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Coding of Input Values All input values to a NN must be numeric Nominal values therefore need to be transformed to numerical values A nominal input parameter that has n different values is coded as n different binary input parameters, where the input parameter that corresponds to a nominal value has the value 1, and the rest of these parameters have the value 0 An alternative is to use just one input parameter and to map each nominal value into an equivalent numerical value This is, however, not a good idea, since the NN will interpret the input parameter as having continuous values, thereby losing the discrete characteristic of the original data Outliers Outliers have severe effects on accuracy, especially when gradient descent is used with the SSE as objective function An outlier is a data pattern that deviates substantially from the data distribution.

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0<Q,

Figure 7.9 The piezoelectric polarisation and induced charge at the interface in a single AlxGa1 x N layer grown on a GaN substrate as a function of the layer composition x.

r = PmodQ = 0 < r < Q A (3d :: P = Q_xd + r) , (15.19)

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Fig. 7.9 shows the calculated piezoelectric polarisation and the induced charge (nind = Ppz/q) at the growth interface for a single AlGaN layer grown strained on a GaN substrate. For example, for 50% of Al in the epitaxial layer the sheet electron density is around 1 x 1013cm~2. This is a common case in GaN-based HEMTs where the induced charge can significantly influence the electronic properties of devices. Furthermore, in quantum well structures the piezoelectric polarisation can have a significant effect on the band profile through the electric fields induced. 7.6 INDUCED PIEZOELECTRIC FIELDS IN QUANTUM WELLS Consider a single quantum well structure based on piezoelectric active material. The different piezoelectric and strain properties of the well and the barrier materials will result in different polarisations. Hence, at the interfaces a gradient of the piezoelectric polarisation appears which induces a fixed charge which gathers in the vicinity of the interface. The charge density is given by the equation:

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Because of the large deviation from the norm, outliers result in large errors, and consequently large weight updates Figure 73 shows that larger differences between target and output values cause an exponential increase in the error if the SSE is used as objective function The fitted function is then pulled toward the outliers in an attempt to reduce the training error As result, the generalization deteriorates Figure 72 illustrates this effect The outlier problem can be addressed in the following ways: Remove outliers before training starts, using statistical techniques While such actions will eliminate the outlier problem, it is believed that important information about the data might also be removed at the same time..

Constant strain across the epitaxial layer implies a constant polarisation as well (see equation (7.55)). Hence, the change of the piezoelectric polarisation is abrupt and the induced charge can be found as the difference between the polarisations in the adjacent layers. Furthermore, this accumulated charge at the interfaces induces an electric field in order to satisfy Gauss's law. Consider now the general case of the multilayer structure in Fig. 7.10 in order to estimate the intrinsic electric fields in the layers. The electrostatic boundary conditions

To illustrate the use of (15.19), let us determine when m and n have the same modulus values: mmodQ = nmodQ { (15.19) with P := m, 0 ^ nmodQ <Q } (3d :: m = Qxd +nmodQ} { { { { (15.7) with P := n } arithmetic } range translation: d := d + n + Q } (15.19) with P := m-n } (3d :: m = Qxd + (n - Qx ( n ^ Q ) ) }

Figure 7.10 Schematic diagram of a multilayer structure based on piezoelectric material giving the notation used in text.

(3d :: m-n = Qx(d - n-Q)}

LEARNING)

of the displacement vector ( >) at the adjacent interfaces are applied as:

(3d :: m-n = Qxd)

where linear material properties t are assumed, i.e. D{ = eiEi + Pi- Though the piezoelectric polarisation vector can have an arbitrary direction only the component along the growth direction will influence the electronic properties of a quantum well structure and therefore only this component will be considered here. For an arbitrary n-layer structure equation (7.57) gives a system of n 1 linear equations:

(m-n) modQ = 0 . We conclude that m modQ = n m o d Q = (m-n) modQ = 0 . (15.20)

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