Intelligent Techniques for Star-Pattern Recognition

Author:

Paladugu Lalitha1,Schoen Marco P.1,Williams Brian G.1

Affiliation:

1. Idaho State University, Pocatello, ID

Abstract

This work presents the study of two different approaches for the attitude determination of space vehicles. The Neural Network approach is based on a simple Kohonen network, where the characteristics of a star distribution within the Field Of View (FOV) are matched against an on-board stored star map. The second approach utilizes a Genetic Algorithm (GA). The GA minimizes the discrepancy between the characteristics of the stars inside the FOV and a candidate FOV selected from the star map. Preliminary simulations indicate that both approaches work well and deliver good accuracy in determining the bore sight direction of the space vehicle with respect to the star map.

Publisher

ASMEDC

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. New star identification algorithm based on Hausdorff distance for the initial attitude establishment mode in star sensor;2024-01-16

2. Structure Recognition for Object Detection and Tracking Based on Star Catalogue;2022 4th International Conference on Artificial Intelligence and Advanced Manufacturing (AIAM);2022-10

3. A Characteristic Extraction Algorithm Based on Blocking Star Images;International Journal of Pattern Recognition and Artificial Intelligence;2019-08

4. Soft Computing/Control Strategies;Fusion of Hard and Soft Control Strategies for the Robotic Hand;2017-09-01

5. Star Identification Utilizing Neural Networks;Star Identification;2016-12-25

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