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Lynne Wong's PhD thesis

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In this work the model which best described the experimental data was determined in order<br />

to extract thermodynamic parameters that provide information on the bound water content.<br />

5.3.4 Fitting of sorption data to adsorption isotherm models<br />

The criteria adopted to evaluate whether the isotherm model used was a good fit of the<br />

experimental data were: 1) the coefficient of determination, R 2 , 2) the mean relative<br />

deviation modulus P, and 3) the standard error of the estimate, E s .<br />

n<br />

100<br />

The mean relative deviation modulus P is defined as: P = ∑<br />

N n = 1<br />

m − mˆ<br />

m<br />

and E s is given by: E s =<br />

∑<br />

( m −<br />

df<br />

mˆ )<br />

2<br />

where m and mˆ are the measured and predicted EMC (on a dry basis), N is the number of<br />

data points and df is the number of degrees of freedom which equals N minus the number<br />

of parameters.<br />

The criteria for accepting the fit of a model to the experimental data are that R 2 should<br />

approach 1 and that the value of E s should be as small as possible. In addition if P is ≤ 5,<br />

the fit is considered to be excellent. If 5 ≤ P ≤ 10, the fit is considered reasonably good,<br />

but if P > 10, the fit is deemed poor (Lomauro et al., 1985).<br />

In addition, Chen and Morey (1989) showed that the residuals (i.e. measured EMC –<br />

predicted EMC) can be plotted against the predicted moisture content, and the plots<br />

evaluated visually for randomness or pattern. If the plots have a clear pattern, the model is<br />

not accepted.<br />

In the present study, the above criteria were adopted to decide whether a model is a good<br />

fit of the experimental data.<br />

5.4 PREVIOUS RESEARCH PERFORMED TO MEASURE MOISTURE SORPTION<br />

ISOTHERMS ON SUGAR CANE FIBRE AND SOME WOODY FIBRES<br />

While work on the determination of adsorption isotherms of cane fibre is relatively rare,<br />

the literature abounds with adsorption studies on fruits such as apple (Prothon and Ahrné,<br />

2004) and pineapple (Hossain et al., 2001); on foodstuff, e.g. macaroni (Arslan and<br />

Toğrul, 2005), semolina (Erbas et al., 2005) and alligator meat (Lopes Filho et al., 2002);<br />

179

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