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Embedding delay and embedding dimension were set to 3 and 1, respectively.

Hence as the embedding dimension increases the measured distance will increase until the correct embedding dimension is found (Fig. 4(b)), where after the distance remains constant (Fig. 4(c)).

However, the size, or embedding dimension, of the input space was kept constant.

Embedding Dimension obtained argues that the deterministic component has dimension of six.

Concerning the embedding dimension, we sought to cover an extended range of possibilities.

The correlation integral was used to evaluate the fractal dimension, embedding dimension and the degrees of freedom of the system.

Furthermore, a single RBF network uses the estimation value of minimum embedding dimension as the number of its input, usually resulting in an inaccurate output due to the inaccurate estimation of embedding dimension from human factor.

It is experimentally confirmed for all 40 households that the accuracy increases with the embedding dimension m (Fig. 7).

The details of calculating embedding dimension m and embedding delay τ will be given in the following two sub-sections.

In this paper, we adopt the false nearest neighbors (FNN) [14] method to calculate the embedding dimension m.

In practice, it is difficult to get the exact estimation value of the minimum embedding dimension through G-P algorithm.

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