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<document xmlns="http://cnx.rice.edu/cnxml" xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="id5755134">
  <name>CONTINUOUS-TIME SIGNALS</name>
  <metadata>
  <md:version>1.2</md:version>
  <md:created>2007/12/27 14:28:29 US/Central</md:created>
  <md:revised>2008/03/20 22:31:44.200 GMT-5</md:revised>
  <md:authorlist>
      <md:author id="PhuongNguyen">
      <md:firstname>Phuong</md:firstname>
      <md:othername>Huu</md:othername>
      <md:surname>Nguyen</md:surname>
      <md:email>nhphuong@hcmuns.edu.vn</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist>
    <md:maintainer id="PhuongNguyen">
      <md:firstname>Phuong</md:firstname>
      <md:othername>Huu</md:othername>
      <md:surname>Nguyen</md:surname>
      <md:email>nhphuong@hcmuns.edu.vn</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  

  <md:abstract/>
</metadata>
  <content>
    <para id="id5206764">Signals is the variation of an amplitude with time. The amplitude can be voltage, current, power,... But in circuits and systems the most often used representative is voltage. Thus the two elements constituting signals are amplitude and time.</para>
    <para id="id5206768">Continuous – time (also taken to mean analog) signals have their amplitudes varying continuously with time. They are generated by electronic circuits, or by natural sources, such as temperature, voice, video..., and converted to electric signals by sensors or transducers. Signals are often depicted by their waveforms which are the graphical illustrations for easy visualization.</para>
    <section id="id-881624240825">
      <name>Mathematical representation of signals</name>
      <para id="id4767268">Instead of describing signals by words or by plotting their waveforms, the more objective and concise way is to express them mathematically, whenever possible. Mathematical representation of signals in time domain and transform domain is needed in analysis and design of circuits and systems. For example a simple problem in <cnxn target="id7525600" strength="9"/> cannot be solved just by, language description of the signal and the circuit.</para>
      <para id="id4471647"><figure id="id7525600"><media type="image/jpeg" src="hv1.jpg">
    <param name="height" value="140"/>
    <param name="width" value="387"/>
  </media>
<caption> What is the output signal ? </caption>
</figure></para>
      <para id="id3869495"><term> Sinusoidal signal </term></para>
      <para id="id5338251">Sinusoid or sinewave is the most popular analog signal (<cnxn target="element-853" strength="9"/>). It is smooth, easy to generate, and has many properties and applications. The mathematical expression is</para>
      <para id="id6476652"><equation id="id0011">
<m:math display="block">
 <m:semantics>
  <m:mrow>
   <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mi>A</m:mi><m:mi>cos</m:mi><m:mo>⁡</m:mo><m:mo stretchy="false">(</m:mo><m:mi>Ω</m:mi><m:mi>t</m:mi><m:mo>+</m:mo><m:msub>
    <m:mi>Φ</m:mi>
    <m:mn>0</m:mn>
   </m:msub>
   <m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadIhacaGGOaGaamiDaiaacMcacqGH9aqpcaWGbbGaci4yaiaac+gacaGGZbGaaiikaiabfM6axjaadshacqGHRaWkcqqHMoGrdaWgaaWcbaGaaGimaaqabaGccaGGPaaaaa@4500@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      
      <figure id="element-853"><media type="image/jpeg" src="hv2.jpg">
    <param name="height" value="198"/>
    <param name="width" value="568"/>
  </media>
<caption> Sinusoidal signal </caption></figure>
      <para id="id3975850">where A is the peak value, Ω angular frequency (rad/s), t time (sec), <m:math>
 <m:semantics>
  <m:mrow>
   <m:msub>
    <m:mi>Φ</m:mi>
    <m:mn>0</m:mn>
   </m:msub>
   
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiabfA6agnaaBaaaleaacaaIWaaabeaaaaa@3846@</m:annotation>
 </m:semantics>
</m:math>
 initial phase (radian) i.e. phase at t = 0, <m:math>
 <m:semantics>
  <m:mrow>
   <m:mi>Ω</m:mi><m:mo>=</m:mo><m:mn>2</m:mn><m:mi>π</m:mi><m:mi>F</m:mi>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiabfM6axjabg2da9iaaikdacqaHapaCcaWGgbaaaa@3BBE@</m:annotation>
 </m:semantics>
</m:math>
 with F is frequency 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">(</m:mo><m:mtext>Hz</m:mtext><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ \( "Hz" \) } {}</m:annotation></m:semantics></m:math>, T = 1 / <m:math>
 <m:semantics>
  <m:mrow>
   <m:mi>F</m:mi><m:mo>=</m:mo><m:mn>2</m:mn><m:mi>π</m:mi><m:mo>/</m:mo><m:mi>Ω</m:mi>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadAeacqGH9aqpcaaIYaGaeqiWdaNaai4laiabfM6axbaa@3C71@</m:annotation>
 </m:semantics>
</m:math>
 the period (sec).</para>
      <para id="id3791243">Above expression contains all parameters we need: Amplitude (peak, rms, average), and periodicity (period, frequency). Other waveforms, except the constant value, do not have this compactness. For example, for the symmetric square wave (<cnxn target="element-959" strength="9"/>) the mathematical expression consists of one part for amplitude, and the other for periodicity:</para>
      
