Intuition What this page is
The parent note built the machinery: CEA minimizes Gibbs energy to find products, solves an energy balance for T c , and expands the gas to get I s p . This child page drills that machinery through every kind of case you can meet — the "easy" stoichiometric one, the fuel-rich twist, the degenerate cold-mixture case, the two limiting nozzle expansions (vacuum vs sea-level), a frozen-vs-equilibrium comparison, and a real-world word problem that feeds I s p into the rocket equation.
Before you read a solution, guess the answer — every example forces you to forecast first.
We reuse three tools from the parent note, so keep them on screen:
Here R u = 8.314 J/(mol⋅K) is the universal gas constant (energy per mole per kelvin), γ is the ratio of specific heats c p / c v (how "springy" the gas is when squeezed — near 1.2 for hot combustion products), M is the average molar mass of the exhaust in kg/mol, p c is the chamber pressure (the pressure of the hot gas inside the combustion chamber, upstream of the nozzle), p e is the exit pressure (the gas pressure right at the nozzle mouth), and p e / p c is therefore the exit-to-chamber pressure ratio — a number between 0 and 1 that says how far the gas has been allowed to expand.
Every CEA-flavoured problem falls into one of these cells. The examples below each carry a tag like (A2) so you can see the whole grid is covered.
Cell
Case class
What makes it different
Example
A1
Stoichiometric mixture
Hottest flame, O / F at the balance point
Ex 1
A2
Fuel-rich mixture
Lower T c but lower M → higher I s p
Ex 2
A3
Oxidizer-rich (lean)
Heavy exhaust, wasted oxidizer
Ex 3
B1
Degenerate: no reaction (cold)
T c = T in , nothing burns
Ex 4
C1
Limiting: vacuum expansion
p e / p c → 0 , max v e
Ex 5
C2
Limiting: sea-level expansion
p e = p atm , back-pressure bites
Ex 5
D1
Frozen vs equilibrium flow
Recombination bonus in the nozzle
Ex 6
E1
Sensitivity to M (sign of change)
Which knob moves I s p more
Ex 7
F1
Real-world word problem
I s p → Tsiolkovsky Rocket Equation
Ex 8
Intuition How to read the map figure
The horizontal axis is the mixture ratio O / F (mass of oxidizer per mass of fuel, dimensionless). The left vertical axis (red curve) is the chamber temperature T c in kelvin; the right vertical axis (orange curve) is the specific impulse I s p in seconds. The gray dashed vertical line marks stoichiometric O / F = 8 , where the red T c curve peaks (hottest flame). The green dot marks where the orange I s p curve peaks — and it sits to the left of the dashed line, i.e. fuel-rich . That single offset — peak-temperature at O / F = 8 but peak-I s p below it — is what Examples 1–3 dissect.
I s p at the exact stoichiometric mixture.
Reaction 2 H 2 + O 2 → 2 H 2 O . Take (from a CEA run, ignoring dissociation) T c = 3500 K, exhaust essentially pure H 2 O so M = 0.018 kg/mol, γ = 1.2 , vacuum expansion p e / p c = 0.001 .
Forecast: hottest flame here — do you think this gives the highest I s p ? (Hold that thought.)
Find the mass O / F ratio. Two moles H 2 (mass 2 × 2 = 4 g) burn with one mole O 2 (mass 32 g), so O / F = 32/4 = 8 .
Why this step? This anchors "stoichiometric = 8" so the fuel-rich case (Ex 2) has a reference.
Bracket term. ( γ γ − 1 ) = 1.2 0.2 = 0.1667 , so 0.00 1 0.1667 = 0.3162 , bracket = 1 − 0.3162 = 0.6838 .
Why this step? This is the fraction of thermal energy the nozzle can extract.
Prefactor. γ − 1 2 γ = 12 ; M R u T c = 0.018 8.314 × 3500 = 1.617 × 1 0 6 .
Why this step? Separates the "how much energy per kg" (R u T c / M ) from the "how efficiently we release it" (the bracket).
