Another week, another "back of the battery" BotB calculator episode. If you’re enjoying our build-along battery model, shoot us a subscribe below. For inquiries, reach out:
Here’s where we are in the plan for the BotB series
Cell sandwich layers
Winding a cylindrical cell
Stacking a pouch cell
A couple of case studies
As usual, the actual code for this episode of BotB can be found right here:
In the third episode of our Back of the Battery Calculator series, we're speccing out and assembling the other layers of our battery cell "stack". Last time we defined the properties that make up the electrode active material and electrode composite:
Now we need to look at the current collectors, separator, and electrolyte too!
A) Recap: defining a cathode and anode electrode composite
B) Current collectors
C) Polymer separators
E) Combining the stack
A) Recap: defining a cathode and anode electrode composite
Let’s quickly redefine a NMC811 active material and the positive electrode composite, highlighted here in green:
First, we define the NMC811 active material here has 195 mAh/g of reversible capacity, an average voltage vs Li of 3.86 V, and a crystal density of 4.7 g/cm3:
# Active material NMC NMC = make_active(name='NMC811', speccap=195*unit.mA*unit.hr/unit.g, avgE=3.86*unit.V, density=4.7*unit.g/unit.cm**3, unit=unit)
We define the positive electrode composite here with a thickness of 50 um and a porosity of 30%, and let
make_composite() calculate the rest:
# NMC electrode composite pos_composite = make_composite(active=NMC, thick = (50*unit.um).plus_minus(0.5), porosity = 0.3, unit=unit)
Now lets look at the graphite active material and the negative electrode composite, highlighted here in green:
The graphite active material here has 344 mAh/g of reversible capacity, an average voltage vs Li of 0.17 V, and a crystal density of 2.24 g/cm3:
# Active material graphite Gr = make_active(name='Graphite', speccap=344*unit.mA*unit.hr/unit.g, avgE=0.17*unit.V, density=2.24*unit.g/unit.cm**3, unit=unit)
The negative electrode composite here with an areal capacity 1.1x that of the cathode, a coating density of 1.5 g/cm3 and let `make_composite()` calculate the rest:
# Graphite electrode composite neg_composite = make_composite(active=Gr, arealcap = pos_composite.arealcap*1.1, #NP RATIO activefrac = (0.965*unit.dimensionless).plus_minus(0.01), density = (1.5*unit.g/unit.cm**3).plus_minus(0.1), unit=unit)
B) Current collectors
The powdered active material is coated onto a metallic foil which serves to provide electrical contact to allow electrons to travel at the electrodes and travel through the external circuit. We highlighted where they are here in green:
Commercial lithium-ion batteries usually use aluminum for the positive electrode side, and copper for the negative electrode side. As we'll see aluminum is much less dense than copper, and so to save weight we would ideally use it for both sides. But Al, unfortunately, alloys with lithium at low voltages. Prof Emma Kendrick and co-workers recently published a review on current collectors, along with this timeline of current collector development:
Typically copper current collectors can be rolled to be thinner than aluminum ones, the thickness of current collectors in general fall in the range of 8 to 25 um.
Copper metal has a density of 8.96 g/cm3, and aluminum has a density of 2.7 g/cm3.
make_currentcollector() function, the density is set on whether we name it 'Al' or 'Cu'. For this cell stack we give the aluminum foil a thickness of 15 um and the copper one a thickness of 8 um:
#Current Collectors cc_Al = make_currentcollector(name='Al', thick=15*unit.um, unit=unit) cc_Cu = make_currentcollector(name='Cu', thick=8*unit.um, unit=unit)
The separator is a microporous material, usually a polymer, that sits between the positive and negative electrodes. This prevents electrical contact and also prevents the battery from going boom via a short circuit. Again it’s here in green:
These separators are usually made of thin layers of polyethylene (PE), polypropylene (PP), or ceramic coated versions that add extra safety. Prof Vanessa Wood and co-workers shared their work on characterizing battery separators, along with some close-up shots of what the pores look like:
From this it seems like the typical separator porosities range from 40% to 55%. The thicknesses range from 15 to 40 um.
