Driving action estimating device, driving support device, vehicle evaluating system, driver model creating device, and driving action determining device
View Patent ↗A driver model with higher precision is created as an evaluation standard for a driving condition in a normal condition. By detecting biometric information of a driver, whether a driver is in a usual condition or not is recognized. Then, data of driving conditions are collected while the driver is driving, and from the driving condition data, a part indicating that the driver operates in a usual condition is extracted to create a driver model. Further, the driver model is created taking only a case of driving in a normal condition as a driving action in normal times based on biometric information of the driver, and hence the driver model becomes more precise and neutral. Further, by using a GMM (Gaussian mixture model) for the driver model, a driver model for each driver can be created easily, and moreover, by calculation to maximize a conditional probability, a driving operation action is easily estimated and outputted.
1. A driving action estimating device, comprising:
a driver model for accelerator pedal operation and a driver model for brake pedal operation, each driver model being in the form of a Gaussian mixture model calculated by an EM algorithm, with time-series data of N types of characteristic amounts detected during travel of a vehicle as learning data, as a probability distribution of existence of the respective learning data in N dimensional spaces;
characteristic amount obtaining means for obtaining at least one or more characteristic amounts from the N types excluding a certain characteristic amount x;
maximum posterior probability calculating means for calculating a maximum posterior probability in the driver model for the obtained characteristic amount; and
output means for outputting an estimated value of the certain characteristic amount x for the obtained characteristic amount based on the calculated maximum posterior probability.
2. The driving action estimating device according to claim 1 , wherein the N types of characteristic amounts include a time change amount for n types (n<N) of characteristic amounts.
3. The driving action estimating device according to claim 1 , wherein the characteristic amount x includes an operation amount of an operation device operated directly by a driver and a time change amount of the operation amount.
4. A driving support device, comprising:
a driving action estimating device according to claim 1 , wherein the learning data comprises an accelerator operation amount, a brake operation amount, a vehicle speed of the driver's vehicle, and an inter-vehicle distance between the driver's vehicle and a leading vehicle immediately ahead of the driver's vehicle as characteristic amounts, and estimates an accelerator operation amount and a brake operation amount as the characteristic amounts x;
traveling data obtaining means for obtaining the vehicle speed of the driver's vehicle and the inter-vehicle distance;
traveling control means for performing automatic cruise control with respect to the leading vehicle by controlling an engine throttle and a brake pedal according to an accelerator operation amount and a brake operation amount that are estimated with respect to the obtained traveling data by the driving action estimating device.
5. A vehicle evaluating system, comprising:
a driving action estimating device according to claim 1 , wherein the learning data comprises an accelerator operation amount, a brake operation amount, a vehicle speed of the driver's vehicle, and an inter-vehicle distance between the driver's vehicle and a leading vehicle immediately ahead of the driver's vehicle as characteristic amounts, and estimates an accelerator operation amount and a brake operation amount as the characteristic amounts x;
means for obtaining vehicle performance data for the driver's vehicle as a target of evaluation;
means for obtaining traveling data and a traveling route model for simulation;
vehicle dynamics calculating means for estimating a behavior of the driver's vehicle including acceleration of the driver's vehicle as a target of evaluation with respect to an accelerator operation amount and a brake operation amount that are obtained by inputting the obtained traveling data and traveling route model to the driving action estimating device; and
evaluating means for evaluating traveling performance of the driver's vehicle as a target of evaluation from the estimated behavior of the vehicle.
6. A driving support device, comprising:
driver model obtaining means for obtaining a driver model for accelerator pedal operation and a driver model for brake pedal operation under normal conditions, each driver model being in the form of a Gaussian mixture model calculated by an EM algorithm, with time-series data of N types of characteristic amounts detected during travel of a vehicle as learning data, as a probability distribution of existence of the respective learning data in N dimensional spaces;
driving operation estimating means for estimating a driving operation which is usually operated in a normal condition using the obtained driver model;
driving action determining means for determining a driving action of a driver from the estimated driving operation and a driving operation based on current driving operation information; and
driving support means for providing driving support according to the determined driving action.
7. The driving support device according to claim 6 , wherein the driver model obtaining means obtains a driver model corresponding to a current traveling environment from driver models of driving operations in a normal condition created for each traveling environment.
8. The driving support device according to claim 6 further comprising:
driver condition determining means for determining a condition of a driver from biometric information of the driver,
wherein the driving support means performs a driving support according to the determined driving action and the determined driver condition.
9. The driving support device according to claim 6 , wherein the driving support means performs at least one driving support function selected from the group consisting of warnings by voice or image, providing information, vibration, and guidance to a rest station.
10. A driving action determining device, comprising:
driver model obtaining means for obtaining a driver model for accelerator pedal operation and a driver model for brake pedal operation under normal conditions, each driver model being in the form of a Gaussian mixture model calculated by an EM algorithm, with time-series data of N types of characteristic amounts detected during travel of a vehicle as learning data, as a probability distribution of existence of the respective learning data in N dimensional spaces;
driving operation estimating means for estimating, as driving operations, a brake pedal operation and an accelerator pedal operation, which operations are usually made under the normal conditions, using the obtained driver models; and
driving action determining means for determining a brake pedal operation and an accelerator operation of a driver from the estimated driving operations and current driving operations based on current driving operation information.