Data Acquisition Systems

A data-acquisition system samples analog signals fast enough to avoid aliasing (f_s ≥ 2f_max) and digitises them with an n-bit ADC whose resolution is full-scale/2ⁿ and quantisation error is ±½ LSB.

Key formulas & points

Skim these first — then read the full notes below.

  • Multiplexer, sample-and-hold, ADC, processor, display chain
  • Anti-aliasing filter before ADC
  • SCADA for remote monitoring and control

Topic details

Introduction

The acquisition chain is: sensor → signal conditioning → multiplexer → sample-and-hold → ADC → processor. The Nyquist criterion sets the minimum sampling rate at twice the highest signal frequency; an anti-aliasing low-pass filter removes components above f_s/2 before sampling.

Scope in B.Tech and GATE syllabus

ADC resolution is full-scale divided by 2ⁿ, so more bits give finer steps. The ideal signal-to-noise ratio is about 6.02n + 1.76 dB, improving 6 dB per added bit.

Key relations & formulas

Nyquist:fs2fmaxNyquist: f_{s} \ge 2 f_{max}
(avoid aliasing)

Formulas (Indian textbook notation)

  • Quantisationerror=±12LSB;resolution=fullscale2nQuantisation error = ±\frac{1}{2} LSB; resolution = full \frac{scale}{2^n}
SNR6.02n+1.76dBSNR \approx 6.02 n + 1.76 dB
(ideal n-bit ADC)

Notation and sign conventions

Relation 1 —
Nyquist:fs2fmaxNyquist: f_{s} \ge 2 f_{max}
Nyquist:fs2fmaxNyquist: f_{s} \ge 2 f_{max}
(avoid aliasing)
Write this relation with symbols exactly as in A Course in Electrical & Electronic Measurements — AK Sawhney before substituting numbers. Examiners award partial marks for a correct setup even when arithmetic slips.
Relation 2 —
Quantisationerror=±12LSB;resolution=fullscale2nQuantisation error = ±\frac{1}{2} LSB; resolution = full \frac{scale}{2^n}

Formulas (Indian textbook notation)

  • Quantisationerror=±12LSB;resolution=fullscale2nQuantisation error = ±\frac{1}{2} LSB; resolution = full \frac{scale}{2^n}
Write this relation with symbols exactly as in A Course in Electrical & Electronic Measurements — AK Sawhney before substituting numbers. Examiners award partial marks for a correct setup even when arithmetic slips.
Relation 3 —
SNR6.02n+1.76dBSNR \approx 6.02 n + 1.76 dB
SNR6.02n+1.76dBSNR \approx 6.02 n + 1.76 dB
(ideal n-bit ADC)
Write this relation with symbols exactly as in A Course in Electrical & Electronic Measurements — AK Sawhney before substituting numbers. Examiners award partial marks for a correct setup even when arithmetic slips.

Fundamentals and definitions

Quantisation replaces the continuous signal with discrete levels; the maximum error is half the least-significant-bit (LSB) step. Increasing bits reduces this error but demands a more precise converter and reference.

Governing relations in practice

A sample-and-hold freezes the input during conversion so the ADC sees a steady value; without it, a fast-changing signal would corrupt the conversion.

Design and analysis considerations

SCADA systems extend acquisition to remote sites, combining RTUs, communication links and a central master for monitoring and control of power and process plants.

Assumptions and validity limits

State assumptions explicitly before using any relation for data acquisition systems — steady state, uniform properties, linear elastic material, ideal gas, incompressible flow, etc., as applicable.
Wrong assumptions invalidate the entire solution even when the formula is correct. In Instrumentation viva and GATE descriptive questions, listing valid assumptions often earns separate marks.

Step-by-step problem approach

1. Read the question and list given data with SI units (common in Instrumentation papers).
2. Draw a neat labelled diagram where applicable — examiners in Indian universities award diagram marks even when arithmetic slips.
3. Identify which relation from this topic applies to data acquisition systems.
4. Use equation 1:
Nyquist:fs2fmaxNyquist: f_{s} \ge 2 f_{max}
.
5. Use equation 2:
Quantisationerror=±12LSB;resolution=fullscale2nQuantisation error = ±\frac{1}{2} LSB; resolution = full \frac{scale}{2^n}
.
6. Substitute values, compute, and verify units and sign (direction).
7. State conclusion in one line — e.g. safe/unsafe, stable/unstable, feasible/infeasible.

Applications & exam relevance

Data Acquisition Systems appears in process control and labs. In Indian electrical curricula this topic is tested because it connects theory to measurement and transducers.
GATE and semester exams often combine data acquisition systems with earlier units — revise prerequisites before attempting mixed problems.
Industry interview panels sometimes ask: "Where did you use data acquisition systems?" — answer with a lab, mini-project, or plant visit example if possible.

Common mistakes in exams

• Sampling at exactly f_max instead of ≥ 2f_max (aliasing)
• Omitting the anti-aliasing filter before the ADC
• Using 2ⁿ⁻¹ for the number of levels (it is 2ⁿ)
• Forgetting the sample-and-hold for fast signals

Quick revision checklist

Before attempting data acquisition systems problems, confirm you can:
1. Multiplexer, sample-and-hold, ADC, processor, display chain
2. Anti-aliasing filter before ADC
3. SCADA for remote monitoring and control
Revise the solved examples in A Course in Electrical & Electronic Measurements — AK Sawhney and one previous-year GATE or university paper for this unit.

Worked examples

Try the problem first — open the solution when you are ready to check.

ADC resolution and quantisation error

Problem

A 12-bit ADC has a full-scale input range of 10 V. Find the resolution (LSB size) and the maximum quantisation error.

Solution

Number of levels = 2¹² = 4096.
Resolution (LSB) = full scale / 2ⁿ = 10/4096 = 2.44 mV.
Maximum quantisation error = ±½ LSB = ±1.22 mV.

Conceptual check — Data Acquisition Systems

Problem

In a Instrumentation semester or GATE paper you are asked: "State the main assumption, the governing relation, and one practical consequence of data acquisition systems." What should a complete answer include?

Exams & GATE

AK Sawhney — ADC resolution and sampling rate selection.

📖 Standard books (India)

  • A Course in Electrical & Electronic MeasurementsAK Sawhney

    Read: Syllabus unit

    Bridges, transducers, and instruments