Exit velocity. v e = 12 × 1.617 × 1 0 6 × 0.6838 = 1.327 × 1 0 7 = 3642 m/s.
Why this step? This is the payoff line — multiplying prefactor, energy-per-kg, and bracket together and taking the root turns the thermodynamic numbers into an actual exhaust speed.
Specific impulse. I s p = 3642/9.81 = 371 s.
Why this step? Dividing v e by g 0 converts exhaust speed into the size-independent efficiency figure (seconds) that CEA reports and that engineers compare.
Verify: Units: J/kg = m 2 / s 2 = m/s ✓. The answer (≈ 371 s) is lower than the fuel-rich Example 2 below — so hottest flame did not win. Your forecast, if it said "yes," just got corrected.
Worked example Same engine, now run fuel-rich at
O / F = 6 .
CEA gives a cooler flame T c = 3300 K but a lighter exhaust: leftover H 2 drags the average down to M = 0.013 kg/mol. Same γ = 1.2 , p e / p c = 0.001 .
Forecast: T c dropped 200 K (bad) but M dropped from 18 to 13 g/mol (good). Net — up or down?
Prefactor. M R u T c = 0.013 8.314 × 3300 = 2.111 × 1 0 6 .
Why this step? Compare to Ex 1's 1.617 × 1 0 6 : even with a colder flame this is larger , because dividing by a smaller M dominates.
Bracket is unchanged (0.6838 ) — same pressures and γ .
Why this step? Isolates the effect: only T c and M changed, so any difference is pure T c / M .
Exit velocity. v e = 12 × 2.111 × 1 0 6 × 0.6838 = 1.733 × 1 0 7 = 4162 m/s.
Specific impulse. I s p = 4162/9.81 = 424 s.
Verify: 424 > 371 — fuel-rich beats stoichiometric by 53 s. Sanity check the ratio directly: I s p , 1 I s p , 2 = 3500/0.018 3300/0.013 = 1.617 × 1 0 6 2.111 × 1 0 6 = 1.142 , and 371 × 1.142 = 424 ✓. This is exactly the peak-shifting shown by the orange curve in the figure.
Worked example Push the other way:
O / F = 10 (too much oxygen).
CEA gives T c = 3400 K (still hot near stoichiometric) but the extra O 2 and heavier species raise M = 0.021 kg/mol. Same γ , same p e / p c = 0.001 .
Forecast: heavier exhaust than stoichiometric — better or worse than Ex 1?
Prefactor. M R u T c = 0.021 8.314 × 3400 = 1.346 × 1 0 6 .
Why this step? Smaller than Ex 1's 1.617 × 1 0 6 — the heavy M wins the wrong way.
Bracket term. Same pressures and γ as Ex 1, so 0.00 1 0.1667 = 0.3162 and bracket = 1 − 0.3162 = 0.6838 .
Why this step? We must restate it because the exit-velocity formula multiplies by this bracket; keeping it explicit matches every other example and prevents silently reusing a number.
Exit velocity. v e = 12 × 1.346 × 1 0 6 × 0.6838 = 1.105 × 1 0 7 = 3324 m/s.
Why this step? Feeds prefactor and bracket into v e ; this is where the heavy-M penalty finally shows up as a lower speed.
Specific impulse. I s p = 3324/9.81 = 339 s.
Verify: 339 < 371 < 424 . Ordering is lean < stoichiometric < fuel-rich, confirming the peak lies on the fuel-rich side. Unburned oxidizer is dead weight — it adds M without adding heat. ✓
Worked example Feed the chamber a mixture that cannot react (e.g. pure
N 2 , or fuel with no oxidizer at all), injected at T in = 300 K.
Forecast: what is T c ? What is I s p if you still "expand" it?
Energy balance with zero reaction. Write the adiabatic constant-pressure balance ∑ i n i h i ( T c ) = H reactants ( T in ) , where n i is the mole number of species i , h i ( T ) is the molar enthalpy of species i at temperature T (energy per mole, including its formation enthalpy), and H reactants is the total enthalpy of the injected mixture at inlet temperature T in . With no reaction the same species appear on both sides, so no formation-enthalpy difference is released, and the balance forces T c = T in = 300 K.
