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Intelligent ship-bridge collision avoidance algorithm research based on a modified Gaussian Mixture Model

机译:基于改进高斯混合模型的舰船桥梁智能避碰算法研究

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Faced with ever more serious security situation in bridge area, A Moving ship target detection and tracking method based on the complex background of the bridge area is presented. The background model based on a modified Gaussian Mixture Model. The algorithm upgrades the background model in real time, Foreground area is extracted by adaptive threshold method by marking each moving region in the binary image, the geometrical features parameters such as width, height, centroid position and speed can be extracted, which lay the foundation for the analysis and track of moving. Ship motion situation calculation module based on visual geometry model, and calculates the movement state information of target ship's position in space coordinate, Ship's size, speed, heading etc. Collision risk prediction and collision avoidance maneuvering decision-making module combined ship real-time motion state information, and Bridge area ship's motion, introducing the collision risk to rank term, and early warning and collision avoidance maneuvering decision-making. Through calculation of ship maneuvering and collision avoidance related distance parameter of bridge area, Introducing collision risk to rank terminology, Forming rationalization collision avoidance decisions, Thus reach the ship-bridge collision avoidance warning and precontrolling effect. Experimental results show that the proposed method is robust, real-time and accurate.
机译:面对桥梁地区日益严峻的安全形势,提出了一种基于桥梁区域复杂背景的动船目标检测与跟踪方法。基于修改后的高斯混合模型的背景模型。该算法实时升级背景模型,通过在二值图像中标记每个运动区域,通过自适应阈值方法提取前景区域,可以提取宽度,高度,质心位置和速度等几何特征参数,从而奠定了基础。用于分析和跟踪移动。基于视觉几何模型的船舶运动状况计算模块,计算目标船舶在空间坐标,船舶尺寸,速度,航向等方面的运动状态信息。碰撞风险预测与避碰机动决策模块结合船舶实时运动状态信息以及桥区舰船的运动,介绍了对碰撞风险的等级评定,以及预警和避免碰撞的机动决策。通过计算船舶操纵与桥面避碰相关距离参数,引入碰撞风险等级术语,形成合理的避碰决策,从而达到船桥避碰预警和预控效果。实验结果表明,该方法具有鲁棒性,实时性和准确性。

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