      <para id="id5895062"><equation id="id0012">
<m:math display="block">
 <m:semantics>
  <m:mtable columnalign="left">
   <m:mtr>
    <m:mtd>
     <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mo>−</m:mo><m:mi>A</m:mi><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mo>−</m:mo><m:mfrac>
      <m:mi>T</m:mi>
      <m:mn>2</m:mn>
     </m:mfrac>
     <m:mo>≤</m:mo><m:mi>t</m:mi><m:mo>≤</m:mo><m:mn>0</m:mn>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mo>+</m:mo><m:mi>A</m:mi><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mn>0</m:mn><m:mo>≤</m:mo><m:mi>t</m:mi><m:mo>≤</m:mo><m:mfrac>
      <m:mi>T</m:mi>
      <m:mn>2</m:mn>
     </m:mfrac>
     
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo>±</m:mo><m:mi>n</m:mi><m:mi>T</m:mi><m:mo stretchy="false">)</m:mo><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mi>n</m:mi><m:mo>=</m:mo><m:mn>1</m:mn><m:mo>,</m:mo><m:mtext> </m:mtext><m:mn>2</m:mn><m:mo>,</m:mo><m:mtext> </m:mtext><m:mn>3...</m:mn>
    </m:mtd>
   </m:mtr>
  </m:mtable>
  
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=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@7556@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      
      <para id="id6901912">The sinusoid and the square wave are <term> deterministic</term> . For <term> random </term> signals, we cannot, in general, represent them mathematically. Electric noises and interferences are examples of random signals.</para>
      <figure id="element-959"><media type="image/jpeg" src="hv3.jpg">
    <param name="height" value="176"/>
    <param name="width" value="532"/>
  </media>
<caption> Symmetric square wave </caption></figure>
    </section>
    <section id="id-47945661698">
      <name>Some special signals</name>
      <para id="id3778496">There are two singular signals often used in circuit analysis and signal processing.</para>
      <para id="id4810013"><term> (a) Unit impulse: </term></para>
      <para id="id4987159">The unit impulse (delta Dirac function) is evolved from a symmetric rectangular pulse of width 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>τ</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{τ} {}</m:annotation></m:semantics></m:math> and amplitude 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mn>1</m:mn><m:mo stretchy="false">/</m:mo><m:mi>τ</m:mi></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{1/τ} {}</m:annotation></m:semantics></m:math> when 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>τ</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{τ} {}</m:annotation></m:semantics></m:math>→ 0 (<cnxn target="element-655" strength="9"/>). Its mathematical expression is</para>
      <para id="id4064769"><equation id="id0013">
<m:math display="block">
 <m:semantics>
  <m:mtable columnalign="left">
   <m:mtr>
    <m:mtd>
     <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mi>∞</m:mi><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mi>t</m:mi><m:mo>=</m:mo><m:mn>0</m:mn>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mn>0</m:mn><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mi>t</m:mi><m:mo>≠</m:mo><m:mn>0</m:mn>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mstyle displaystyle="true">
      <m:mrow>
       <m:msubsup>
        <m:mo>∫</m:mo>
        <m:mrow>
         <m:mo>−</m:mo><m:mi>∞</m:mi>
        </m:mrow>
        <m:mi>∞</m:mi>
       </m:msubsup>
       <m:mrow>
        <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mi>d</m:mi><m:mi>t</m:mi><m:mo>=</m:mo><m:mn>1</m:mn>
       </m:mrow>
      </m:mrow>
      
     </m:mstyle>
    </m:mtd>
   </m:mtr>
  </m:mtable>
  
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOabaeqabaGaeqiTdqMaaiikaiaadshacaGGPaGaeyypa0JaeyOhIuQaaGzbVlaacYcacaaMf8UaaGzbVlaadshacqGH9aqpcaaIWaaabaaabaGaaGzbVlaaywW7caaMf8UaaGimaiaaywW7caGGSaGaaGzbVlaaywW7caWG0bGaeyiyIKRaaGimaaqaaaqaamaapedabaGaeqiTdqMaaiikaiaadshacaGGPaGaamizaiaadshacqGH9aqpcaaIXaaaleaacqGHsislcqGHEisPaeaacqGHEisPa0Gaey4kIipaaaaa@603B@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      
      
      <para id="id5331864">According to this definition,</para>
      <para id="id5331867"><equation id="id0014">
<m:math display="block">
 <m:semantics>
  <m:mrow>
   <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mo>−</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiabes7aKjaacIcacqGHsislcaWG0bGaaiykaiabg2da9iabes7aKjaacIcacaWG0bGaaiykaaaa@3FC7@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      
      <figure id="element-655"><media type="image/jpeg" src="hv4.jpg">
    <param name="height" value="173"/>
    <param name="width" value="546"/>
  </media>
<caption> Unit impulse <m:math>
 <m:semantics>
  <m:mrow>
   <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiabes7aKjaacIcacaWG0bGaaiykaaaa@39DD@</m:annotation>
 </m:semantics>
</m:math>
 </caption></figure>
      <para id="id5894283">When the impulse has intensity of A instead of 1 we write <m:math>
 <m:semantics>
  <m:mrow>
   <m:mi>A</m:mi><m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadgeacqaH0oazcaGGOaGaamiDaiaacMcaaaa@3AA3@</m:annotation>
 </m:semantics>
</m:math>
 (<cnxn target="element-655" strength="9"/>c). When the unit impulse is delayed by <m:math>
 <m:semantics>
  <m:mrow>
   <m:msub>
    <m:mi>t</m:mi>
    <m:mn>0</m:mn>
   </m:msub>
   
