25.08.2021 Views

082-Engineering-Mathematics-Anthony-Croft-Robert-Davison-Martin-Hargreaves-James-Flint-Edisi-5-2017

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

24.15 Discrete convolution and correlation 817

Eitherdirectly,orusingacomputerpackage,takingtheinversed.f.t.yieldsthesequence

39,−129,78,48

which is the required circular correlation. You may like to verify this by directly calculating

f ○⋆ g.

Itfollowsfromthetheoremthatthecircularautocorrelationsequencehasthefollowing

property:

D{f ○⋆ f}=F[k]F[k]

Example24.34 Usethe d.f.t. tofind the circularautocorrelationofthe sequence f[n] = 8,3,−1,2.

Solution Itisstraightforward buttedioustoshow thatthe d.f.t.of f[n] is

F[k]=12,9−j,2,9+j

Then,the conjugate ofF[k] isF[k]=12,9+j,2,9−j,and

F[k]F[k] = 144,82,4,82

Finally,takingtheinversed.f.t.givesthesequence78,35,−4,35whichyoucanverify

isthe circular autocorrelation of f[n] = 8,3,−1,2.

Engineeringapplication24.5

Useofcorrelationinradar

Both sonar and radar operate by transmitting a signal which bounces off a distant

target and returns to a receiver. The main difference is that sonar uses sound waves

whereasradarusesradiowaves.Thetimetakenforthesignaltoreturntothereceiver

having reached the target can be used to deduce,d, the distance between the transmitter

and the target. In both radar and sonar, the received signal is typically very

much smaller than the transmitted signal and can contain a lot of unwanted noise.

High-gain electronic amplifiers may be required to make the signal large enough to

be processed and these introduce even more noise. In addition the receiver experiences

interference from other sources which has to be separated from the returning

signal. Correlation techniques are very useful for retrieving a signal from the noise

and the interference.

We will consider a radar system. The signals transmitted are usually modulated

usingahigh-frequencycarriersignal(seeEngineeringapplication24.1).Forourpurposesthe

presence ofacarrier signalisnotimportant.

However, the high-frequency component of the signal can be removed

electronically prior to the signals being sampled by a process called

demodulation.

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!