.

For crossflow, a rectangular equivalent gap plus user-entered row form loss represents the hydraulic path. The isolated-cylinder heat-transfer law is applied at the gap velocity; shielding, wake interactions, tube-bank enhancement and jets are not resolved. The default row loss of 1 is an illustrative design input, not a validated battery-array drag coefficient. Calibrate both row losses and header momentum coefficients against measurements or CFD. The reference cases verify correlations and limiting values, not a complete battery pack.

Use actual fluid properties near the operating film temperature. The illustrative Shell defaults mix density at 15 °C with viscosity, heat capacity and conductivity at 40 °C. No buoyancy, viscosity-temperature coupling, boiling, transient cell storage, runaway, electrical compatibility or heat-rejection-system model is included.

Every lane and cell is solved at the entered operating point. The flow sweep uses 61 solved points in crossflow and at the defaults. Large flat-cell cases use 13–61 points, scaled by the lane × cell count to stay near a three-second value calculation; a narrow flow optimum may then be missed. Charts use PCHIP interpolation to 121 points, so narrow extrema between sweep points may be missed. Header pressure curves interpolate between solved branch stations. Sweep portions above the laminar Reynolds limit are omitted. The first drawing is schematic and shows at most 16 lanes and 10 cells per lane; the temperature map includes every cell.

References

  • Bajura, R. A.; Jones, E. H. Jr. (1976), Flow Distribution Manifolds. Journal of Fluids Engineering 98, 654–665. https://doi.org/10.1115/1.3448441
  • Experimentally Verified Flow Distribution Model for a Composite Modelling System (2021), Energies 14, 1778; especially pp. 5–6 and 16. https://doi.org/10.3390/en14061778
  • Shah, R. K.; London, A. L. (1978), Laminar Flow Forced Convection in Ducts, first edition; rectangular-duct correlations, Table 139 and Eq. (576). https://doi.org/10.1016/C2013-0-06152-X
  • Churchill, S. W.; Bernstein, M. (1977), A Correlating Equation for Forced Convection From Gases and Liquids to a Circular Cylinder in Crossflow. https://doi.org/10.1115/1.3450685
  • Churchill, S. W. (1977), Friction-factor equation spans all fluid-flow regimes. Chemical Engineering 84(24), 91–92; implementation cross-check: https://fluids.readthedocs.io/fluids.friction.html#fluids.friction.Churchill_1977
  • Edwards, D. K.; Denny, V. E.; Mills, A. F. (1979), Transfer Processes, second edition; thermal entrance relation as documented by Ansys Motor-CAD 2025 R2. https://ansyshelp.ansys.com/public/Views/Secured/MotorCAD/v252/en/Motor-CAD_UG/MotorCAD/topics/enclosedchannelconvectioncorrelation.html
  • Shell Immersion Cooling Fluid S5 X, technical data sheet v1.5 (27 September 2021), p. 1. https://industrialfluidsmfg.twinoils.com/Asset/Shell%20Immersion%20Cooling%20Fluid%20S5%20X.pdf
  • ChEDL Heat Transfer 1.2.0, external convection benchmark, reproducing Bergman et al. (2011), Introduction to Heat Transfer, sixth edition, Example 7.3. https://ht.readthedocs.io/en/latest/ht.conv_external.html
  • ChEDL Heat Transfer 1.2.0, effectiveness_from_NTU: the constant-wall / zero heat-capacity-ratio relation epsilon = 1 − exp(−NTU), with Q = epsilon C_min (T_hot − T_cold); references Bergman et al. (2011), sixth edition. https://ht.readthedocs.io/en/latest/ht.hx.html#ht.hx.effectiveness_from_NTU

