On the Position Determination of Docking Station for AUVs Using Optical Sensor and Neural Network

Detecting the relative position of the docking station is a very important issue for the homing of AUVs (Autonomous Unmanned Vehicles). To detect the position of the light source, a pinhole camera model structure was proposed like the camera model. However, due to the sensor resolution and the disto...

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Bibliographic Details
Published in:International journal of engineering and technology innovation 2019-12, Vol.10 (1), p.15
Main Authors: Thieu Quang Minh Nhat, Choi, Hyeung-Sik, Mai The Vu, Sur, Joono, Jin-Il Kang, Hyun-Joong Son
Format: Article
Language:English
Subjects:
Algorithms
Autonomous underwater vehicles
Cameras
Docking
Homing
Light sources
Neural networks
Optical measuring instruments
Performance evaluation
Pinhole cameras
Pinholes
Position sensing
Sensors
Unmanned vehicles
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Summary:Detecting the relative position of the docking station is a very important issue for the homing of AUVs (Autonomous Unmanned Vehicles). To detect the position of the light source, a pinhole camera model structure was proposed like the camera model. However, due to the sensor resolution and the distortion errors of the pinhole camera system, the application of the camera of docking the under turbid sea environments is almost impossible. In this paper, a new method detecting the position of the docking station using a light source is presented. Also, a newly developed optical sensor which makes it much easier to sense the light source than the camera system for homing of the AUV under the water is performed. In addition, to improve the system, a neural network (NN) algorithm constructing a model relating the light inputs and optical sensor which are developed in this study is proposed. To evaluate the performance of the NN algorithm, the experiments were performed in the air beforehand. The result shows that the NN algorithm with AUV docking system using the NN model is better than the pinhole camera model.
ISSN:2223-5329
2226-809X