The invention provides a vehicle behavior prediction method based on a two-channel Gaussian mixture hidden Markov model. The vehicle behavior prediction method can be applied to the technical field of automatic driving and the technical field of vehicle auxiliary driving. The method comprises the following steps: acquiring driving environment data of a driving vehicle in a preset time period; determining motion characteristics of the target vehicle according to the driving environment data; according to a motion feature sequence formed by the motion features, the probability of the motion feature sequence is determined through a two-channel Gaussian mixture hidden Markov model, and the motion feature sequence comprises a first motion feature sequence and a second motion feature sequence; the two-channel Gaussian mixture hidden Markov model obtains the probability of the motion feature sequence according to probability recursion of motion features in the motion feature sequence; and predicting the motion behavior of the target vehicle according to the probability of the motion feature sequence. The invention further provides a vehicle behavior prediction device based on the two-channel Gaussian mixture hidden Markov model and electronic equipment.
本公开提供了一种基于双通道高斯混合隐马尔可夫模型的车辆行为预测方法,可以应用于自动驾驶技术领域和车辆辅助驾驶技术领域。该方法包括:获取预设时间段内驾驶车辆的行驶环境数据;根据行驶环境数据,确定目标车辆的运动特征;根据运动特征组成的运动特征序列,通过双通道高斯混合隐马尔可夫模型确定运动特征序列的概率,其中,运动特征序列包括第一运动特征序列和第二运动特征序列,双通道高斯混合隐马尔可夫模型根据运动特征序列中的运动特征的概率递归得到运动特征序列的概率;根据运动特征序列的概率,预测目标车辆的运动行为。本公开还提供了一种基于双通道高斯混合隐马尔可夫模型的车辆行为预测装置及电子设备。
Vehicle behavior prediction method based on dual-channel Gaussian mixture hidden Markov model
基于双通道高斯混合隐马尔可夫模型的车辆行为预测方法
2022-07-22
Patent
Electronic Resource
Chinese
IPC: | B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion |
Driving intention recognition method based on Gaussian mixture-hidden Markov model
European Patent Office | 2024
|British Library Conference Proceedings | 2021
|Research of Driving Fatigue Detection Based on Gaussian Mixture Hidden Markov Model
SAE Technical Papers | 2020
|Research of Driving Fatigue Detection Based on Gaussian Mixture Hidden Markov Model
British Library Conference Proceedings | 2020
|