CPC B60W 40/04 (2013.01) [G05D 1/0212 (2013.01); G06F 18/22 (2023.01); G06F 18/25 (2023.01); G06V 10/803 (2022.01); G06V 20/56 (2022.01); G06V 20/54 (2022.01); G06V 2201/07 (2022.01)] | 20 Claims |
1. A data fusion method comprising:
obtaining vehicle sensing data, wherein the vehicle sensing data is obtained by a vehicle sensing apparatus by sensing a road environment in a first sensing range;
obtaining roadside sensing data, wherein the roadside sensing data is obtained by a roadside sensing apparatus by sensing the road environment in a second sensing range; and
fusing, using the processor, the vehicle sensing data and the roadside sensing data by using a fusion formula to obtain a first fusion result with a wider sensing range than the first sensing range and the second sensing range;
wherein the fusion formula is expressed as:
y=f(resultr,resultv)
wherein resultr is a roadside result set, the roadside result set being used to indicate the roadside sensing data, resultv is a vehicle result set, the vehicle result set being used to indicate the vehicle sensing data, y is the first fusion result, and the function f is used to obtain the first fusion result by mapping based on the roadside result set and the vehicle result set; and
wherein
wherein wr is a confidence factor of the roadside sensing apparatus, wr=(wr1, wr2, wrM), resultr (roadside1, roadside2, . . . , roadsideM), M is a quantity of target objects in the second sensing range of the roadside sensing apparatus, wri is a confidence factor corresponding to a target object i in the second sensing range of the roadside sensing apparatus, roadsidei is a roadside result unit corresponding to the target object i in the second sensing range of the roadside sensing apparatus, i is a natural number, 0<i≤M, wv is a confidence factor of the vehicle sensing apparatus, wv=(wv1, wv2, wvN), resultv (vehicle1, vehicle2, . . . , vehicleN), N is a quantity of target objects in the first sensing range of the vehicle sensing apparatus, wvj is a confidence factor corresponding to a target object j in the first sensing range of the vehicle sensing apparatus, vehiclei is a vehicle result unit corresponding to the target object j in the first sensing range of the vehicle sensing apparatus, j is a natural number, and 0<j≤N.
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