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadshadaWgaaWcbaGaaGimaaqabaaaaa@37C5@</m:annotation>
 </m:semantics>
</m:math>
 we write <m:math>
 <m:semantics>
  <m:mrow>
   <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo>−</m:mo><m:msub>
    <m:mi>t</m:mi>
    <m:mn>0</m:mn>
   </m:msub>
   <m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiabes7aKjaacIcacaWG0bGaeyOeI0IaamiDamaaBaaaleaacaaIWaaabeaakiaacMcaaaa@3CB3@</m:annotation>
 </m:semantics>
</m:math>
 (<cnxn target="element-655" strength="9"/>d), then </para>
      <para id="id6746495"><m:math display="block">
 <m:semantics>
  <m:mtable columnalign="left">
   <m:mtr>
    <m:mtd>
     <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo>−</m:mo><m:msub>
      <m:mi>t</m:mi>
      <m:mn>0</m:mn>
     </m:msub>
     <m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mi>∞</m:mi><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mi>t</m:mi><m:mo>=</m:mo><m:msub>
      <m:mi>t</m:mi>
      <m:mn>0</m:mn>
     </m:msub>
     
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mn>0</m:mn><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mi>t</m:mi><m:mo>≠</m:mo><m:msub>
      <m:mi>t</m:mi>
      <m:mn>0</m:mn>
     </m:msub>
     
    </m:mtd>
   </m:mtr>
  </m:mtable>
  
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOabaeqabaGaeqiTdqMaaiikaiaadshacqGHsislcaWG0bWaaSbaaSqaaiaaicdaaeqaaOGaaiykaiabg2da9iabg6HiLkaaywW7caGGSaGaaGzbVlaaywW7caWG0bGaeyypa0JaamiDamaaBaaaleaacaaIWaaabeaaaOqaaaqaaiaaywW7caaMf8UaaGzbVlaaywW7caaMe8UaaGPaVlaaicdacaaMf8UaaiilaiaaywW7caaMf8UaamiDaiabgcMi5kaadshadaWgaaWcbaGaaGimaaqabaaaaaa@5C77@</m:annotation>
 </m:semantics>
</m:math>
</para>
      
      <para id="id3779102"><equation id="id0015">
<m:math display="block">
 <m:semantics>
  <m:mrow>
   <m:mstyle displaystyle="true">
    <m:mrow>
     <m:msubsup>
      <m:mo>∫</m:mo>
      <m:mrow>
       <m:mo>−</m:mo><m:mi>∞</m:mi>
      </m:mrow>
      <m:mi>∞</m:mi>
     </m:msubsup>
     <m:mrow>
      <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo>−</m:mo><m:msub>
       <m:mi>t</m:mi>
       <m:mn>0</m:mn>
      </m:msub>
      <m:mo stretchy="false">)</m:mo><m:mi>d</m:mi><m:mi>t</m:mi>
     </m:mrow>
    </m:mrow>
    
   </m:mstyle><m:mo>=</m:mo><m:mstyle displaystyle="true">
    <m:mrow>
     <m:msubsup>
      <m:mo>∫</m:mo>
      <m:mrow>
       <m:msub>
        <m:mi>t</m:mi>
        <m:mn>1</m:mn>
       </m:msub>
       
      </m:mrow>
      <m:mrow>
       <m:msub>
        <m:mi>t</m:mi>
        <m:mn>2</m:mn>
       </m:msub>
       
      </m:mrow>
     </m:msubsup>
     <m:mrow>
      <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo>−</m:mo><m:msub>
       <m:mi>t</m:mi>
       <m:mn>0</m:mn>
      </m:msub>
      <m:mo stretchy="false">)</m:mo><m:mi>d</m:mi><m:mi>t</m:mi><m:mo>=</m:mo><m:mn>1</m:mn><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:msub>
       <m:mi>t</m:mi>
       <m:mn>1</m:mn>
      </m:msub>
      <m:mo>&lt;</m:mo><m:msub>
       <m:mi>t</m:mi>
       <m:mn>0</m:mn>
      </m:msub>
      <m:mo>&lt;</m:mo><m:msub>
       <m:mi>t</m:mi>
       <m:mn>2</m:mn>
      </m:msub>
      
     </m:mrow>
    </m:mrow>
    
   </m:mstyle>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=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@630F@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      <para id="id3793057">A signal x(t) when multiplied with delayed impulse 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mrow><m:mi>t</m:mi><m:mo stretchy="false">−</m:mo><m:msub><m:mi>t</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>0</m:mn></m:mrow></m:mstyle></m:msub></m:mrow><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{δ \( t - t rSub { size 8{0} }  \) } {}</m:annotation></m:semantics></m:math>is the value x(to) at to:</para>
      <para id="id6703016"><equation id="id0016">
<m:math display="block">
 <m:semantics>
  <m:mrow>
   <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo>−</m:mo><m:msub>
    <m:mi>t</m:mi>
    <m:mn>0</m:mn>
   </m:msub>
   <m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:msub>
    <m:mi>t</m:mi>
    <m:mn>0</m:mn>
   </m:msub>
   <m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadIhacaGGOaGaamiDaiaacMcacqaH0oazcaGGOaGaamiDaiabgkHiTiaadshadaWgaaWcbaGaaGimaaqabaGccaGGPaGaeyypa0JaamiEaiaacIcacaWG0bWaaSbaaSqaaiaaicdaaeqaaOGaaiykaaaa@4547@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      <para id="id4859877"><term>(b) Unit step: </term></para>
      <para id="id4859881"><cnxn target="element-768" strength="9"/> is the unit step. The signal rises suddenly from 0 to 1 at time t = 0 then remains unchanged, similarly to the closure of an electric switch. Its mathematical definition is</para>
      <para id="id5887152"><equation id="id0017">
<m:math display="block">
 <m:semantics>
  <m:mtable columnalign="left">
   <m:mtr>
    <m:mtd>
     <m:mi>u</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mn>0</m:mn><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mi>t</m:mi><m:mo>&lt;</m:mo><m:mn>0</m:mn>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mn>1</m:mn><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mi>t</m:mi><m:mo>≥</m:mo><m:mn>0</m:mn>
    </m:mtd>
   </m:mtr>
  </m:mtable>
  
