Understanding Digital Signals and Discretization

Sep 2, 2024

Digital Signals Lecture Notes

Overview

  • Focus on digital signals, contrasting with analog and discrete time signals.
  • Digital signals require discretization of both time and magnitude.

Key Concepts

Discretization

  • Time Axis: Divide time into equal intervals.
    • Example of interval calculation:

      ( \Delta t = t1 - t0 )

      ( \Delta t = t2 - t1 )

      ( \Delta t = t_n - t_{n-1} )
  • Magnitude Axis: Must also be discretized.
    • Fixed number of levels for measurement.

Example: Temperature Measurement

Discrete Time Signals

  • Temperature measurements at different time intervals:
    • T1: 9°C
    • T2: 38°C
    • T3: 24°C
    • T4: 15°C
    • T5: 45°C
  • Values can be any within the range (0 to 45°C).

Digital Signals

  • Discretized magnitude levels: 0, 15, 30, 45.
  • Measurements:
    • T1: 9°C → 0°C (choosing lower value)
    • T2: 38°C → 30°C
    • T3: 24°C → 15°C
    • T4: 15°C → 15°C (allowed value)
    • T5: 45°C → 45°C
  • Key Takeaway: Digital signals can only take specific discrete values.

Example: Voltage Measurement

  • Voltage allowed values: 0 volts and 5 volts.
  • At T1: 2 volts → 0 volts (lower value selected).
  • Error Calculation:
    • Initial error: 2 volts.

Reducing Error by Increasing Levels

  • By dividing the range into more levels (e.g., 0, 1.25, 2.5, 3.75, 5):
    • At T1: 2 volts → 1.25 volts (lower value selected).
    • New error: 0.75 volts.
  • Further increasing levels (e.g., 0 to 5 incrementally):
    • At T1: can measure as 2 volts → error of 0 volts.
    • Conclusion: Increasing levels reduces measurement error.

Conclusion

  • Discussion on the need for digital signals in the next lecture.
  • Question posed: Why do we need digital signals?
  • Call for students to provide answers in the comments.