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Casestudie Breakdown prediction Contell PILOT - Transumo

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a centralized one. An isolated application is characterized by using its own features<br />

to raise an alarm, like built-in flashlights or sirens. A centralized application (e.g.<br />

XiltriX) transfers information of critical situations to a centralized unit that displays the<br />

current status of all monitored devices at one place.<br />

The third kind of temperature monitoring is an extension to the just presented one.<br />

Besides comparing actual temperature values to predefined intervals, temperature<br />

sequences of the single devices are stored. Again, this kind of temperature<br />

monitoring can be implemented as an isolated application as well as a centralized<br />

one. The gained historical temperature sequences enable data analysis in retrospect<br />

to obtain changes in behavior over time.<br />

Up to now, this data analysis is kept very simple. Beside basic visualization<br />

possibilities to evaluate the behavior manually or some provided statistical measures,<br />

current temperature monitoring products in the market do not contain more complex<br />

analyzing methods. 6<br />

Hence, the main task of this diploma thesis is to find additional analyzing methods to<br />

offer more precise status information of monitored cooling devices. To be able to do<br />

that, the next section will identify problems and potential sources of error, current<br />

sensor based temperature monitoring is faced with.<br />

2.4 Problems and Potential Sources of Error<br />

Data analysis (e. g. statistics) can lead to two different kinds of error<br />

([Scharnbacher04], p. 85):<br />

1. Error of first kind<br />

2. Error of second kind<br />

Based on a null hypothesis (H 0 = Cooling device is OK), four different cases are<br />

possible as pictured in Table 2-1. The aimed goal, within the setting of temperature<br />

monitoring of cooling devices, is the ability to always reach the right decisions. As<br />

referred in section 2.1, the task of monitoring within this setting is mission critical.<br />

Hence, an error of second kind has to be avoided in any case. In contrast, an error of<br />

first kind is only a false alarm that is indeed disturbing but not dangerous.<br />

6 See chapter 3 for details<br />

11

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