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOabaeqabaGaamyDaiaacIcacaWG0bGaaiykaiabg2da9iaaicdacaaMf8UaaiilaiaaywW7caaMf8UaamiDaiabgYda8iaaicdaaeaaaeaacaaMf8UaaGzbVlaaysW7caaMe8UaaGjbVlaaigdacaaMf8UaaiilaiaaywW7caaMf8UaamiDaiabgwMiZkaaicdaaaaa@545C@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      
      
      
      <figure id="element-768"><media type="image/jpeg" src="hv5.jpg">
    <param name="height" value="131"/>
    <param name="width" value="555"/>
  </media>
<caption> Unit step </caption></figure><para id="id5180893">The unit impulse <m:math>
 <m:semantics>
  <m:mrow>
   <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiabes7aKjaacIcacaWG0bGaaiykaaaa@39DD@</m:annotation>
 </m:semantics>
</m:math>
 and the unit step u(t) are related as follows.</para>
      <para id="id5890754"><equation id="id0018">
<m:math display="block">
 <m:semantics>
  <m:mtable columnalign="left">
   <m:mtr>
    <m:mtd>
     <m:mi>u</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mstyle displaystyle="true">
      <m:mrow>
       <m:msubsup>
        <m:mo>∫</m:mo>
        <m:mrow/>
        <m:mrow/>
       </m:msubsup>
       <m:mrow>
        <m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:msup>
         <m:mi>t</m:mi>
         <m:mo>,</m:mo>
        </m:msup>
        <m:mo stretchy="false">)</m:mo><m:mi>d</m:mi><m:msup>
         <m:mi>t</m:mi>
         <m:mo>,</m:mo>
        </m:msup>
        
       </m:mrow>
      </m:mrow>
      
     </m:mstyle><m:mo>=</m:mo><m:mn>0</m:mn><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mi>t</m:mi><m:mo>&lt;</m:mo><m:mn>0</m:mn>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mn>1</m:mn><m:mtext> </m:mtext><m:mo>,</m:mo><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mi>t</m:mi><m:mo>≥</m:mo><m:mn>0</m:mn>
    </m:mtd>
   </m:mtr>
  </m:mtable>
  
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOabaeqabaGaamyDaiaacIcacaWG0bGaaiykaiabg2da9maapedabaGaeqiTdqMaaiikaiaadshadaahaaWcbeqaaiaacYcaaaGccaGGPaGaamizaiaadshadaahaaWcbeqaaiaacYcaaaaabaaabaaaniabgUIiYdGccqGH9aqpcaaIWaGaaGzbVlaacYcacaaMf8UaaGjcVlaaywW7caWG0bGaeyipaWJaaGimaaqaaaqaaiaaywW7caaMf8UaaGzbVlaaywW7caaMf8UaaGzbVlaaywW7caaMf8UaaGymaiaaywW7caGGSaGaaGzbVlaaywW7caWG0bGaeyyzImRaaGimaaaaaa@6565@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      
      <para id="id4816194"><equation id="id0019">
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>δ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mrow><m:mo stretchy="false">)</m:mo><m:mo stretchy="false">=</m:mo><m:mfrac><m:mrow><m:mstyle fontstyle="italic"><m:mrow><m:mtext>du</m:mtext></m:mrow></m:mstyle><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo></m:mrow><m:mstyle fontstyle="italic"><m:mrow><m:mtext>dt</m:mtext></m:mrow></m:mstyle></m:mfrac></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{δ \( t \) = {  { ital "du" \( t \) }  over  { ital "dt"} } } {}</m:annotation></m:semantics></m:math>
</equation></para>
    </section>
    <section id="id-190141848316">
      <name>Complex signals</name>
      <para id="id4229151">Natural physical quantities, signals included, are real-valued. However sometimes the imaginary operator j = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msqrt><m:mrow><m:mo stretchy="false">−</m:mo><m:mn>1</m:mn></m:mrow></m:msqrt></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ sqrt { - 1} } {}</m:annotation></m:semantics></m:math> is appended by reason of mathematical convenience, such as to take into account the phase difference between voltages and currents in AC circuits. Following is an example of a complex signal :</para>
      <para id="id4169390"><equation id="id00110">
<m:math display="block">
 <m:semantics>
  <m:mrow>
   <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mn>5</m:mn><m:mi>cos</m:mi><m:mo>⁡</m:mo><m:mi>Ω</m:mi><m:mi>t</m:mi><m:mo>−</m:mo><m:mi>j</m:mi><m:mn>5</m:mn><m:mi>cos</m:mi><m:mo>⁡</m:mo><m:mi>Ω</m:mi><m:mi>t</m:mi>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadIhacaGGOaGaamiDaiaacMcacqGH9aqpcaaI1aGaci4yaiaac+gacaGGZbGaeuyQdCLaamiDaiabgkHiTiaadQgacaaI1aGaci4yaiaac+gacaGGZbGaeuyQdCLaamiDaaaa@4849@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      <para id="id6480459">A complex signal comprises of a real part and an imaginary one:</para>
      <para id="id6480463"><equation id="id00111">
<m:math display="block">
 <m:semantics>
  <m:mrow>
   <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:msub>
    <m:mi>x</m:mi>
    <m:mi>R</m:mi>
   </m:msub>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>+</m:mo><m:mi>j</m:mi><m:msub>
    <m:mi>x</m:mi>
    <m:mi>I</m:mi>
   </m:msub>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadIhacaGGOaGaamiDaiaacMcacqGH9aqpcaWG4bWaaSbaaSqaaiaadkfaaeqaaOGaaiikaiaadshacaGGPaGaey4kaSIaamOAaiaadIhadaWgaaWcbaGaamysaaqabaGccaGGOaGaamiDaiaacMcaaaa@44BB@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      <para id="id3814841">A complex signal can be expressed in terms of its magnitude and phase in the <term> polar coordinate </term> (<cnxn target="element-367" strength="9"/>)</para>
      <para id="id5541284"><equation id="id00112">
<m:math display="block">
 <m:semantics>
  <m:mrow>
   <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:msub>
    <m:mi>x</m:mi>
    <m:mi>R</m:mi>
   </m:msub>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>+</m:mo><m:mi>j</m:mi><m:msub>
    <m:mi>x</m:mi>
    <m:mi>I</m:mi>
   </m:msub>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mo>|</m:mo><m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>|</m:mo><m:msup>
    <m:mi>e</m:mi>
    <m:mrow>
     <m:mi>j</m:mi><m:mi>Φ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
    </m:mrow>
   </m:msup>
   
