Caption: Figure 2: Box plot representing distribution of (a)

correlation dimension (CD) and (b) largest Lyapunov exponent (LLE) in EEG of encephalopathic patients and EEG of normal subjects.

The

correlation dimension can be expressed as follows:

When m continues to increase, the limit value of v is the

correlation dimension of the system.

where C is the

correlation dimension; r is the radius of the region in multidimensional space.

Chaotic features such as Lyapunov exponent, correlation integral, and

correlation dimension are computed and combined with a feature vector.

We deploy two tests of chaos: (i) the

Correlation Dimension of Grassberger and Procaccia (1983) and Takens (1984), (ii) and the BDS statistic of Brock, Dechert, and Scheinkman (1987) which are discussed in detail in Adrangi et al.

We estimated the

correlation dimension and the largest Lyapunov exponent in order to estimate the invariants of the attractor.

Taking into account [13], the minimum embedding dimension is once more determined by the closest integer above the

correlation dimension. In this case, this provides the proper minimum embedding dimension [m.sub.min], which in this case possesses the value [m.sub.min] = 2 for wax and lead solder, while it is [m.sub.min] = 2 for gypsum.

Correlation dimension estimation is highly dependent on the length of the time series [12].

By calculating the

correlation dimension of DTG data to ensure that the

correlation dimension will reach saturation status as shown in Figure 3, It is indicated that the nonlinear chaotic characteristics exist in system.

To determine the chaotic dynamics within the stream flows, the

correlation dimension method was applied.

Distance-based fractal measure is the

correlation dimension.