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A Novel Multisensor Traffic State Assessment System Based on Incomplete Data

机译:基于不完整数据的新型多传感器交通状态评估系统

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A novel multisensor system with incomplete data is presented for traffic state assessment. The system comprises probe vehicle detection sensors, fixed detection sensors, and traffic state assessment algorithm. First of all, the validity checking of the traffic flow data is taken as preprocessing of this method. And then a new method based on the history data information is proposed to fuse and recover the incomplete data. According to the characteristics of space complementary of data based on the probe vehicle detector and fixed detector, a fusion model of space matching is presented to estimate the mean travel speed of the road. Finally, the traffic flow data include flow, speed and, occupancy rate, which are detected between Beijing Deshengmen bridge and Drum Tower bridge, are fused to assess the traffic state of the road by using the fusion decision model of rough sets and cloud. The accuracy of experiment result can reach more than 98%, and the result is in accordance with the actual road traffic state. This system is effective to assess traffic state, and it is suitable for the urban intelligent transportation system.
机译:提供了一种具有不完整数据的新型多传感器系统,用于交通状态评估。该系统包括探针车辆检测传感器,固定检测传感器和交通状态评估算法。首先,将交通流数据的有效性检查作为此方法的预处理。然后提出了一种基于历史数据信息的新方法来保险和恢复不完整的数据。根据基于探头车辆检测器和固定检测器的数据的空间互补特性,提出了一种空间匹配的融合模型来估计道路的平均行进速度。最后,交通流量数据包括在北京德胜门桥梁和鼓塔桥之间检测到的流量,速度和占用率,融合以通过使用粗糙集和云的融合决策模型来评估道路的交通状态。实验结果的准确性可以达到98%以上,结果符合实际的道路交通状态。该系统有效地评估交通状态,适用于城市智能运输系统。

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