Inputs

InputSymbolUnitDefault
Manifold layoutlayoutU: ports on the same end
Cell flow directionorientationAcross cylindrical cells
Parallel cooling laneslanes12
Cells in series per lanecells8
Minimum flow gapgapmm3
Passage width / cell heightwidthmm70
Cell pitch along flow
For flat cells use the heated length assigned to each cell.
pitchmm24
Cylindrical cell diameterdiametermm21
Wetted area per cell
Total exposed area assigned to one lane; for a cylinder use its lateral area.
area_cellcm^246.18
Header inside diameterheader_dmm22
Header lengthheader_lmm300
Dividing-header momentum coefficient
Bajura–Jones baseline 1.00; calibrate against your junction geometry.
theta_d1
Collecting-header momentum coefficient
Bajura–Jones baseline 2.65; use measured or CFD calibration when available.
theta_c2.65
Lane entrance and exit loss coefficient
Combined losses referred to the minimum-gap velocity head.
k_junction1.5
Form-loss coefficient per cell row
Use measured row drag at the minimum-gap velocity; this is not a tube-bank correlation.
k_row1
Other loop losses at this flow
Hoses, heat exchanger and filter; the sweep scales these losses with flow squared.
external_dpkPa10
Total pack flowflowL/min12
Pump overall efficiency
Hydraulic power divided by electrical input power.
efficiency0.45
Fluid densityrho_fkg/m^3806
Kinematic viscositynu_fmm^2/s9.8
Specific heat capacitycp_fJ/(kg*K)2274
Thermal conductivityk_fW/(m*K)0.142
Inlet fluid temperatureinlet_t°C30
Heat generation per cellheat_cellW5
Downstream heat-load gradient
Last-to-first heat imbalance about the mean: 0.2 gives 0.8× to 1.2× cell heat.
heat_skew0
Cell core-to-surface thermal resistancer_cellK/W0.25
Allowed cell temperature spreadspread_limitK5
Maximum cell temperaturetemp_limit°C50

Results

With the default inputs above, the calc gives:

ResultValue
Cell spread checkSpread target met
Cell core temperature spread3.406 K
Cell temperature checkTemperature target met
Hottest cell core37.726 °C
Mixed outlet fluid temperature31.309 °C
Total pack flow12 L/min
Pack port-to-port pressure drop0.379 kPa
Required pump differential pressure10.379 kPa
Required pump head in this fluid1.313 m
Pump electrical input4.613 W
Pump hydraulic power2.076 W
Minimum lane flow0.691 L/min
Minimum / mean lane flow0.691
Total steady heat load480 W
Minimum heat-transfer coefficient230.398 W/(m²·K)
Maximum gap Reynolds number77.731

Checked against sources

Each case below was calculated by this calc and agrees with the value from its source (within the tolerance where one is shown).

Shah–London square-duct Poiseuille limit

Source: Shah and London (1978), first edition, Table 139: square duct Fanning fRe = 14.227. The fitted rectangular polynomial gives 14.2296 (0.018% higher); the 0.03% tolerance covers its published-polynomial approximation, not a changed coefficient.

Inputs: Minimum flow gap = 5 mm; Passage width / cell height = 5 mm; Cell pitch along flow = 30 mm; Wetted area per cell = 3.299 cm²; the others as above.

ResultSourceThis calc
Fully developed Fanning friction × Reynolds14.22714.23

Bergman / ChEDL crossflow worked example

Source: ChEDL Heat Transfer 1.2.0, Churchill–Bernstein example Re_D=6071, Pr=0.7, matching Bergman et al. (2011), sixth edition, Example 7.3. Inputs construct precisely that Reynolds and Prandtl pair. A single cell also has zero inter-cell spread. This is correlation transfer verification, not pack experimental validation.

Inputs: Parallel cooling lanes = 1; Cells in series per lane = 1; Total pack flow = 3.643 L/min; Fluid density = 1,000 kg/m³; Kinematic viscosity = 1 mm²/s; Specific heat capacity = 700 J/(kg·K); Thermal conductivity = 1 W/(m·K); the others as above.

ResultSourceThis calc
Cylinder Nusselt number by lane [1]40.63740.637
Cell core temperature spread0 ± 1 × 10⁻⁶ K0 K

Low-flow cell spread — independent review regression

Source: Independent reviewer’s supplied regression case: the finite-capacity exponential balance with the same lane flows and film coefficients gives 5.751 K, whereas the former arithmetic-mean model gave 3.111 K. Basis: ChEDL ht.hx effectiveness_from_NTU, constant-wall/Cr=0 relation epsilon=1-exp(-NTU), https://ht.readthedocs.io/en/latest/ht.hx.html#ht.hx.effectiveness_from_NTU. This verifies the thermal cell balance, not experimental pack accuracy.

Inputs: Cell flow direction = Along flat cell surfaces; Cells in series per lane = 1; Total pack flow = 0.1 L/min; Heat generation per cell = 0.6 W; the others as above.

ResultSourceThis calc
Cell core temperature spread5.751 K5.751 K

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