  </m:mrow>
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</m:math>
</equation></para>
      
      <figure id="element-367"><media type="image/jpeg" src="hv6.jpg">
    <param name="height" value="142"/>
    <param name="width" value="280"/>
  </media>
<caption> Complex signal and polar coordinate </caption></figure><para id="id6466891">The <term>magnitude</term> or <term> modulus</term>, demoted by 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">∣</m:mo><m:mrow><m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo></m:mrow><m:mo stretchy="false">∣</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ lline x \( t \)  rline } {}</m:annotation></m:semantics></m:math> , and <term> phase </term> or phase angle, demoted by 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>Φ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{Φ \( t \) } {}</m:annotation></m:semantics></m:math>or argx(t) or 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>∠</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{∠} {}</m:annotation></m:semantics></m:math> x(t). They are </para>
      <para id="id5517746"><m:math display="block">
          <m:semantics>
            <m:mrow>
              <m:mstyle fontsize="12pt">
                <m:mrow>
                  <m:mrow>
                    <m:mrow>
                      <m:mo stretchy="false">∣</m:mo>
                      <m:mrow>
                        <m:mi>x</m:mi>
                        <m:mo stretchy="false">(</m:mo>
                        <m:mi>t</m:mi>
                        <m:mo stretchy="false">)</m:mo>
                      </m:mrow>
                      <m:mo stretchy="false">∣</m:mo>
                    </m:mrow>
                    <m:mo stretchy="false">=</m:mo>
                    <m:mroot>
                      <m:mrow>
                        <m:msubsup>
                          <m:mi>x</m:mi>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mi>R</m:mi>
                            </m:mrow>
                          </m:mstyle>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mn>2</m:mn>
                            </m:mrow>
                          </m:mstyle>
                        </m:msubsup>
                        <m:mo stretchy="false">(</m:mo>
                        <m:mi>t</m:mi>
                        <m:mrow>
                          <m:mo stretchy="false">)</m:mo>
                          <m:mo stretchy="false">+</m:mo>
                          <m:msubsup>
                            <m:mi>x</m:mi>
                            <m:mstyle fontsize="8pt">
                              <m:mrow>
                                <m:mi>I</m:mi>
                              </m:mrow>
                            </m:mstyle>
                            <m:mstyle fontsize="8pt">
                              <m:mrow>
                                <m:mn>2</m:mn>
                              </m:mrow>
                            </m:mstyle>
                          </m:msubsup>
                        </m:mrow>
                        <m:mo stretchy="false">(</m:mo>
                        <m:mi>t</m:mi>
                        <m:mo stretchy="false">)</m:mo>
                      </m:mrow>
                      <m:mrow/>
                    </m:mroot>
                  </m:mrow>
                </m:mrow>
              </m:mstyle>
              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{ lline x \( t \)  rline = nroot {}  {x rSub { size 8{R} }  rSup { size 8{2} }  \( t \) +x rSub { size 8{I} }  rSup { size 8{2} }  \( t \) } } {}</m:annotation>
          </m:semantics>
        </m:math>
      </para>
      <para id="id5913296"><m:math display="block">
          <m:semantics>
            <m:mrow>
              <m:mstyle fontsize="12pt">
                <m:mrow>
                  <m:mrow>
                    <m:mi>Φ</m:mi>
                    <m:mo stretchy="false">(</m:mo>
                    <m:mi>t</m:mi>
                    <m:mrow>
                      <m:mo stretchy="false">)</m:mo>
                      <m:mo stretchy="false">=</m:mo>
                      <m:msup>
                        <m:mtext>tan</m:mtext>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mrow>
                              <m:mo stretchy="false">−</m:mo>
                              <m:mn>1</m:mn>
                            </m:mrow>
                          </m:mrow>
                        </m:mstyle>
                      </m:msup>
                    </m:mrow>
                    <m:mfrac>
                      <m:mrow>
                        <m:msub>
                          <m:mi>x</m:mi>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mi>I</m:mi>
                            </m:mrow>
                          </m:mstyle>
                        </m:msub>
                        <m:mo stretchy="false">(</m:mo>
                        <m:mi>t</m:mi>
                        <m:mo stretchy="false">)</m:mo>
                      </m:mrow>
                      <m:mrow>
                        <m:msub>
                          <m:mi>x</m:mi>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mi>R</m:mi>
                            </m:mrow>
                          </m:mstyle>
                        </m:msub>
                        <m:mo stretchy="false">(</m:mo>
                        <m:mi>t</m:mi>
                        <m:mo stretchy="false">)</m:mo>
                      </m:mrow>
                    </m:mfrac>
                  </m:mrow>
                </m:mrow>
              </m:mstyle>
              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{Φ \( t \) ="tan" rSup { size 8{ - 1} }  {  {x rSub { size 8{I} }  \( t \) }  over  {x rSub { size 8{R} }  \( t \) } } } {}</m:annotation>
          </m:semantics>
        </m:math>
      </para>
      <para id="id4605061">A point to note is that <term> magnitude is an absolute value </term> while <term> amplitude is a signed value</term>, but we do not always need to differentiate the two terms.</para>
      <example id="element-807"><para id="element-759">A complex signal is as in <cnxn target="id00110" strength="7"/>. Find its real part, imaginary part, magnitude and phase.

