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SCIENCE · INVESTIGATE AND EXPLAIN

Compare thermal prototypes under matched conditions

Separate hardware effects from controller settings while retaining every requirement.

Learning outcome: Identify a matched baseline and explain a model tradeoff between energy, temperature and resource cost.

Starting recap

A steady panel profile is a spatial temperature comparison. This device instead has one uniform temperature that changes over time.

All lessons are open directly. Your saved experiments remain when you leave and return.

Try

At gain 2 W/K, insulated hardware uses less heater energy but eventually exceeds the 31°C tail-band ceiling.

Open the experiment

Predict

Predict whether changing only hardware from standard to insulated improves every criterion at gain 2 W/K.

Experiment

Capture standard and insulated hardware at gain 2 W/K. Compare all four 90–120 s temperatures, peak, total heater energy and token cost; retain the failed requirement.

Compare matched thermal designs

Original matched thermal devices · synthetic requirements · Original fictional one-node device and assigned costs. Uniform temperature, constant heat capacity/conductance/ambient, held heater input and exact exponential propagation within each sample. No spatial gradient, evaporation, radiation law, random noise, active cooling, integral control or physical safety/efficiency/reliability certification. Public cases are exposed teaching practice. Nominal scenario and zero sensor correction are fixed; a/b select hardware and gain.

Reset keeps your prediction, captures and practice history.

Compare hardware with the same controller setting

Active design: Standard enclosure. Both runs start at 20°C, use the same selected gain of 6 W/K, nominal sensing, zero correction and a 20 W heater limit for twelve 10-second intervals. They share heat capacity 100 J/K and ambient 20°C. Standard conductance is 1 W/K; insulated conductance is 0.5 W/K. Costs are 3 and 5 fictional tokens.

The controller requests 10 W + gain × (30°C − corrected indication). The actuator clips this request to 0–20 W; there is no active cooling. The fixed 10 W term is a standard-enclosure feedforward assumption, not integral control. Changing insulation alone can change the final temperature as well as energy demand.

  1. 1. Sense and correctTrue temperature → raw indication → subtract selected correction. This lab uses current sensing with no bias or correction.
  2. 2. Request and limit powerCorrected indication is information for the controller. Requested watts become bounded applied watts at the actuator.
  3. 3. Account for energyApplied heater energy enters the thermal node; stored energy changes and signed heat transfers to ambient. The next true temperature feeds the sensor.

These are original synthetic device assumptions. The exact exponential solution describes a uniform thermal node under constant power during each interval, not measured material performance or a physical prototype.

Temperature comparison · fixed axes: 0–120 s and 15–45°C
152025303540450306090120Temperature (°C)Elapsed time (s)

Solid navy: active Standard enclosure. Long-dashed brown: matched Insulated enclosure. Dotted red with circles: active corrected indication at command times. Gray dashes: 30°C target. Pale band: 29–31°C criterion range, required only from 90 s onward.

Lines connect sampled states for comparison; they are not the exact curved path between samples. In this nominal case sensor points coincide with the true state at command times; there is no terminal command at 120 s.

Active applied heater power · fixed axes: 0–120 s and 0–20 W
051015200306090120Applied power (W)Elapsed time (s)

Horizontal segments are held inputs, not a smooth ramp. Requested power is tabulated rather than plotted on the applied-power scale. At least one request is outside 0–20 W; the actuator limits it.

Separate requirements under identical test conditions; judgments use full model precision
Supplied requirementStandard enclosureInsulated enclosure
Temperature at 90, 100, 110 and 120 s: every value in [29,31]°C29.964, 29.988, 29.996, 29.999 °C
Meets supplied criterion
30.735, 30.757, 30.765, 30.768 °C
Meets supplied criterion
True trajectory peak ≤32°C29.999°C at 120 s
Meets supplied criterion
30.768°C at 120 s
Meets supplied criterion
Applied heater energy ≤2000 J1887.809 J
Meets supplied criterion
1558.581 J
Meets supplied criterion
Resource cost ≤6 tokens3 tokens
Meets supplied criterion
5 tokens
Meets supplied criterion
All four supplied requirementsAll met in this model runAll met in this model run

Each exact held-input interval moves monotonically toward its fixed equilibrium. Therefore interval endpoints bound the continuous peak, and the 90–120 s endpoint checks also bound the temperature between those samples in this particular model. This argument does not extend automatically to a real device or another plant model. Lower energy cannot cancel a failed temperature criterion.

