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卡尔曼滤波预测在客流量统计中的应用

The application of Kalman filtering and predetermination in passenger flow counting
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摘要 运动物体的跟踪是现代科学技术里的重要一环,在众多领域都有着广泛的应用,比如说雷达检测跟踪系统。运动目标的跟踪分为预测和匹配两方面,其中预测尤为重要。文中运用向量卡尔曼滤波的方法对在5W红外LED光源照射下的人体的运动进行实时跟踪预测,为后续匹配工作提供高准确率的保障。在实验室模拟环境下进行实验,实验结果表明预测的误差能够控制在10个像素点以内。在对公交车客流视频进行处理后,有非常高的准确率,实时性也很好。 The track of moving object is a very important part of modern science and technology. It is widely used in many fields, such as tracking system of radar targets. The track of moving target is divided into two parts, forecasting and matching, especially, forecasting is the key point of it. In this passage, we use Kalman filtering to take the real time detection of the bus passenger's flow so that it will insure high accuracy rate of the match counting in the 5 W LED irradiation. Testing in the lab as simulated environment, the result shows the forecasting error can be reduced into 10 pixels. It has high accuracy rate and it also improves real-timing after filtering the video stream of the bus passengers.
出处 《光学仪器》 2010年第3期36-40,共5页 Optical Instruments
关键词 卡尔曼滤波 卡尔曼预测 客流量统计 Kalman filtering Kalman predetermination passenger flow counting
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参考文献3

  • 1KALMAN K E.A new approach to linear filtering and prediction problems[J].Transactions of the ASME-Journal of Basic Engineering,1982(Series D):35-45.
  • 2田京雷,毕胜.基于视频的客流计数系统的研究[A].第十二届全国图像图形学学术会议论文集[C].北京:清华大学出版社,2005:278-283.
  • 3任豪,王巧彬,李康业,罗宇强,范力维.LED光源光强空间分布特性的快速测试[J].光学仪器,2008,30(6):6-9. 被引量:11

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