	</para>
</example>
      
      <para id="id6732644"><term> Solution </term></para>
      <list type="bulleted" id="id6494299">
        <item>Real part: x
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msub><m:mrow/><m:mstyle fontsize="8pt"><m:mrow><m:mi>R</m:mi></m:mrow></m:mstyle></m:msub></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {} rSub { size 8{R} } } {}</m:annotation></m:semantics></m:math>(t) = 5cos
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>t</item>
      </list>
      <list type="bulleted" id="id4906141"><item>Imaginary part: x
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msub><m:mrow/><m:mstyle fontsize="8pt"><m:mrow><m:mi>I</m:mi></m:mrow></m:mstyle></m:msub></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {} rSub { size 8{I} } } {}</m:annotation></m:semantics></m:math>(t) = –5cos
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>t</item>
        <item>Magnitude: 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mrow><m:mrow><m:mrow><m:mo stretchy="false">∣</m:mo><m:mrow><m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo></m:mrow><m:mo stretchy="false">∣</m:mo></m:mrow><m:mo stretchy="false">=</m:mo><m:msup><m:mfenced open="[" close="]"><m:mrow><m:mo stretchy="false">(</m:mo><m:mtext>5cos</m:mtext><m:mo stretchy="false">Ω</m:mo><m:mi>t</m:mi><m:mrow><m:mrow><m:msup><m:mo stretchy="false">)</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msup><m:mo stretchy="false">+</m:mo><m:mo stretchy="false">(</m:mo></m:mrow><m:mo stretchy="false">−</m:mo><m:mtext>5cos</m:mtext></m:mrow><m:mo stretchy="false">Ω</m:mo><m:mi>t</m:mi><m:msup><m:mo stretchy="false">)</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msup></m:mrow></m:mfenced><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mn>1</m:mn><m:mo stretchy="false">/</m:mo><m:mn>2</m:mn></m:mrow></m:mrow></m:mstyle></m:msup></m:mrow><m:mo stretchy="false">=</m:mo><m:mn>5</m:mn></m:mrow><m:msqrt><m:mn>2</m:mn></m:msqrt><m:mtext>cos</m:mtext><m:mo stretchy="false">Ω</m:mo><m:mi>t</m:mi></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ lline x \( t \)  rline = left [ \( "5cos" %OMEGA t \)  rSup { size 8{2} } + \(  - "5cos" %OMEGA t \)  rSup { size 8{2} }  right ] rSup { size 8{1/2} } =5 sqrt {2} "cos" %OMEGA t} {}</m:annotation></m:semantics></m:math></item>
        <item>Phase: 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>Φ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mrow><m:mo stretchy="false">)</m:mo><m:mo stretchy="false">=</m:mo><m:msup><m:mtext>tan</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mn>1</m:mn></m:mrow></m:mrow></m:mstyle></m:msup></m:mrow><m:mrow><m:mfrac><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mn>5</m:mn></m:mrow><m:mtext>cos</m:mtext><m:mo stretchy="false">Ω</m:mo><m:mi>t</m:mi></m:mrow><m:mrow><m:mn>5</m:mn><m:mtext>cos</m:mtext><m:mo stretchy="false">Ω</m:mo><m:mi>t</m:mi></m:mrow></m:mfrac><m:mo stretchy="false">=</m:mo><m:msup><m:mtext>tan</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mn>1</m:mn></m:mrow></m:mrow></m:mstyle></m:msup></m:mrow><m:mrow><m:mo stretchy="false">(</m:mo><m:mo stretchy="false">−</m:mo><m:mn>1</m:mn></m:mrow><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{Φ \( t \) ="tan" rSup { size 8{ - 1} }  {  { - 5"cos" %OMEGA t}  over  {5"cos" %OMEGA t} } ="tan" rSup { size 8{ - 1} }  \(  - 1 \) } {}</m:annotation></m:semantics></m:math>= –450 independent of t </item>
      </list>
      <para id="id4093644">According to this representation we can consider a <term> complex signal as a vector </term> and write x(t).</para>
      
