ResearchMethods
A Greenhouse Model You Can Check by Hand, and Where It Stops Being Honest
The layer model is how almost everybody first meets the greenhouse effect, and it is a good model. We asked it a question it is rarely asked: how many layers does Earth need? The instrument was a Python file the club wrote and ran on a laptop, and nothing was measured by us at any point, because here the computation is the experiment. Solving the -layer grey radiative-equilibrium system as a linear system for every from 0 to 10 reproduced the exact analytic answer to a largest discrepancy of 5.7 × 10−14 K, a relative error of 1.22 × 10−16, which is 0.55 of one double-precision epsilon. The zero-layer case returned 255.212 K against the textbook's 255 K. The answer to our question is that Earth needs 0.622 of a layer, which is not a number of layers at all: one perfectly absorbing layer gives 303.500 K, overshooting the real surface by 15.50 K, or 47% of the entire 32.8 K greenhouse effect the model exists to explain. Replacing the perfect absorber with a tunable emissivity fixes this and yields from 200,000 Monte Carlo trials over published uncertainties in the solar constant, the albedo and the surface temperature. Then we measured what grey costs. Against a two-band model that separates the 8 to 12 µm window from the rest of the spectrum, the grey assumption overstates the warming from a doubling of absorber by a factor of 2.02 ± 0.01, and hides a saturation ceiling: a hundredfold increase in band opacity is worth 2.64 K and nothing more. Worse, a single-layer two-band model can reproduce the observed surface temperature or the observed 22 W/m² of surface emission that escapes directly through the window, and not both. Forced to match the escape, it runs 12.0 K too hot. Seed 20260321.
Spring 2026Read 35 minSections 12
- LaTeX source27 kB
- Analysis code57 kB
- Raw output36 kB
- Interactive model