Math Bridge: ADC Quantisation Limits

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Math BridgeElectronicsStruggle-friendly runway

What does one more ADC bit actually buy?

Separate ADC step size, peak rounding error, RMS quantisation noise, and sensor accuracy.

Eddie, the electronics guideEddie guides
The one targetTranslate bit depth into voltage noise and sensor units.
The chapter case3.3 V reference, 12-bit ADC, and an LM35 at 10 mV per degree C.
What it buys youA resolution claim that does not masquerade as accuracy.

A technician must decide whether reference code width is safe before changing reference adc resolution on the real device. The result is unresolved until the rule and units are checked. Predict the direction first.

See the relationship before changing it

The figure reads from left to right. The blue card is reference adc resolution. The middle card applies this page's rule. The green card is reference code width. Walk the arrows once: set the input, apply the rule, then read the result with its unit.

The retained audit below checks several chapter fixtures. This model keeps those stated values fixed and changes only reference adc resolution, so the numeric fixture does not switch without explanation.

Reference ADC resolution changes reference code width An input card leads through the rule reference code width = 3,300 mV / 2^bits to the reference code width result. INPUT PAGE INPUT APPLY THE RULE predict calculate check units OUTPUT RESULT
Walk the arrows. More reference bits split the same 3.3 volt span into smaller ideal bins.

Derive the baseline in four named moves

  1. 1

    Name the input. The chapter baseline is 12 bits.

  2. 2

    Name the relationship. reference code width = 3,300 mV / 2^bits

  3. 3

    Substitute with units. 3,300 / 2^12 = 0.8057 mV

  4. 4

    Read the result. Keep the unit beside the value. Use it only inside the technical boundary on this page.

Predict, then change reference adc resolution

Try Predict the direction of reference code width = 3,300 mV / 2^bits. Test another reference adc resolution, then compare reference code width.

12 bits
Chapter baseline
Reference code width

Observe More reference bits split the same 3.3 volt span into smaller ideal bins. Reset reference adc resolution to 12 and compare reference code width.

Explain More reference bits split the same 3.3 volt span into smaller ideal bins.

Check yourself

What should you do before trusting a moved-control result?
Answer: Predict its direction, apply the shown relationship, keep the units, and reset to the worked baseline.
What does this small model leave out?
Answer: Only reference adc resolution moves here. Field effects named in the technical boundary stay fixed.

1. Start with the physical story

An ADC replaces a smooth voltage with code bins. One reading can miss by half a bin, while many uniformly placed errors have a smaller RMS size.

Eddie: Peak error and RMS noise answer different questions; neither cancels sensor accuracy.

2. Name every algebra move

1

Count codeslevels=2^N.

2

Find one stepq=Vref/levels.

3

Bound one readingpeak=q/2.

4

Average squared errorRMS=q/sqrt(12).

5

Map into temperatureDivide millivolts by sensor sensitivity.

3. Reproduce the chapter case

levels=2^12=4096
q=3300/4096=0.8057 mV
peak=q/2=0.4028 mV
RMS=q/sqrt(12)=0.2326 mV
LM35 RMS floor=0.0233 °C
ideal SNR=74.0 dB

A fine quantisation floor does not erase the LM35 accuracy band of about ±0.5 °C.

4. Try one real input

TryMove the control, predict the direction, then compare every output.

Bit depth
Code levels
Step size
Peak error
RMS noise
RMS temperature
Ideal SNR
Accuracy/RMS ratio

ObserveEach extra bit halves step, peak error, and RMS noise while adding about 6.02 dB of ideal SNR.

ExplainBit depth controls quantisation only; reference noise, analogue noise, nonlinearity, calibration, and sensor accuracy remain.

Technical boundaries.

This is a transparent first-order teaching ledger tied to the chapter constants.

Ideal ADC
The model assumes uniform rounding and no missing codes or nonlinearity.
Reference
Reference and front-end noise can dominate the ideal quantisation floor.
Sensor
A smaller code step does not improve the physical sensor itself.

Correct, not complete: this ledger does not qualify an ADC, reference, analogue front end, or sensor.

5. Use the result in the design

Choose bits only after mapping the required physical change into volts and comparing every larger uncertainty source.

6. Record the evidence state

Record Vref, effective number of bits, code histogram, sensitivity, span, noise, accuracy, calibration residual, and sampling rate.

7. Check yourself

Why is RMS smaller than half an LSB?
Answer: Uniform rounding error has RMS q/sqrt(12), while q/2 is its single-reading bound.
Does 16-bit guarantee better accuracy?
Answer: No. Extra codes can sit below reference, front-end, or sensor error.
Does bit depth set Nyquist rate?
Answer: No. Bit depth quantises amplitude; sample rate quantises time.
Honesty boundary.

The arithmetic reproduces the named chapter case; it is an inspectable model, not a component approval.

Ideal ADC
The model assumes uniform rounding and no missing codes or nonlinearity.
Reference
Reference and front-end noise can dominate the ideal quantisation floor.
Sensor
A smaller code step does not improve the physical sensor itself.

Correct, not complete: this ledger does not qualify an ADC, reference, analogue front end, or sensor.