DSP Algorithms for RF Systems

Buy the Book!

DSP for Beginners: Simple Explanations for Complex Numbers! The second edition includes a new chapter on complex sinusoids.

Power and Energy in Discrete-Time Signals
December 1, 2023

Table of Contents

Introduction

What does it mean for a discrete-time signal to have energy or power? This blog reviews energy and power in electrical circuits and then transforms the concepts into the discrete-time and digital domain.

More DSP blogs:

Electrical Circuits

Before discussing the energy and power of of a discrete-time signal, let us review the concepts in the domain of electrical circuits.

The instantaneous power at time t is represented by P(t). In an electrical circuit the power is defined as the product of the current I(t) and the voltage V(t),

(1)   \begin{equation*}P(t) = V(t)I^*(t).\end{equation*}

For a resistor the voltage is related to the current through the amount of resistance R using Ohm’s law,

(2)   \begin{equation*}I(t) = V(t)/R\end{equation*}

such that the power in (1) is therefore

(3)   \begin{equation*}\begin{split}P(t) & = V(t)I^*(t)\\& = \frac{V(t)V^*(t)}{R} \\& = \frac{|V(t)|^2}{R}.\end{split}\end{equation*}

The energy E in an electrical circuit is the cumulative power over time, represented by the integral

(4)   \begin{equation*}\begin{split}E & = \int_{-\infty}^{+\infty} P(t) dt \\& = \int_{-\infty}^{+\infty} \frac{|V(t)|^2}{R} dt.\end{split}\end{equation*}

Challenges in Translating into Discrete-Time Signals

What does it mean for an discrete-time signal to have energy and power? Discrete-time signals are represented by arrays of numbers on a computer. How can they have energy and power? The key is to understand that the numbers themselves cannot have power, it’s the physical quantity that they represent which has power.

Before moving on, it’s important to note that calculating the real-world power or energy from a discrete-time signal can be done with the proper calibration of a system. However, that calibration is outside the scope of this blog. Rather, the goal is to describe the first step in that direction, and that how to compute the power and energy within a discrete-time signal such that calibration could be performed later.

The concepts of power (3) and energy (4) have two hurdles that need to be overcome when translating them into discrete-time signals:

  1. Changing from continuous time into discrete time
  2. The resistance R

Power and Energy in Discrete-Time Signals

The instantaneous power P(t) can be transformed into discrete-time by sampling the voltage periodically at time

(5)   \begin{equation*}t = nTs\end{equation*}

such that the discrete-time voltage is

(6)   \begin{equation*}V[n] = V(nTs).\end{equation*}

The instantaneous power from (3) can therefore be written as

(7)   \begin{equation*}P[n] = \frac{|V[n]|^2}{R}.\end{equation*}

Discrete-time signals have been sampled and therefore removed from any type of resistive load. A simplifying assumption is made, R=1, such that the term can be removed. The final representation for instantaneous power is therefore

(8)   \begin{equation*}P[n] = |V[n]|^2.\end{equation*}

The average power is a time-average of (8). A time-average of N samples of the instantaneous power would be defined by [Lyons2011, p.874]

(9)   \begin{equation*}\begin{split}P_{avg} & = \frac{1}{N} \sum_{n=0}^{N-1} P[n] \\& = \frac{1}{N} \sum_{n=0}^{N-1} |V[n]|^2.\end{split}\end{equation*}

An analog to digital converter converts voltage into digitized bits and that transformation can be represented by a change in variable from V[n] into the more common x[n],

(10)   \begin{equation*}P[n] = |x[n]|^2\end{equation*}

as found in [oppenheim1999, p.60]. The energy (4) is the cumulative power over all time, which is represented by a summation

(11)   \begin{equation*}\begin{split}E & = \sum_{n=-\infty}^{\infty} P[n] \\& = \sum_{n=-\infty}^{\infty} |x[n]|^2.\end{split}\end{equation*}

Conclusion

This blog described how power and energy are calculated for an electrical circuit and then translated those concepts into the discrete-time domain. Discrete-time equations for power and energy were given.

More DSP blogs:

Leave a Reply

For everything there is a season, and a time for every matter under heaven. A time to cast away stones, and a time to gather stones together. A time to embrace, and a time to refrain from embracing. Ecclesiastes 3:1,5
The earth was without form and void, and darkness was over the face of the deep. And the Spirit of God was hovering over the face of the waters. Genesis 1:2
Behold, I am toward God as you are; I too was pinched off from a piece of clay. Job 33:6
Enter His gates with thanksgiving, and His courts with praise! Give thanks to Him; bless His name! Psalm 100:4
Lift up your hands to the holy place and bless the Lord! Psalm 134:2
Blessed is the man who trusts in the Lord, whose trust is the Lord. He is like a tree planted by water, that sends out its roots by the stream, and does not fear when heat comes, for its leaves remain green, and is not anxious in the year of drought, for it does not cease to bear fruit. Jeremiah 17:7-8
He said to him, “You shall love the Lord your God with all your heart and with all your soul and with all your mind. This is the great and first commandment. And a second is like it: You shall love your neighbor as yourself. On these two commandments depend all the Law and the Prophets.” Matthew 22:37-39
Then He said to me, “Prophesy over these bones, and say to them, O dry bones, hear the word of the Lord. Thus says the Lord God to these bones: Behold, I will cause breath to enter you, and you shall live." Ezekiel 37:4-5
Riches do not profit in the day of wrath, but righteousness delivers from death. Proverbs 11:4
The angel of the Lord appeared to him in a flame of fire out of the midst of a bush. He looked, and behold, the bush was burning, yet it was not consumed. And Moses said, “I will turn aside to see this great sight, why the bush is not burned.” When the Lord saw that he turned aside to see, God called to him out of the bush, “Moses, Moses!” And he said, “Here I am.” Exodus 3:2-3
Daniel answered and said: “Blessed be the name of God forever and ever, to whom belong wisdom and might. He changes times and seasons; He removes kings and sets up kings; He gives wisdom to the wise and knowledge to those who have understanding." Daniel 2:20-21
Now the Lord is the Spirit, and where the Spirit of the Lord is, there is freedom. 2 Corinthians 3:17
Previous slide
Next slide

This website participates in the Amazon Associates program. As an Amazon Associate I earn from qualifying purchases.

© 2021-2024 Wave Walker DSP