| CPC G06N 5/022 (2013.01) [B60W 30/08 (2013.01); B62D 15/021 (2013.01); G06N 5/025 (2013.01); B60W 2552/30 (2020.02)] | 18 Claims |

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1. A method for representing internet of vehicles (IOV) knowledge based on a simplicial complex (SC), the method comprising:
representing k′-dimensional knowledge in a k-dimensional continuous space by using a k-dimensional SC with k′-dimensional function values, wherein a coordinate of a vertex of the SC is values (x1, . . . , xk) of k input variables, a function value of the vertex is k′ output values (y1, . . . , yk) of a function, and a relationship between the coordinate and the function value is (y1, . . . , yk)=f (x1, . . . , xk), wherein f is a mapping function based on IOV knowledge, and k and k′ are natural numbers; and
representing a safe boundary of the IOV knowledge by using a boundary of the SC, wherein the IOV knowledge comprises a steering wheel angle of an ego-vehicle, a road curvature, a speed of the ego-vehicle, and an inter-parameter relationship compliant with an objective law of vehicle dynamics, wherein the steering wheel angle of the ego-vehicle, the road curvature, and the speed of the ego-vehicle are obtained by using a sensor on the ego-vehicle; and
wherein a IOV knowledge is identified in the SC, the IOV knowledge having a coordinate corresponding to a combination of a road curvature and a speed of an ego-vehicle as input variables;
a steering wheel angle is determined for the ego-vehicle based on the identified IOV knowledge; and
the ego-vehicle is controlled to perform a self-driving or an automatic parking based on the determined steering wheel angle.
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