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ON THE EFFECTS OF CIRCULAR BOLT PATTERNS ON THE ...

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2<br />

A value of R 1<br />

implies that S is zero and the regression prediction equation passes through all the<br />

2<br />

data points. A value of R 0.<br />

90 means that 90 % of the sum of squares of the deviations of the<br />

observed (or directly determined)<br />

obtained.<br />

'<br />

x i values about their<br />

96<br />

'<br />

x 0 can be explained by the prediction equation<br />

In the parametric study conducted, all the cases considered had the independent parameters inputted<br />

into the finite element computer program, ABAQUS, and the output was the response of the dependent<br />

variables. The coefficient of multiple determination value<br />

2<br />

R was the unique criterion used to measure<br />

the accuracy of the prediction equations to characterize the hysteresis behavior of the connection.<br />

5.6.3 Equations Of Hysteresis Behavior<br />

The nonlinear regression analysis was used to derive a set of equations to model the hysteresis<br />

behavior of the connections with circular bolt pattern configuration. To increase the accuracy of the<br />

regression analysis and reduce the error in the prediction of the dependent variables, the numeric models<br />

are divided into two sub-categories as below,<br />

Category-1: Models with an end-plate thickness greater than the bolt diameter, t /b 1,<br />

Categoty-2: Models with an end-plate thickness smaller than the bolt diameter, t /b 1.<br />

The categories of each connection are indicated in Tables 5-5 and 5-6 for models with circular and<br />

square bolt pattern, respectively.<br />

The empirical equation for four parameters My, E, Et, and θf was developed by conducting the non-<br />

linear regression analyses. This is accomplished by multiplication of the undetermined powers for all the<br />

geometric parameters. It simply implies that the changes in these geometric parameters are independent<br />

to each other thus, they are independent variables. The aforementioned empirical equations for the My, E,<br />

Et, and θf of the connections with circular bolt pattern are presented in Equations 5-13 through 5-20. Also<br />

the empirical equations for these dependent parameters for the connections with square bolt pattern<br />

configuration are presented in Equations 5.21 through 5.28.<br />

5-6-3-1 The prediction equations for Category-1 connections with circular bolt pattern, / 1:

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