Time sequence multiple linear regression-based virtual speed sensor design method
The invention discloses a time sequence multiple linear regression-based virtual speed sensor design method, which belongs to the technical field of traffic state acquisition and relates to data processing analysis and data fusion of a traffic flow sensor. The method comprises the following steps of...
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Main Authors | , , , , , |
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Format | Patent |
Language | Chinese English |
Published |
25.05.2011
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Subjects | |
Online Access | Get full text |
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Summary: | The invention discloses a time sequence multiple linear regression-based virtual speed sensor design method, which belongs to the technical field of traffic state acquisition and relates to data processing analysis and data fusion of a traffic flow sensor. The method comprises the following steps of: first, setting a virtual speed sensor between adjacent sensor nodes; then, mapping speed data on a time sequence to a space sequence and training a weight matrix which correlates to the speed of the virtual speed sensor and the speed data obtained by the traffic flow sensor by a least square method; and finally, estimating the speed of each virtual speed sensor through multiple linear regression by utilizing a weight coefficient and the speed data of the traffic flow sensor. The method can acquire the spatial distribution of the speed on a road section, can acquire more accurate traffic information and provides the basis for traffic management and control. |
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Bibliography: | Application Number: CN2011133437 |