List of Symbols

So many symbols, so little time... Here's a quick lookup table for our commonly-used symbols in ECE, especially ECE301 and ECE438!

  • $ \omega_s $: Sampling frequency; equal to $ \frac{2\pi}{T} $
  • $ \omega_m $: Maximum frequency in a band-limited signal ($ = max(\{|w|\ :\ w \neq 0\}) $
  • $ \omega_c $: Cutoff frequency of a filter ($ \omega_c > 0 $). (For instance, lowpass filters are nonzero in the range $ \omega \in [-\omega_c, \omega_c] $.)
  • $ T $: Sampling period; equal to $ \frac{2\pi}{\omega_s} $
  • NR, or "Nyquest Rate": $ =2\omega_m $. If $ \omega_s > NR = 2\omega_m $, then the band-limited signal can be uniquely reconstructed from the sampled signal.
  • $ p(t) $: "Impulse train" -- equivalent to $ \sum_{n=-\infty}^{\infty} \delta(t-nT) $
  • $ s $: A complex number -- often expressed as a sum of it's parts, $ a+j\omega $, where $ a, \omega \in \mathbb{R} $
  • $ X(s) $: The Laplace Transform of $ x(t) $.

The above symbols are brought to you with thanks to Brian Thomas

Signal Metrics


  • Signal Energy
    • $ E_x = \int_{-\infty}^{\infty} |x(t)|^2\,dt $ for ct (continuous time)

      $ E_x = \sum_{n=-\infty}^{\infty} |x(n)|^2 $ for dt (discrete time)

  • Signal Power
    • $ P_x = \lim_{T \Rightarrow \infty}\frac{1}{2T}\int_{-T}^{T} |x(t)|^2\,dt $ for ct (continuous time)

      $ P_x = \lim_{N \Rightarrow \infty}\sum_{n=-N}^{N} |x(n)|^2 $ for dt (discrete time)

      note: for periodic signals
      $ P_x = \frac{1}{N}\sum_{n=0}^{N-1}|x(n)|^2 $

  • Signal RMS (root-mean-square)
    • $ X_{rms} = \sqrt{P_x} $
  • Signal Magnitude
    • $ m_x = max|x(t)| $, for CT

      $ m_x = max|x(n)| $, for DT

      if $ m_x < \infty $, we say signal is bounded


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Alumni Liaison

Ph.D. 2007, working on developing cool imaging technologies for digital cameras, camera phones, and video surveillance cameras.

Buyue Zhang