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Thesis - Leigh Moody.pdf - Bad Request - Cranfield University

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Chapter 3 / Sensors<br />

_ _<br />

3.2.2 Common Error Models<br />

Although sensors exhibit a wide variety of errors, many are common and<br />

can dealt with using relatively few modelling elements. To avoid repetition<br />

when describing particular sensors, the common generic error models are<br />

grouped as shown in Figure 3-7, defined here, and characterised using<br />

default values in-situ.<br />

1<br />

HF DELAY AND<br />

DYNAMIC ERRORS<br />

BIAS AND SCALE<br />

FACTOR ERRORS<br />

3.2-14<br />

ANALOGUE<br />

TO DIGITAL<br />

Figure 3-7 : Sensor Model - Generic Error Grouping<br />

The functional notation (ϕ) provides a concise mathematical framework for<br />

sensor error definition. When treating the errors in the time domain the<br />

functional notation between input (x) and the output (y) from a model is,<br />

( t ) : = ( x ( t ) )<br />

y ϕ<br />

In the frequency domain the equivalent notation is,<br />

( s ) : = ( x ( s ) )<br />

y ϕ<br />

1<br />

Equation 3.2-1<br />

Equation 3.2-2<br />

The functions in Table 3-7 provide a cross-reference to their implementation<br />

using the utilities defined in §22. For convenience, the function arguments<br />

listed are not referred to explicitly, they are implicitly assumed. Default<br />

arguments are characterised when describing a particular sensor using<br />

subscripted prefix to identify the sensor according to the “descriptor” listed<br />

in Table 3-1 - here the generic sensor descriptor “SN” is used.<br />

3.2.2.1 Dynamic Errors<br />

The common dynamic errors comprise the lumped time delay, rate limiting,<br />

and 1 st and 2 nd order lags shown in Figure 3-8.<br />

1<br />

SN_TD SN_RL<br />

SN_BW<br />

SN_W^2<br />

s+SN_BW s 2+2*SN_Z*SN_Ws+SN_W^2<br />

SN_B_1 SN_B_2<br />

SN_B_4<br />

Figure 3-8 : HF Time Delay, Rate Limiting and Dynamic Errors<br />

1

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