All thirteen true-temperature states for the matched designs
Original model states; both runs begin from the same initial condition
Time (s)Standard (°C)Insulated (°C)
020.00000020.000000
1021.90325221.950823
2023.62538523.806503
3025.18363625.571681
4026.59359927.250770
5027.86938728.847969
6029.02376730.066082
7029.67407330.511891
8029.89118530.675049
9029.96367130.734762
10029.98787130.756616
11029.99595130.764614
12029.99864830.767541
Active design: all twelve command and energy receipts

Requested observation time and effective sample time are separate fields. Correction is subtracted from the raw indication. Positive ambient energy is outward; a negative value would mean inward transfer. Displayed rounding may leave a tiny apparent balance difference.

Standard enclosure · command formation and actual plant response
Step index / interval (s)True start → end (°C)Requested / effective observation (s)Raw / correction / corrected (°C)Controller error (K)Requested / applied (W)Request clippedHeater input (J)Stored change (J)To ambient (J)Balance residual (J)
0: 0–1020.000000 → 21.9032520 / 020.000 / 0.000 / 20.00010.00070.000 / 20.000Upper clipping200.000000190.3251649.6748360.00e+0
1: 10–2021.903252 → 23.62538510 / 1021.903 / 0.000 / 21.9038.09758.580 / 20.000Upper clipping200.000000172.21333027.7866700.00e+0
2: 20–3023.625385 → 25.18363620 / 2023.625 / 0.000 / 23.6256.37548.248 / 20.000Upper clipping200.000000155.82506544.1749350.00e+0
3: 30–4025.183636 → 26.59359930 / 3025.184 / 0.000 / 25.1844.81638.898 / 20.000Upper clipping200.000000140.99634959.0036510.00e+0
4: 40–5026.593599 → 27.86938740 / 4026.594 / 0.000 / 26.5943.40630.438 / 20.000Upper clipping200.000000127.57877372.4212270.00e+0
5: 50–6027.869387 → 29.02376750 / 5027.869 / 0.000 / 27.8692.13122.784 / 20.000Upper clipping200.000000115.43804784.5619530.00e+0
6: 60–7029.023767 → 29.67407360 / 6029.024 / 0.000 / 29.0240.97615.857 / 15.857No clipping158.57396365.03057893.5433850.00e+0
7: 70–8029.674073 → 29.89118570 / 7029.674 / 0.000 / 29.6740.32611.956 / 11.956No clipping119.55561621.71123497.8443820.00e+0
8: 80–9029.891185 → 29.96367180 / 8029.891 / 0.000 / 29.8910.10910.653 / 10.653No clipping106.5288767.24855499.2803210.00e+0
9: 90–10029.963671 → 29.98787190 / 9029.964 / 0.000 / 29.9640.03610.218 / 10.218No clipping102.1797432.42001699.7597270.00e+0
10: 100–11029.987871 → 29.995951100 / 10029.988 / 0.000 / 29.9880.01210.073 / 10.073No clipping100.7277330.80795199.9197820.00e+0
11: 110–12029.995951 → 29.998648110 / 11029.996 / 0.000 / 29.9960.00410.024 / 10.024No clipping100.2429620.26974499.9732180.00e+0

Active whole-run ledger: 1887.808894 J heater input = 999.864807 J stored-energy change + 887.944087 J signed transfer to ambient. Model residual: -1.14e-13 J. Energy accounting agreement does not validate the device physically.

Your comparison: predict which hardware change reduces energy, then inspect whether every requirement still passes. Capture both hardware settings at the same gain and explain one mechanism or trade-off. Repeating this deterministic run checks reproducibility, not field reliability or a new independent trial.

Final true temperature 29.999 degC; heater input 1887.809 J.

Peak 29.999 degC at 120 s; cost 3 assigned tokens. Tail band met; peak limit met; energy budget met; resource budget met. Synthetic model evidence, not a physical prototype or reliability estimate.

