Especially for wireless channels, like commercial radio and
      television, but also for wireline systems like cable television,
      an analog message signal must be modulated: The
      transmitted signal's spectrum occurs at much higher frequencies
      than those occupied by the signal.
      
	We use analog communication techniques for analog message
	signals, like music, speech, and television.  Transmission and
	reception of analog signals using analog results in an
	inherently noisy received signal (assuming the channel adds
	noise, which it almost certainly does).
      
      The key idea of modulation is to affect the amplitude, frequency
      or phase of what is known as the 
carrier
      sinusoid.  Frequency modulation (FM) and less frequently used
      phase modulation (PM) are not discussed here; we focus on
      amplitude modulation (AM).  The amplitude modulated message
      signal has the form
      
	
	  xt=
		  A
		  c
		(1+mt)cos2π
		      f
		      c
		    t
	
	    
	    
	      x
	      t
	    
	    
	      
	      
		  A
		  c
		
	      
		
		1
		
		  m
		  t
		
	        
	      
		
		
		  
		  2
		  
		  
		      f
		      c
		    
		  t
		
	      
	    
	  
      
(1) where
      
	
	    f
	    c
	  
      
	    f
	    c
	  
      is the 
carrier frequency and
      
	
	    A
	    c
	  
      
	    A
	    c
	  
      the 
carrier amplitude.  Also, the signal's
      amplitude is assumed to be less than one:
      
	|mt|<1
      
	  
	  
	    
	    
	      m
	      t
	    
	  
	  1
	.  From our previous exposure to amplitude modulation
      (see the 
Fourier Transform example), we know that the
      transmitted signal's spectrum occupies the frequency range
      
	
	  fc−W
	  fc+W
	
      
	  
	    
	    fc
	    W
	  
	  
	    
	    fc
	    W
	  
	, assuming the signal's bandwidth is
      
WW Hz (see the 
figure).  The carrier
      frequency is usually much larger than the signal's highest
      frequency:
      
	fc≫W
      
	  ≫
	  fc
	  W
	, which means that the transmitter antenna and carrier
      frequency are chosen jointly during the design process.
    
    
    
      Ignoring the attenuation and noise introduced by the channel for
      the moment, reception of an amplitude modulated signal is quite
      easy (see (Reference)).
      The so-called coherent receiver multiplies the
      input signal by a sinusoid and lowpass-filters the result (Figure 1).
      
	
	  
		  m
		  ^
		t=LPFxtcos2π
			f
			c
		      t=LPF
		    A
		    c
		  (1+mt)cos22π
			  f
			  c
			t
	
	    
	    
	      
		  m
		  ^
		
	      t
	    
	    
	      LPF
	      
		
		
		  x
		  t
		
		
		  
		  
		    
		    2
		    
		    
			f
			c
		      
		    t
		  
		
	      
	    
	    
	      LPF
	      
		
		
		    A
		    c
		  
		
		  
		  1
		  
		    m
		    t
		  
		  
		
		  
		   
		     
		    
		      
		      2
		      
		      
			  f
			  c
			
		      t
		    
		  
		  2
		
	        
	             
	  
      
(2)
      Because of our trigonometric identities, we know that
      
	
	  cos22πfct=12(1+cos2π2fct) 
	
	    
	       
		
		  2
		  
		  fc
		  t
		
	      
	      2
	    
	    
	      
	      
		
		1
		2
	      
	      
		
		1
		
		  
		  
		    
		    2
		    
		    2
		    fc
		    t
		  
		
	      
	    
	  
      
(3)
      At this point, the message signal is multiplied by a constant
      and a sinusoid at twice the carrier frequency.  Multiplication by
      the constant term returns the message signal to baseband (where
      we want it to be!) while multiplication by the double-frequency
      term yields a very high frequency signal.  The lowpass filter
      removes this high-frequency signal, leaving only the baseband
      signal.  Thus, the received signal is
      
	
	  
		m^
	      t=Ac2(1+mt)
	
	    
	    
	      
		m^
	      
	      t
	    
	    
	      
	      
		
		Ac
		2 
	      
	      
		
		1
		
		  m
		  t
		
	      
	    
	   
      
(4) 
    
    
	
	  This derivation relies solely on the time domain; derive the
	  same result in the frequency domain. You won't need the
	  trigonometric identity with this approach.
	
       
	  The signal-related portion of the transmitted spectrum is
	  given by
	  
	    Xf=12Mf−
			  f
			  c
			+12Mf+
			  f
			  c
			 
	  
	      
	      
		X
		f
	      
	      
		
		
		  
		  
		    
		    1
		    2
		  
		  
		    M
		    
		      
		      f
		      
			  f
			  c
			
		    
		  
		
		
		  
		  
		    
		    1
		    2
		  
		  
		    M
		    
		      
		      f
		      
			  f
			  c
			
		    
		  
		
	      
	    .
	  Multiplying at the receiver by the carrier shifts this
	  spectrum to
	  
	    fc
	  
	      
	      fc
	    
	  and to
	  
	    −fc
	  
	      
	      fc
	    , and scales the result by half.
	  
	    
	      12Xf−
			    f
			    c
			  +12Xf+
			    f
			    c
			  =14(Mf−2
				f
				c
			      +Mf)+14(Mf+2
				f
				c
			      +Mf)=14Mf−2
			      f
			      c
			    +12Mf+14Mf+2
			      f
			      c
			    
	    
		
		
		  
		  
		    
		    
		      
		      1
		      2
		    
		    
		      X
		      
			
			f
			
			    f
			    c
			  
		      
		     
		  
		  
		    
		    
		      
		      1
		      2
		    
		    
		      X
		      
			
			f
			
			    f
			    c
			  
		      
		     
		  
		    
		
		  
		  
		    
		    
		      
		      1
		      4
		    
		    
		      
		      
			M
			
			  
			  f
			  
			    
			    2
			    
				f
				c
			      
			  
			
		      
		      
			M
			f
		      
		    
		      
		  
		    
		    
		      
		      1
		      4
		    
		    
		      
		      
			M
			
			  
			  f
			  
			    
			    2
			    
				f
				c
			      
			  
			
		      
		      
			M
			f
		      
		    
		  
		
		
		  
		  
		    
		    
		      
		      1
		      4
		    
		    
		      M
		      
			
			f
			
			  
			  2
			  
			      f
			      c
			    
			 
		      
		    
		  
		  
		    
		    
		      
		      1
		      2
		    
		    
		      M
		      f
		    
		  
		  
		    
		    
		      
		      1
		      4
		    
		    
		      M
		      
			
			f
			
			  
			  2
			  
			      f
			      c
			    
			
		      
		    
		  
		
	      
	  
(5)
	  The signal components centered at twice the carrier frequency
	  are removed by the lowpass filter, while the baseband signal  
	  
	    Mf
	  
	      M
	      f
	    
	  emerges.
	
 
    
      Because it is so easy to remove the constant term by electrical
      means—we insert a capacitor in series with the receiver's
      output—we typically ignore it and concentrate on the signal
      portion of the receiver's output when calculating
      signal-to-noise ratio.
    
   
        
"Electrical Engineering Digital Processing Systems in Braille."