Planar array antenna active scattering directional diagram predication method

A planar array antenna and prediction method technology, applied in the field of communication, can solve problems such as large errors in calculation results, failure of elimination methods and regression methods, etc.

Active Publication Date: 2015-04-15
CHINA SHIP DEV & DESIGN CENT
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Problems solved by technology

However, due to the approximation error of this method, the error of the calculation result is relatively large.
Since the approximation e

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  • Planar array antenna active scattering directional diagram predication method
  • Planar array antenna active scattering directional diagram predication method
  • Planar array antenna active scattering directional diagram predication method

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[0039] In order to make the object, technical solution and advantages of the present invention more clear, the present invention will be further described in detail below in conjunction with the examples. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0040] A method for predicting active scattering patterns of planar array antennas based on BP neural network error control technology, comprising the following steps:

[0041] (A) According to the active pattern method, solving the scattered field of a larger planar array can be transformed into the problem of solving the scattered field of several small planar subarrays.

[0042] For a Q×N array, Q>M and N>M, the array is evenly arranged on the XZ plane. The solution of Q×N large array scattered field can be transformed into four sub-arrays: M×M, (M+1)×M, M×(M+1), (M+1)×(M+1) Calculation of the scattered field of small ...

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Abstract

The invention discloses a planar array antenna active scattering directional diagram predication method. The method comprises the following steps: (1) dividing a large-size planar array scattering field into a plurality of small-size planar sub-array scattering fields according to an active directional diagram method; (2) establishing a BP neural network correction model, wherein the structure of the BP neural network correction model is divided into three layers: an input layer, a hidden layer and an output layer; calculating an output error; carrying out reversed feedback on a difference value of an output result and delta, and sequentially revising a revising amount of a weight according to an error gradient descent method; carrying out model training and finishing the training after a network reaches a convergence target or pre-set iteration times; and applying the active directional diagram method based on the trained neural network correction mode to supply a scattering directional diagram of the large-size planar array. By the aid of the planar array antenna active scattering directional diagram predication method, an optimization algorithm of a neural network is used for optimizing a traditional active scattering directional diagram predication method of an array antenna; the error control can be carried out better, and a predication way is provided for grasping the scattering directional diagram of the large-size planar array.

Description

technical field [0001] The invention relates to the communication field, in particular to a method for predicting the active scattering pattern of a planar array antenna. Background technique [0002] Predicting the Scattering Direction of an Array Antenna Figure 1 Generally, numerical algorithms based on finite element and method of moments are used for prediction. However, for larger planar array antennas, the computational time and computational memory resources required by the numerical algorithm increase dramatically, making it difficult to estimate the scattering pattern. Some researchers at home and abroad have proposed an active pattern method for large arrays based on the scattered field calculation of small arrays, which greatly reduces the algorithm's demand for computing time and computing memory resources. However, due to the approximation error of this method, the error of its calculation result is relatively large. Since the approximation error of the activ...

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Application Information

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IPC IPC(8): G06F19/00G06N3/02
Inventor 方重华赖奔谭辉刘其凤吴锋涛
Owner CHINA SHIP DEV & DESIGN CENT
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