      <figure id="element-709"><media type="image/jpeg" src="hv7.jpg">
    <param name="height" value="211"/>
    <param name="width" value="317"/>
  </media>
<caption> A complex signal <m:math>
 <m:semantics>
  <m:mrow>
   <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadIhacaGGOaGaamiDaiaacMcaaaa@3935@</m:annotation>
 </m:semantics>
</m:math> and its complex conjugate <m:math>
 <m:semantics>
  <m:mrow>
   <m:msup>
    <m:mi>x</m:mi>
    <m:mo>*</m:mo>
   </m:msup>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadIhadaahaaWcbeqaaiaacQcaaaGccaGGOaGaamiDaiaacMcaaaa@3A1A@</m:annotation>
 </m:semantics>
</m:math>

 </caption></figure>
      <para id="id5929167">Two complex quantities having the same real part but opposile imaginary part are <term> complex conjugates </term> of each other (<cnxn target="element-709" strength="9"/>). Thus for a given complex signal x(t) in <cnxn target="id00112" strength="7"/>, its complex conjugate is</para>
      <para id="id7009305"><equation id="id00113">
<m:math display="block">
 <m:semantics>
  <m:mrow>
   <m:msup>
    <m:mi>x</m:mi>
    <m:mo>*</m:mo>
   </m:msup>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:msub>
    <m:mi>x</m:mi>
    <m:mi>R</m:mi>
   </m:msub>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>−</m:mo><m:mi>j</m:mi><m:msub>
    <m:mi>x</m:mi>
    <m:mi>I</m:mi>
   </m:msub>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mo>|</m:mo><m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>|</m:mo><m:msup>
    <m:mi>e</m:mi>
    <m:mrow>
     <m:mo>−</m:mo><m:mi>j</m:mi><m:mi>Φ</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
    </m:mrow>
   </m:msup>
   
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadIhadaahaaWcbeqaaiaacQcaaaGccaGGOaGaamiDaiaacMcacqGH9aqpcaWG4bWaaSbaaSqaaiaadkfaaeqaaOGaaiikaiaadshacaGGPaGaeyOeI0IaamOAaiaadIhadaWgaaWcbaGaamysaaqabaGccaGGOaGaamiDaiaacMcacqGH9aqpcaGG8bGaamiEaiaacIcacaWG0bGaaiykaiaacYhacaWGLbWaaWbaaSqabeaacqGHsislcaWGQbGaeuOPdyKaaiikaiaadshacaGGPaaaaaaa@52BF@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
    </section>
    <section id="id-315349010248">
      <name>Complex exponential signals</name>
      <para id="id6476099"><cnxn target="id0011" strength="6"/> is a real sinusoidal signal. Complex exponentials, also called complex sinusoids, are more often used. The general expression is </para>
      <para id="id5677140"><equation id="id00114">
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mrow><m:mo stretchy="false">)</m:mo><m:mo stretchy="false">=</m:mo><m:mstyle fontstyle="italic"><m:mrow><m:msup><m:mtext>Ae</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>j</m:mi><m:mo stretchy="false">(</m:mo><m:mo stretchy="false">Ω</m:mo><m:mrow><m:mi>t</m:mi><m:mo stretchy="false">+</m:mo><m:msub><m:mi>Φ</m:mi><m:mstyle fontsize="6pt"><m:mrow><m:mn>0</m:mn></m:mrow></m:mstyle></m:msub></m:mrow><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle></m:msup></m:mrow></m:mstyle></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{x \( t \) = ital "Ae" rSup { size 8{j \(  %OMEGA t+Φ rSub { size 6{0} }  \) } } } {}</m:annotation></m:semantics></m:math> 
</equation></para>
      <para id="id3968575"><term> Phasor </term> is the vector representation of the signal (<cnxn target="element-534" strength="9"/>). It is periodic with an angular period of 2<m:math>
 <m:semantics>
  <m:mi>π</m:mi>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiabec8aWbaa@37A3@</m:annotation>
 </m:semantics>
</m:math>
 radians.</para>
      
      <figure id="element-534"><media type="image/jpeg" src="hv8.jpg">
    <param name="height" value="285"/>
    <param name="width" value="345"/>
  </media>
<caption> Phasor representing complex exponential </caption></figure><para id="id5922489">From a complex exponential, its real sinusoidal part is deduced by two ways. The first is to take the real part:</para>
      <para id="id5922495"><equation id="id00115">
<m:math display="block">
 <m:semantics>
  <m:mtable columnalign="left">
   <m:mtr>
    <m:mtd>
     <m:msub>
      <m:mi>x</m:mi>
      <m:mi>R</m:mi>
     </m:msub>
     <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mi>Re</m:mi><m:mo>⁡</m:mo><m:mrow><m:mo>[</m:mo> <m:mrow>
      <m:mi>A</m:mi><m:mi>cos</m:mi><m:mo>⁡</m:mo><m:mo stretchy="false">(</m:mo><m:mi>Ω</m:mi><m:mi>t</m:mi><m:mo>+</m:mo><m:msub>
       <m:mi>Φ</m:mi>
       <m:mn>0</m:mn>
      </m:msub>
      <m:mo stretchy="false">)</m:mo><m:mo>+</m:mo><m:mi>j</m:mi><m:mi>A</m:mi><m:mi>sin</m:mi><m:mo>⁡</m:mo><m:mo stretchy="false">(</m:mo><m:mi>Ω</m:mi><m:mi>t</m:mi><m:mo>+</m:mo><m:msub>
       <m:mi>Φ</m:mi>
       <m:mn>0</m:mn>
      </m:msub>
      <m:mo stretchy="false">)</m:mo>
     </m:mrow> <m:mo>]</m:mo></m:mrow>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mo>=</m:mo><m:mi>A</m:mi><m:mi>cos</m:mi><m:mo>⁡</m:mo><m:mo stretchy="false">(</m:mo><m:mi>Ω</m:mi><m:mi>t</m:mi><m:mo>+</m:mo><m:msub>
      <m:mi>Φ</m:mi>
      <m:mn>0</m:mn>
     </m:msub>
     <m:mo stretchy="false">)</m:mo>
    </m:mtd>
   </m:mtr>
  </m:mtable>
  
