A box dimension-based emitter fingerprint feature extracting method
An extraction method and fingerprint feature technology, which is applied in the field of radiation source fingerprint feature extraction, can solve the problems that it is difficult to meet the requirements for the validity and reliability of individual radiation source identification, and the accuracy rate of individual radiation source identification is low, so as to meet the requirements of validity and reliability. Sexual needs, the effect of improving the accuracy rate
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specific Embodiment approach 1
[0025] Specific implementation mode one: combine figure 1 , figure 2 , image 3 To illustrate this embodiment, the specific process of a radiation source fingerprint feature extraction method based on box dimension in this embodiment is as follows:
[0026] Step 1. Segment processing the received one-dimensional radiation source signal to obtain the one-dimensional radiation source signal segment S 1 ,S 2 ,…S i ..., S n , to display the subtle features of the signal and increase the feature dimension; S i is the i-th one-dimensional radiation source signal segment, 1≤i≤n, and n is a positive integer;
[0027] The specific process is:
[0028] In order to describe the radiation source signal from a more subtle point of view, and to better distinguish the differences between different radiation source signals, the radiation source signal is first divided into several signal segments. The specific implementation method of signal segmentation is to use the sliding window ...
specific Embodiment approach 2
[0040] Embodiment 2: The difference between this embodiment and Embodiment 1 is that in the step 2, the one-dimensional radiation source signal segment obtained in the step 1 is subjected to box dimension feature extraction to obtain the box dimension feature vector; the specific process is :
[0041] In fractal theory, box counting dimension is one of the morphological dimensions, also known as Minkowski-Bouligand dimension or Minkowski dimension, referred to as box dimension, which is often used in Euclidean space (R n ) calculation of fractal dimension. Generally speaking, the calculation of the box dimension is relatively simple. Firstly, the fractal to be calculated is covered with equally spaced grids, and the number of grids (boxes) occupied by the fractal is counted. When the grid spacing becomes smaller, the number of boxes required to cover the fractal body increases, and the box dimension is the fractal dimension used to describe the relationship between the number...
specific Embodiment approach 3
[0068] Specific implementation mode three: the difference between this implementation mode and specific implementation mode one or two is: in the step two two, the one-dimensional radiation source signal segment S i Preprocessing to get the sequence X t ; The specific process is:
[0069] Signal preprocessing and resampling make it easier for the algorithm to count the number of squares;
[0070] First, use formula (7) to analyze the one-dimensional radiation source signal segment S i Move up (make the one-dimensional radiation source signal segment S in the coordinate system i The minimum value of is zero) to get the one-dimensional radiation source signal segment S i has a minimum value of zero Even if the one-dimensional radiation source signal segment S i The minimum value of is moved to the x-axis of the Cartesian coordinate system;
[0071]
[0072] in is the one-dimensional radiation source signal segment S after the upward shift processing i , is the one...
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