We'll set our separator to have a porosity of 44%, thickness of 16 um, and use an approx polypropylene plastic density of 0.9 g/cm3:
#Separator separator = make_separator(name="PP", porosity=0.44, thick=16*unit.um, density=0.9*unit.g/unit.cm**3, #bulk density unit=unit)
The electrolyte is the solution that ions move through to get to either electrode. In commercial cells, this is usually a mixture of organic solvents like ethylene carbonate, dimethyl carbonate, and lithium salts like lithium hexafluorophosphate. Key parameters here for our model is the density (related to the molarity, or concentration of salt in the electrolyte), and the volume used in the battery. The electrolyte is a liquid that permeates all the pores of the electrode composite and separator, highlighted in green:
The solution density is actually an important property in my PhD research for battery electrolyte modelling. For typical conventional commercial lithium-ion electrolytes we'll approx the solution density 𝜌 [g/cm3] as a linear function of the salt molarity 𝑐 [mol/L] with this equation 𝜌=0.091𝑐+1.1
Electrolyte concentration is usually set around 1-1.5 M, higher to account for the consumption/degradation of lithium salt during the lifetime of the battery. We will define the electrolyte here to have a concentration of 1.1 M:
#Electrolyte electrolyte = make_electrolyte(name="LiPF6:EC:EMC 3:7", concentration=(1.1*unit.mol/unit.L).plus_minus(0.05), unit=unit) print_struct(electrolyte)
How much electrolyte?
The volume of electrolyte used is very important in battery engineering. Too much, and we load the cell with too much dead weight. Too little, you don’t wet the electrode and separator pores enough, and the cell also degrades faster as the electrolyte is consumed. The relationship between degradation and electrolyte volume is well represented in this work from Gunther Reinhart and coworkers.
From the electrode and separator porosities, we can work out on a per-area basis how much electrolyte would be needed to exactly fill the pores. Note that in actuality, like in the above work, an excess in the range of 1-4x this is needed. Therefore we set the total volume of the electrolyte to relate to the full battery and not just the cell stack itself. The volume of electrolyte as a ratio to the battery capacity is usually lower than 3 g/Ah.
# Electrolyte pore volume # Pore volume per area for the positive electrode: pos_vol = (pos_composite.porosity*pos_composite.thick) # Pore volume per area for the negative electrode: neg_vol = (neg_composite.porosity*neg_composite.thick) # Pore volume per area for the separator: sep_vol = (separator.porosity*separator.thick) # Total electrolyte VOLUME PER AREA (thickness for the stack) in units mL/cm2 electrolyte_vol_per_area = pos_vol + neg_vol + sep_vol electrolyte_vol_per_area.ito(unit.mL/unit.cm**2) print(electrolyte_vol_per_area)
E) Combining the whole stack
Now that we have defined all the layers for the electrode stack, we can combine the layers into a single structure in the cell model code by first layering the coating composite onto the current collector, this entirety is considered as the electrode:
# Make the full cell stack pos_electrode = make_electrode(composite=pos_composite, currentcollector=cc_Al, unit=unit) neg_electrode = make_electrode(composite=neg_composite, currentcollector=cc_Cu, unit=unit) cellstack = make_cellstack(positive=pos_electrode, negative=neg_electrode, separator=separator, electrolyte=electrolyte, unit=unit)
What do the thicknesses of our cell stack look like?
We can use the
plot_thickbreakdown function to plot out what each electrode looks like in terms of its thicknesses. Remember that in most batteries, the electrode active materials are coated onto both sides of the current collector foil. There are also 2 separators to make sure both sides do not short circuit:
Meanwhile, here are also some photos of what the electrode coatings and separators look like before they get layered into a cell stack:
Congrats! We've successfully assembled a cell stack together with current collectors, electrode composites, separators and electrolyte
We also looked at thicknesses, porosities, densities, and other properties that are commonly applicable in lithium-ion batteries
Next time we will take the electrode stack sandwich, and look into winding it into an actual cylindrical battery!
🌞 Thanks for reading!
📧 For tips, feedback, or inquiries, please reach out!
About the writers: Andrew is a PhD researcher at the University of Oxford (@ndrewwang). Nicholas is a Business Manager at UCL Business and Venture Fellow with Berkeley SkyDeck (@nicholasyiu). Ethan is a battery scientist in the Jeff Dahn Research Group (@ethandalter).