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOabaeqabaGaamiEamaaBaaaleaacaWGsbaabeaakiaacIcacaWG0bGaaiykaiabg2da9iGackfacaGGLbWaamWaaeaacaWGbbGaci4yaiaac+gacaGGZbGaaiikaiabfM6axjaadshacqGHRaWkcqqHMoGrdaWgaaWcbaGaaGimaaqabaGccaGGPaGaey4kaSIaamOAaiaadgeaciGGZbGaaiyAaiaac6gacaGGOaGaeuyQdCLaamiDaiabgUcaRiabfA6agnaaBaaaleaacaaIWaaabeaakiaacMcaaiaawUfacaGLDbaaaeaaaeaacaaMf8UaaGzbVlaaysW7caaMc8Uaeyypa0JaamyqaiGacogacaGGVbGaai4CaiaacIcacqqHPoWvcaWG0bGaey4kaSIaeuOPdy0aaSbaaSqaaiaaicdaaeqaaOGaaiykaaaaaa@6862@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      
      
      <figure id="element-3"><media type="image/jpeg" src="hv9.jpg">
    <param name="height" value="269"/>
    <param name="width" value="412"/>
  </media>
<caption> adding a phasor <m:math>
 <m:semantics>
  <m:mrow>
   <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaadIhacaGGOaGaamiDaiaacMcaaaa@3935@</m:annotation>
 </m:semantics>
</m:math> with its complex conjugate to form the real part <m:math>
 <m:semantics>
  <m:mrow>
   <m:mn>2</m:mn><m:msub>
    <m:mi>x</m:mi>
    <m:mi>R</m:mi>
   </m:msub>
   <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
  </m:mrow>
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=vqpWqadeqabiGaciaacaqabeaadaqaaqaaaOqaaiaaikdacaWG4bWaaSbaaSqaaiaadkfaaeqaaOGaaiikaiaadshacaGGPaaaaa@3AFE@</m:annotation>
 </m:semantics>
</m:math>

</caption></figure><para id="id6021502">This is just the projection the phasor onto the real axis. The second way is to use two phasors, x(t) and its complex conjugate x*(t), and then take half of the sum:</para>
      <para id="id4471192"><equation id="id00116">
<m:math display="block">
 <m:semantics>
  <m:mtable columnalign="left">
   <m:mtr>
    <m:mtd>
     <m:msub>
      <m:mi>x</m:mi>
      <m:mi>R</m:mi>
     </m:msub>
     <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>=</m:mo><m:mfrac>
      <m:mn>1</m:mn>
      <m:mn>2</m:mn>
     </m:mfrac>
     <m:mrow><m:mo>[</m:mo> <m:mrow>
      <m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo><m:mo>+</m:mo><m:msup>
       <m:mi>x</m:mi>
       <m:mo>*</m:mo>
      </m:msup>
      <m:mo stretchy="false">(</m:mo><m:mi>t</m:mi><m:mo stretchy="false">)</m:mo>
     </m:mrow> <m:mo>]</m:mo></m:mrow>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mrow/>
    </m:mtd>
   </m:mtr>
   <m:mtr>
    <m:mtd>
     <m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mtext> </m:mtext><m:mo>=</m:mo><m:mfrac>
      <m:mn>1</m:mn>
      <m:mn>2</m:mn>
     </m:mfrac>
     <m:mrow><m:mo>[</m:mo> <m:mrow>
      <m:mi>A</m:mi><m:msup>
       <m:mi>e</m:mi>
       <m:mrow>
        <m:mi>j</m:mi><m:mo stretchy="false">(</m:mo><m:msub>
         <m:mi>Ω</m:mi>
         <m:mn>0</m:mn>
        </m:msub>
        <m:mi>t</m:mi><m:mo>+</m:mo><m:msub>
         <m:mi>Φ</m:mi>
         <m:mn>0</m:mn>
        </m:msub>
        <m:mo stretchy="false">)</m:mo>
       </m:mrow>
      </m:msup>
      <m:mo>+</m:mo><m:mi>A</m:mi><m:msup>
       <m:mi>e</m:mi>
       <m:mrow>
        <m:mo>−</m:mo><m:mi>j</m:mi><m:mo stretchy="false">(</m:mo><m:msub>
         <m:mi>Ω</m:mi>
         <m:mn>0</m:mn>
        </m:msub>
        <m:mi>t</m:mi><m:mo>+</m:mo><m:msub>
         <m:mi>Φ</m:mi>
         <m:mn>0</m:mn>
        </m:msub>
        <m:mo stretchy="false">)</m:mo>
       </m:mrow>
      </m:msup>
      
     </m:mrow> <m:mo>]</m:mo></m:mrow>
    </m:mtd>
   </m:mtr>
  </m:mtable>
  
 <m:annotation encoding="MathType-MTEF">
 MathType@MTEF@5@5@+=feaagaart1ev2aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLnhiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbba9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr0=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@699C@</m:annotation>
 </m:semantics>
</m:math>
</equation></para>
      
      <para id="id6492921">Notice that when the two phasors rotate in opposite directions at angular frequencies Ω and 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ -  %OMEGA } {}</m:annotation></m:semantics></m:math>, the addition always gives twice the real sinusoid.</para>
    </section>
  </content>
</document>
