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SCIENCE · INVESTIGATE AND EXPLAIN

Trace a temperature-dependent feedback loop

Distinguish an evolving feedback flux from an imposed parameter and stable amplification from runaway.

Learning outcome: Calculate baseline and feedback contributions and explain the positive net-damping condition.

Starting recap

Feedback flux fθ responds to temperature. Net damping λ = 3.2 − f stays positive throughout the controls.

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Try

At θ = 1 K and f = 1.2, active forcing gives net 4 − 3.2 + 1.2 = 2 W/m².

Open the experiment

Predict

Does a reinforcing feedback necessarily overcome baseline radiative damping?

Experiment

Compare selected feedbacks with the same-depth zero-added-feedback reference. Inspect equal initial rates and later differences.

Store energy and trace a feedback response

Worked teaching model · synthetic values · Synthetic uniform linear reservoir: C = 4.1 million × depth J/m²/K, baseline damping 3.2 W/m²/K. An imposed +4 W/m² forcing acts until year 25, then is removed. Temperature starts at zero anomaly. Positive feedback f adds fθ to net input; total damping 3.2 − f stays positive. Exact piecewise solutions, not time-stepped estimates. Effective depth and coefficients are teaching assumptions, not fitted climate parameters or measured ocean properties.

Reset keeps your prediction, captures and practice history.

Change one parameter and compare the solid selected response with the dashed no-added-feedback reference (f = 0) at the same reservoir depth. The full forcing pulse and recovery are shown without animation. A year is 31,557,600 seconds in this model. Values displayed as zero may be rounded small values.

Storage, damping and the target if forcing were maintained
QuantitySelected responseNo-added-feedback reference
Areal heat capacity (MJ/m²/K)205.000205.000
Total damping (W/m²/K)2.0003.200
Response time (years)3.2482.030
Initial warming rate (K/year)0.6160.616
Target if +4 W/m² persisted (K)2.0001.250
Actual peak at removal, year 25 (K)1.9991.250
Temperature anomaly (K) · solid selected / dashed f = 0 reference+4 W/m² for years 0–25; zero thereafter · removal at the dotted line00.511.522.533.50255075100Elapsed model years · synthetic trajectories, not historical observations
Net energy input (W/m²) · solid selected / dashed f = 0 reference+4 W/m² for years 0–25; zero thereafter · removal at the dotted line-4-20240255075100Elapsed model years · synthetic trajectories, not historical observations
Stored energy anomaly (MJ/m²) · solid selected / dashed f = 0 reference+4 W/m² for years 0–25; zero thereafter · removal at the dotted line05001000150020000255075100Elapsed model years · synthetic trajectories, not historical observations

At the vertical removal line, temperature and stored energy are continuous. Net input drops by exactly 4 W/m²; the vertical segment is a prescribed jump, not a numerical overshoot. A positive temperature anomaly can coexist with negative net input while stored energy is being lost. The finite pulse does not have to reach the sustained-forcing target before it ends.

Signed fluxes and storage at selected times, including both sides of removal
Model yearθ (K)Forcing F (W/m²)Baseline −3.2θ (W/m²)Feedback fθ (W/m²)Net N (W/m²)Storage E (MJ/m²)
00.0004.0000.0000.0004.0000.000
51.5714.000-5.0271.8850.858322.051
101.9084.000-6.1062.2900.184391.134
25 just before1.9994.000-6.3972.3990.002409.814
25 just after1.9990.000-6.3972.399-3.998409.814
500.0010.000-0.0030.001-0.0020.186
1000.0000.0000.0000.0000.0000.000

The feedback loop is explicit: temperature anomaly θ changes the flux fθ; that flux changes net energy input N; N changes stored energy and therefore θ. Here positive f reinforces the imposed warming and negative f opposes it. The baseline response −3.2θ is always restoring. Total damping λ = 3.2 − f remains positive across every control setting, so positive added feedback does not mean runaway growth.

Energy accounting is C dθ/dt = N = F − 3.2θ + fθ and E = Cθ. C is heat capacity per area, θ is temperature change in kelvin, F and N are power per area, and t is time in seconds. The derivative means rate of temperature change. For constant forcing, target temperature is F/λ and response time is τ = C/λ. The warming solution is θ = (4/λ)[1 − exp(−t/τ)]; after removal it is θ = θ₂₅ exp[−(t − t₂₅)/τ], with all times in consistent units. The exponential gives the fraction of the remaining adjustment. The graphs sample these exact solutions; graph spacing is not an integration step.

The reference has no added feedback, but retains baseline radiative damping. Depth is an effective water-equivalent storage parameter, not actual ocean depth or a measured mixed layer. The prescribed linear response resolves no cloud, ice, water-vapor or circulation process. There are no multiple reservoirs, geography, seasonal variation, noise or gas-concentration mapping. Removing this imposed forcing is not equivalent to stopping CO₂ emissions. The 4 W/m² pulse and coefficient choices are teaching assumptions, not an estimate of real-world equilibrium climate sensitivity.