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

Understand

Compare a device, not just an isolated number

Two fictional enclosures use the same heater and start at 20°C in surroundings maintained at 20°C. The target is 30°C. Which design should you prefer? A lower energy total is useful only if the enclosure also meets its temperature requirements. Start by writing a prediction for the standard and insulated hardware at gain 2 W/K. Do not change the gain while testing the hardware effect.

Both designs have heat capacity C = 100 J/K. Standard hardware has conductance G = 1 W/K and costs three fictional tokens; insulated hardware has G = 0.5 W/K and costs five. The conductance sets heat transfer to the surroundings per degree of temperature difference. These are original model assumptions, not measured material properties, prices or environmental impact ratings.

Keep the test conditions matched

The run lasts 120 seconds: twelve intervals of ten seconds, with thirteen temperature states including the initial state. The nominal scenario has no sensor offset or delay, and this lab fixes the correction at zero. Its six selectable combinations are two hardware choices and three proportional gains: 2, 6 and 12 W/K.

The controller asks for 10 + Kp × (30 − sensed temperature) watts. Here Kp is gain in W/K. The fixed 10 W is a feedforward contribution; it is not an integral controller. Requested power is clipped to the heater’s range of 0–20 W and held for each interval. At the initial 20°C, gain 2 requests 30 W but the heater applies only 20 W. Record both quantities when explaining the first step.

The ten-watt contribution stays the same when hardware changes. At the target, standard hardware loses G × (30 − 20) = 10 W, while insulated hardware loses only 5 W. Thus the same controller need not settle exactly at target on both designs. The hardware comparison deliberately preserves the controller rather than secretly retuning it to make insulation look uniformly better.

Check separate criteria

The supplied brief requires true temperature from 29 to 31°C at the samples 90, 100, 110 and 120 seconds; a peak no higher than 32°C over the run; heater input energy no more than 2,000 J; and cost no more than six tokens. These are stipulated design criteria. The energy ceiling reports compliance; exceeding it would not automatically switch the heater off.

Capture standard hardware at gain 2. Its four tail temperatures are approximately 29.359, 29.542, 29.673 and 29.766°C, and total input is 1,821.035 J. Now change only hardware. The insulated tail is approximately 30.798, 31.091, 31.313 and 31.481°C, with 1,624.625 J input. It uses about 196.411 J less, yet three tail samples exceed 31°C. Its peak remains below 32°C and cost remains below six; neither fact erases the tail failure.

Make a requirement table with pass/fail entries rather than a single preferred score. Add a sentence about the cause: the hardware change reduces heat loss while the controller retains its original feedforward term. The evidence supports this mechanism within the stipulated plant; it is not proof about every real insulation retrofit.

Distinguish the new plant from the opening panel

The earlier two-layer investigation had maintained surface temperatures and a steady spatial profile. This enclosure instead has one uniform temperature that changes as energy accumulates. It does not resolve temperature gradients through walls. COMSOL’s thermal-capacitance theory describes the conditional nature of treating a body as one temperature. Our fictional conductance and capacity are not a validation of that approximation for an actual device.

Transfer: a changed resource allowance

Suppose the token limit becomes four while every thermal criterion stays unchanged. Compare the two gain-2 captures. Could the insulated candidate become feasible merely because its heater energy is lower?

Check the changed-resource transfer

No. Its five-token cost exceeds four, and its tail temperatures still fail. Standard gain 2 costs three and satisfies the listed nominal requirements. This is a paper change to the brief, not a new widget setting. It supports a bounded feasibility decision, not a claim that standard hardware is always preferable.

Keep both captures and the failed rows. Continue to the changing-temperature energy balance to explain where the heater energy goes.

Apply

At gain 2 W/K, insulated hardware ends at about 31.481°C and uses about 1624.625 J. Which conclusion respects the 29–31°C tail-band requirement?

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

Explain why equal heat capacity, initial temperature, ambient, gain and duration make this a matched comparison. Identify what a real insulation change could also alter.

Continue

Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.

Skipping retains experiments and awards no mastery.

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