Skip to content

From Electrons to Power Analysis: The Complete Signal Chain in Measurement Systems

1. Signal Generation and Propagation

An electrical signal originates as a time-varying potential difference, driving oscillatory motion of electrons. In AC systems, these oscillations follow a defined frequency (e.g., 50 Hz, or MHz for switching systems). The motion of electrons produces electromagnetic waves that propagate along conductor surfaces. At high frequencies, the skin effect confines current to the outer layer of conductors, reducing the effective cross-section and altering impedance.

ℹ️ Skin Depth: For copper at 50 Hz, ~9.3 mm; at 5 MHz, ~30 µm.


2. Probe Interaction: First Contact with the Signal

An oscilloscope probe measures the voltage between its tip and ground reference. Common probe types include:

  • Passive voltage probes (10:1 attenuation, ~100 MHz)
  • Active differential probes (for floating signals)
  • Current clamps, Rogowski coils, shunt resistors

Key error sources:

  • Improper grounding or long ground leads
  • Bandwidth limitations (esp. current clamps)
  • Incorrect attenuation setting or probe factor
  • Probe loading (input capacitance/resistance)

2b. Current Measurement Chain (⚡ Critical for Power)

Current must be measured with equal care:

  • Shunt Resistors: Accurate but may cause insertion loss and self-heating.
  • Hall Effect Clamps: Simple, isolated, but phase-lag prone at low frequencies.
  • Rogowski Coils: Wide bandwidth, but require integration.
  • Current Transformers (CTs): Only work for AC, limited by core saturation.

⚠️ Phase shift and bandwidth mismatches between voltage and current probes are major sources of reactive power errors.


3. Analog Front-End (AFE) and Signal Conditioning

After the probe, signals enter the scope’s AFE:

  • Input protection (e.g., clamp diodes)
  • Gain scaling
  • Coupling mode: AC/DC/GND
  • Anti-aliasing filters

Misconfiguration here leads to:

  • Overvoltage clipping
  • Signal distortion from incorrect vertical scale
  • Bandwidth-limited attenuation
  • Offset drift or DC blocking (AC coupling)

⚠️ Choosing too wide a vertical range (e.g. 100 V/div for 2 V signal) wastes ADC resolution.


3b. Time Synchronization and Channel Alignment

For power calculation, voltage and current must be time-aligned.

Critical factors:

  • Sample skew between channels (e.g. CH1 vs CH2)
  • ADC delay mismatch in different analog paths
  • Probe group delay differences
  • Trigger position shift due to coupling or impedance

✅ Use the same acquisition mode (e.g. RAW/NORM) and ensure consistent sample rates and timebase across channels.


4. Analog-to-Digital Conversion (ADC)

The AFE output is digitized:

  • Sample Rate: e.g., 1 GSa/s
  • Resolution: 8–12 bits
  • Clock Jitter: Timing noise introduces errors in high-frequency analysis
  • Quantization Noise: Especially relevant for low-amplitude signals

📊 Use ENOB (Effective Number of Bits) to assess true ADC performance under real conditions.


5. Digital Waveform Fetch (SCPI)

Waveform data is fetched over SCPI, typically via LAN or USB using the VISA protocol:

:WAV:SOUR CHAN1
:WAV:MODE RAW
:WAV:FORM BYTE
:WAV:DATA?

To interpret data:

  • Use :WAV:PRE? metadata: xinc, yinc, yref, yorig
  • Apply proper scaling and offset correction
  • Match probe attenuation setting (e.g., 10×)

Common fetch issues:

  • Transfer truncation (buffer size limits)
  • Incorrect parsing of metadata
  • Channel scaling mismatch

6. Software Analysis: From Samples to Power

Once digitized, the signal is analyzed in software:

Basic Metrics:

  • Vpp: Peak-to-Peak Voltage
  • Vrms: Root-mean-square
  • Vavg: Average value

Power Analysis:

  • Real Power (P) = mean(V × I)
  • Apparent Power (S) = Vrms × Irms
  • Reactive Power (Q):
  • Q = sqrt(S² - P²) only if pure sine
  • ⚠️ For distorted signals, use phase: Q = S × sin(θ)
  • Power Factor (PF) = P / S
  • PF Angle (θ) = acos(PF)

Sources of error:

  • DC offset not removed
  • Wrong scaling factor (e.g., shunt in V mode)
  • Uncorrected phase shift from probes
  • FFT noise contamination in phase computation

7. Calibration and Traceability

High-fidelity power measurements demand traceable calibration:

  • Probe gain calibration: Compare with known current or voltage source
  • System-level check: Inject known sine waves, measure Vrms
  • Correction factor: Allow user-defined correction to match external reference
  • Uncertainty estimation: Account for bandwidth, gain, and timing errors

🧪 Power measurements should be verified against known loads (e.g. resistive heaters) or calibrated analyzers.


8. Advanced Concepts (Optional but Important)

Harmonic Analysis

  • Use FFT to separate fundamental and harmonics
  • Total Harmonic Distortion (THD) affects RMS, S, and PF

Three-Phase Power

  • Measure each phase independently (e.g., A-B, B-C, C-A)
  • Handle unbalance, phase rotation, and neutral current

Power Quality Metrics

  • Flicker, unbalance, sags/swells
  • Phase-jumps in switching environments

Transient and Event Analysis

  • Short-capture bursts (e.g. 1 ms)
  • Combine RMS envelope + time-resolved analysis

9. Summary: Where Things Go Wrong

Stage Common Pitfalls
Probe Wrong attenuation, bad ground, poor bandwidth
Current Chain Clamp miscalibration, wrong scale, phase lag
AFE Clipping, wrong coupling, incorrect vertical scale
ADC Undersampling, jitter, low ENOB
SCPI Transfer Metadata mismatch, probe factor error
Analysis No DC removal, time misalignment, wrong formula for Q
User Setup Scaling mismatch, offset, stale probe config

Conclusion

Power measurement is an end-to-end process. From probe tip to final W, VAR, or PF value, every link in the chain introduces potential error. Accurate results require:

  • Careful setup
  • Consistent probe scaling
  • Time-synchronized voltage and current acquisition
  • Validation against known references

✍️ “Every electron matters, but every nanosecond does too.”