Why this step? This is the "zero input" edge case — combustion enthalpy is the only thing that raises temperature.
Expansion of cold gas. Take N 2 : M = 0.028 kg/mol, γ = 1.4 , same p e / p c = 0.001 . Exponent γ γ − 1 = 1.4 0.4 = 0.2857 , so 0.00 1 0.2857 = 0.1389 and bracket = 1 − 0.1389 = 0.8611 ; prefactor γ − 1 2 γ = 7 ; M R u T c = 0.028 8.314 × 300 = 8.908 × 1 0 4 .
v e = 7 × 8.908 × 1 0 4 × 0.8611 = 5.370 × 1 0 5 = 733 m/s.
Specific impulse. I s p = 733/9.81 = 74.7 s.
Verify: A cold gas thruster gives only ∼ 75 s — that's real (nitrogen cold-gas thrusters sit around 70 –80 s). The lesson: with no chemistry, I s p collapses because T c never leaves room temperature. ✓ This is why we bother with Adiabatic Flame Temperature at all.
Worked example Take the fuel-rich chamber of Ex 2 (
T c = 3300 K, M = 0.013 , γ = 1.2 , p c = 70 bar). Compute I s p for (C1) vacuum p e → 0 and (C2) sea level p e = 1.013 bar.
Forecast: which is bigger, and by how much roughly?
Vacuum limit (C1). As p e / p c → 0 , the term ( p e / p c ) 0.1667 → 0 , bracket → 1 (its maximum).
v e = 12 × 2.111 × 1 0 6 × 1 = 2.533 × 1 0 7 = 5033 m/s, so I s p = 5033/9.81 = 513 s.
Why this step? Vacuum is the best possible expansion — no back-pressure fights the exhaust, so every bit of thermal energy converts.
Sea-level (C2). p e / p c = 1.013/70 = 0.01447 . Then 0.0144 7 0.1667 = 0.4841 , bracket = 0.5159 .
v e = 12 × 2.111 × 1 0 6 × 0.5159 = 1.307 × 1 0 7 = 3615 m/s, so I s p = 3615/9.81 = 369 s.
Why this step? Higher exit pressure means the gas leaves before fully expanding — less energy extracted.
Verify: Vacuum (513 s) > sea level (369 s), a ∼ 144 s gap — exactly why upper stages use big vacuum nozzles and first stages don't. Note the earlier Ex 2 value (424 s at p e / p c = 0.001 ) sits between these two limits ✓, because 0.001 is between 0 and 0.0145 .
Worked example Ex 2 case, but compare CEA's two nozzle modes.
Frozen: composition locked at the throat → the hand formula's γ = 1.2 , M = 0.013 hold all the way → I s p ≈ 424 s (that's Ex 2). Equilibrium: as the gas cools, H + OH → H 2 O recombines, dumping extra heat downstream. Model this crudely as an effective T c raised by 8% (the recombination bonus): T c eff = 3300 × 1.08 = 3564 K.
Forecast: equilibrium higher or lower? By roughly how many seconds?
Recompute prefactor with the bonus. M R u T c eff = 0.013 8.314 × 3564 = 2.279 × 1 0 6 .
Why this step? Recombination refills the enthalpy pool (Dissociation at High Temperature run in reverse), which the scaling law reads as a higher effective T c .
Exit velocity. v e = 12 × 2.279 × 1 0 6 × 0.6838 = 1.870 × 1 0 7 = 4325 m/s.
Specific impulse. I s p = 4325/9.81 = 441 s.
Verify: Equilibrium (441 s) > frozen (424 s), and it lands near the parent note's stated CEA value ∼ 450 s ✓. Real engines sit between frozen and equilibrium because reactions have finite speed. Ordering: frozen < real < equilibrium .
