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Fault Detection and Diagnostics for Rooftop Air Conditioners

Fault Detection and Diagnostics for Rooftop Air Conditioners

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47<br />

current operation point P<br />

1,<br />

P F<br />

1 2<br />

ratio dist<br />

= ) is calculated, <strong>and</strong> when the distance ratio is<br />

P F<br />

1<br />

1<br />

less than a preset threshold β , then a fault corresponding to the minimum distance will<br />

be indicated. In Figure 3-5, the fault point with the minimal distance <strong>for</strong> P 1<br />

is F<br />

2<br />

while<br />

<strong>for</strong> P<br />

7<br />

is F<br />

1, <strong>and</strong> if the distance ratio is lower than a preset threshold, fault II would be<br />

indicated <strong>for</strong> P<br />

1<br />

while fault I <strong>for</strong> P<br />

7<br />

.<br />

The per<strong>for</strong>mance of the method is good in that the distance ratio monotonously<br />

decreases with increasing fault level ( P 1<br />

has the same fault level as P 2<br />

<strong>and</strong> P<br />

4<br />

but a higher<br />

fault level than P 5<br />

<strong>and</strong> lower fault level than P 3<br />

<strong>and</strong> P<br />

6<br />

), <strong>and</strong> is relatively insensitive to<br />

the choice of parameters c ( P 6<br />

can be classified correctly in Figure 3-5) <strong>and</strong> different<br />

operating conditions over a wide range (refer to Deliverables 2.1.3, 2.1.4 & 2.1.5 <strong>and</strong> Li<br />

& Braun (2003) <strong>for</strong> details).<br />

Model Residual-2<br />

True Residual-2<br />

<strong>Fault</strong> Quadrant II<br />

<strong>Fault</strong> Quadrant I<br />

F 2 (-c, c)<br />

F 1<br />

( c, c)<br />

P 6<br />

P 3<br />

P 5<br />

P 1<br />

(0,0)<br />

P 4<br />

P 2<br />

M norma<br />

P 7<br />

Model Residual-1<br />

True Residual-1<br />

Normal Operation<br />

Region<br />

Figure 3-5 Distance method <strong>for</strong> fault diagnosis

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