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Suitability of Correlation Arrays and Superresolution for Minehunting ...

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DSTO-TN-0443<br />

Appendix B: Thoughts on Application <strong>of</strong> Capon’s<br />

Method to the Minefinder System<br />

Here an attempt is made to write down a procedure by which the Capon method<br />

might be generalised to deal with the Minefinder problem. The appendix <strong>of</strong>fers ideas<br />

only, <strong>and</strong> is to be regarded as quite speculative.<br />

In the st<strong>and</strong>ard problem treated in Section 8.1.1, the system is passive <strong>and</strong> the<br />

sources are narrowb<strong>and</strong> <strong>and</strong> far-field. We need to generalise the problem to an active<br />

system, a wideb<strong>and</strong> transmitter <strong>and</strong> targets in the near field, at the same time allowing<br />

the directions to be specified by a 2-D angle (a pair <strong>of</strong> angles). Note as a preliminary<br />

that, if a coded or chirped signal is used, decoding <strong>of</strong> the received signals is to be<br />

carried out prior to other processing.<br />

For the more general situation, we first discuss the specification <strong>of</strong> the problem—<br />

i.e. ‘what parameters are to be found?’ We later look at the question <strong>of</strong> how to find<br />

these parameters. At first sight, the specification <strong>of</strong> the problem appears to be: (A)<br />

Given the received voltage streams, <strong>and</strong> given any image point in the 3-D field, to<br />

determine the basic weight (real) <strong>and</strong> the delay 21 to be applied to each element. But<br />

this <strong>for</strong>mulation has a worrying feature. The delay is closely tied to estimated range. If<br />

the delays can be varied by arbitrarily large amounts, a solution may be obtained in<br />

which the estimated ranges <strong>of</strong> the targets are in gross error.<br />

While (A) may still turn out to be satisfactory, we put <strong>for</strong>ward a second <strong>and</strong> a third<br />

alternative specification <strong>of</strong> the problem. The second is: (B) ‘Given the received voltage<br />

streams, <strong>and</strong> given the image point in 3-D: (i) let us choose each delay to equal the time<br />

<strong>for</strong> go-<strong>and</strong>-return via the image point; (ii) despite the explicit presence <strong>of</strong> delays, let us<br />

choose the weights to be applied to each element to be complex; then (iii) the problem is<br />

to determine these complex weights. 22 In (ii), it is taken that the image amplitude is the<br />

sum <strong>of</strong> the analytic signals at the various elements, delayed as in choice (i) <strong>and</strong><br />

weighted by the complex weight. 23 ’ Note that the phase factor in the complex weight is<br />

not accurately equivalent to an additional delay, since the system is wideb<strong>and</strong>.<br />

This last comment suggests the third specification (C), in which, as in (A), one<br />

determines a real weight <strong>and</strong> a delay, but with the delay now confined to some narrow<br />

interval about the delay-<strong>and</strong>-add value. The deviation ∆ t from the delay-<strong>and</strong>-add<br />

value could be confined to, say, ∆ t ≤ 1 2 f<br />

c<br />

or ∆ t ≤ 3 4 f<br />

c<br />

, where f c<br />

is the central<br />

frequency. But the introduction <strong>of</strong> inequalities is messy <strong>and</strong> so this third <strong>for</strong>mulation<br />

(C) is not favoured.<br />

Having specified (through (A), (B) or (C)) what parameters are to be found, we<br />

need to specify a Capon-type criterion that yields a unique solution <strong>for</strong> those<br />

parameters. Let us attempt to state what the criterion becomes when the <strong>for</strong>mulation<br />

21 The delay is the time interval from the time <strong>of</strong> projection <strong>of</strong> the ‘ping’ to the time at which the voltage<br />

stream is evaluated <strong>for</strong> the purposes <strong>of</strong> beam<strong>for</strong>ming.<br />

22 Possibly the weights should be chosen to be independent <strong>of</strong> the range <strong>of</strong> the image point, but still<br />

dependent on the 2-D angle.<br />

23 Note that, though the weight is complex, it is combined with a delay.<br />

45

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