Worked example Starting from Ex 2, you can either (a) raise
T c by 10% (better preheating) or (b) drop M by 10% (more fuel-rich). Both feed T c / M . Which gives more I s p , and are they equal?
Forecast: since I s p ∝ T c / M , guess whether + 10% on T c and − 10% on M move I s p by the same amount.
Option (a): factor 1.10 = 1.0488 → I s p = 424 × 1.0488 = 444.7 s.
Why this step? T c is in the numerator under the square root, so a 10% rise gives a 1.1 boost.
Option (b): factor 1/0.90 = 1.1111 = 1.0541 → I s p = 424 × 1.0541 = 446.9 s.
Why this step? Cutting M by 10% divides by 0.90 , and 1/0.90 = 1.111 > 1.10 , so the mass cut is slightly stronger.
Verify: Option (b) wins narrowly (446.9 > 444.7 ). The asymmetry is real: a − 10% change in a denominator (× 0.9 1 ) is a bigger factor than + 10% in a numerator. This is why chasing low M (light H 2 exhaust) is such a powerful lever. ✓
Worked example A vacuum upper stage has
I s p = 450 s (from a CEA run) and mass ratio m f m 0 = 4 (start mass over dry mass). What Δ v does it deliver?
Use the Tsiolkovsky Rocket Equation : Δ v = v e ln m f m 0 , where v e = I s p g 0 .
Forecast: for I s p = 450 s and a 4 × mass ratio, will Δ v clear low-Earth-orbit speed (∼ 7.8 km/s)?
Convert I s p to effective exhaust velocity. v e = 450 × 9.81 = 4414.5 m/s.
Why this step? The rocket equation is written in terms of a velocity, not seconds; multiplying I s p by g 0 just undoes the definition I s p = v e / g 0 , recovering the exhaust speed the equation actually needs.
Take the logarithm of the mass ratio. ln m f m 0 = ln 4 = 1.3863 .
Why this step? The ln appears because the rocket lightens as it burns — each kilogram of fuel is spent against an ever-smaller remaining mass, and summing that differential effect integrates to a natural logarithm.
Apply Tsiolkovsky. Δ v = v e ln m f m 0 = 4414.5 × 1.3863 = 6120 m/s.
Why this step? This multiplies the "how fast we throw mass" (v e ) by the "how much mass fraction we throw" (ln term) to get the total velocity change the stage can produce.
Interpret against the target. 6120 m/s = 6.12 km/s < 7.8 km/s.
Why this step? Comparing the delivered Δ v to the mission requirement is the whole point — it tells you whether this single stage can reach orbit.
Verify: Δ v ≈ 6.12 km/s — not enough for LEO on its own (< 7.8 km/s), so you'd stage or raise the mass ratio. Units: m/s × (dimensionless log) = m/s ✓. The whole CEA chain — Gibbs minimization → T c and M → I s p → Δ v — closes here. ✓
Recall Self-check
Why does peak I s p sit fuel-rich of stoichiometric? ::: Fuel-rich lowers M (leftover light H 2 ) faster than it lowers T c , and I s p ∝ T c / M .
In the degenerate no-reaction case, what is T c ? ::: It equals the inlet temperature T in — no combustion enthalpy is released.
Which nozzle expansion gives the largest v e , vacuum or sea level? ::: Vacuum: as p e / p c → 0 the bracket → 1 , its maximum.
Order frozen, equilibrium, and real-engine I s p . ::: frozen < real < equilibrium (recombination adds heat downstream).
A 10% cut in M vs a 10% rise in T c — which boosts I s p more? ::: The M cut, because 1/0.9 = 1.111 > 1.10 .
Mnemonic The design mantra
"Hot and light, fuel-rich, expand to the night." Hot T c , low M , run fuel-rich, and expand into vacuum — every worked example above is one facet of this line.
Related vault notes: Gibbs Free Energy and Equilibrium · Chemical Equilibrium and Kp · Hess's Law and Enthalpy of Formation · Rocket Nozzle and Thrust Equation · back to parent the CEA topic note .