NASA's energy-budget explanation provides context for storage and delayed temperature response. IPCC AR6 Chapter 7 discusses forcing and radiative feedbacks; its net-feedback sign convention differs from the positive-damping λ used here.

Response time 3.248 years; sustained-forcing target 2.000 K. At year 25 the anomaly is 1.999 K.

Stored energy at removal 409.814 MJ/m². Net flux jumps from 0.002 to -3.998 W/m² without a temperature jump. The forcing is removed, not maintained forever; the long-time post-pulse target is zero anomaly. This is not a CO₂-emissions or real climate-sensitivity forecast.

Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.

Understand

Make the response return to the original change

In earlier investigations, moving an albedo or emissivity slider selected another prescribed state. Here the feedback term changes automatically as temperature changes. Temperature anomaly θ produces a radiative contribution fθ, which changes net flux, which changes the subsequent temperature. That return path is the implemented feedback loop.

Draw three boxes on paper: temperature anomaly, feedback flux and temperature-change rate. Connect them in a loop, then add the external forcing as a separate input. This helps distinguish the coefficient you prescribe from the feedback flux that responds to the model’s evolving state.

The interpretation of radiative feedback depends on sign convention. IPCC AR6 Chapter 7 discusses feedback and forcing definitions. This lab uses positive f for an additional downward-positive contribution during warming, while net damping λ = 3.2 − f is defined positive for stability. Do not transfer coefficient signs between conventions without checking their equations.

Calculate a state-dependent contribution

At the default f = 1.2 W m⁻² K⁻¹, a temperature anomaly of 1 K contributes +1.2 W/m² through feedback. At 2 K, the contribution is +2.4 W/m². The coefficient is constant, but the flux is not.

The baseline response contributes −3.2θ W/m². At θ = 1 K with forcing active, net flux is 4 − 3.2 + 1.2 = 2 W/m². At θ = 2 K, it is 4 − 6.4 + 2.4 = 0. These calculations explain why a reinforcing contribution can coexist with a stable equilibrium.

Write the three terms in separate columns for θ = 0, 1 and 2 K. Do not merge them until the final net column. A positive feedback term does not mean every contribution is positive or that net energy accumulation must continue indefinitely.

Compare reinforcing and opposing feedback

For f greater than zero, the feedback reinforces a positive temperature anomaly by reducing total damping. For f less than zero, it adds an opposing radiative response. At f = 0, the added feedback vanishes, but the baseline temperature-dependent radiative damping remains. “No added feedback” therefore does not mean “no temperature response of radiation.”

The controls keep f between −1 and +2. Net damping consequently stays between 4.2 and 1.2 W m⁻² K⁻¹. Every selectable case is stable in this linear model. None reaches zero or negative net damping, so the lab does not demonstrate a runaway or tipping point.

Compare the selected trajectory with the simultaneous f = 0 reference at the same depth. Both initially warm at F/C because θ starts at zero and all temperature-dependent terms initially vanish. Their curves diverge as θ grows. This is a useful test of whether you have confused initial forcing with feedback.

Trace sensitivity and response time together

At fixed depth, increasing f reduces λ. The sustained-forcing target 4/λ rises and the response time C/λ increases. At H = 50 m, f = 0 gives a target of 1.25 K and response time about 2.030 years. At f = 1.2, they become 2 K and about 3.248 years.

Predict these directions before comparing numbers. A stronger reinforcing feedback produces a larger eventual response to sustained forcing, but also a longer characteristic adjustment time in this model. The finite 25-year forcing interval must still be distinguished from an indefinitely maintained forcing.

The feedback is a linear radiative parameterization, not an explicit simulation of clouds, melting ice or water vapor. Its temperature response is implemented, but the physical processes that might produce such a coefficient are not resolved. It supplies no actual equilibrium climate sensitivity estimate or CO₂ calibration.

Transfer to a new coefficient

For f = −0.8 W m⁻² K⁻¹, calculate net damping and the target under maintained 4 W/m² forcing. Is the feedback reinforcing or opposing a positive anomaly? Would it change the initial warming rate at fixed capacity?

Check the feedback-loop transfer

Net damping is 3.2 − (−0.8) = 4 W m⁻² K⁻¹, giving a 1 K target. The feedback opposes a positive anomaly. Initial warming remains F/C because the feedback flux is zero at the initial θ = 0 state.

Apply

At f = −0.8, net damping and the maintained 4 W/m² target are:

Public practice checks a specific claim. It does not establish independent mastery.

Trace the closed response loop and distinguish this linear parameterization from a resolved cloud or ice mechanism.

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