CN111292213A - Method and device for evaluating the driving behavior of a vehicle - Google Patents

Method and device for evaluating the driving behavior of a vehicle Download PDF

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CN111292213A
CN111292213A CN201811495729.5A CN201811495729A CN111292213A CN 111292213 A CN111292213 A CN 111292213A CN 201811495729 A CN201811495729 A CN 201811495729A CN 111292213 A CN111292213 A CN 111292213A
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vehicle
vehicles
driving behavior
driving
evaluating
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来建勋
杜宇
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Volkswagen China Investment Co Ltd
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Volkswagen China Investment Co Ltd
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Abstract

The invention relates to a method and a device for evaluating the driving behavior of a vehicle, comprising: in a road driving scene, acquiring identity information of other vehicles having an interaction process with a current vehicle; and evaluating the other vehicles by the current vehicle in a vehicle driving behavior evaluation system according to the driving behaviors of the other vehicles in the interaction process.

Description

Method and device for evaluating the driving behavior of a vehicle
Technical Field
The present invention relates to the field of automobiles, and more particularly to a method and apparatus for evaluating vehicle driving behavior.
Technical Field
With the popularization of vehicles, many families have the vehicles, and driving traveling becomes a main traveling mode of people. However, the occurrence of traffic accidents causes significant economic loss to people. Many traffic accidents and traffic jams are caused by the fact that car owners are not courtesy mutually, for example, when a car in front of the car changes lanes, the car behind the car does not courtesy, the traffic accidents or the lane-changing vehicles cannot be combined, and the traffic jams are caused.
In order to prevent traffic accidents and ensure driving safety, a driver needs to develop good driving habits and have good driving behaviors. Especially in the process of participating in road traffic and in the process of having traffic interaction with other people, if the driver can both have the courtesy consciousness, the possibility of traffic accidents is greatly reduced.
Disclosure of Invention
In view of the problems in the prior art, embodiments of the present invention provide a method and apparatus for evaluating driving behavior of a vehicle, which can encourage and improve driving behavior of a driver to avoid occurrence of a traffic accident.
According to one aspect of the present invention, there is provided a method for evaluating vehicle driving behavior, comprising: in a road driving scene, acquiring identity information of other vehicles having an interaction process with a current vehicle; and evaluating the other vehicles by the current vehicle in a vehicle driving behavior evaluation system according to the driving behaviors of the other vehicles in the interaction process.
According to another aspect of the present invention, there is provided an apparatus for evaluating a driving behavior of a vehicle, comprising: the acquisition module is used for acquiring the identity information of other vehicles having an interaction process with the current vehicle in a road driving scene; and the evaluation module is used for evaluating the other vehicles by the current vehicle in a vehicle driving behavior evaluation system according to the driving behaviors of the other vehicles in the interaction process.
According to another aspect of the present invention, there is provided an in-vehicle apparatus including: a processor; and a memory having stored thereon executable instructions that, when executed, cause the processor to perform the method for evaluating vehicle driving behavior of the present invention.
According to another aspect of the invention, there is provided a machine-readable storage medium having stored thereon executable instructions that, when executed, cause a machine to perform the method of the invention for evaluating vehicle driving behavior.
According to another aspect of the present invention, there is provided a vehicle including: a plurality of in-vehicle image pickup apparatuses; and an in-vehicle apparatus for evaluating a driving behavior of a vehicle that executes the present invention.
According to another aspect of the present invention, there is provided a mobile terminal including: the communication module is used for connecting with the vehicle-mounted equipment; the acquisition module is used for acquiring the identity information of other vehicles which have an interaction process with the vehicle of the vehicle-mounted equipment in a road driving scene; and the evaluation module is used for evaluating the other vehicles by using the vehicle identities of the vehicle-mounted equipment in a vehicle driving behavior evaluation system according to the driving behaviors of the other vehicles in the interaction process.
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The features, characteristics, advantages and benefits of the present invention will become more apparent from the following detailed description taken in conjunction with the accompanying drawings. Wherein:
FIG. 1 shows a schematic diagram of a system architecture for evaluating vehicle driving behavior, according to an embodiment of the invention;
FIG. 2 shows a schematic representation of a vehicle according to an embodiment of the invention;
FIG. 3 shows a schematic diagram of an application scenario for evaluating vehicle driving behavior according to an embodiment of the invention;
FIG. 4 shows a flow diagram of a reward condition calculation method according to one embodiment of the invention;
FIG. 5 shows a flow diagram of a method for evaluating vehicle driving behavior according to an embodiment of the invention;
FIG. 6 shows a schematic diagram of a cloud platform server appreciation system in accordance with an embodiment of the invention;
FIG. 7 shows a schematic diagram of a control device according to an embodiment of the invention; and
fig. 8 shows a schematic diagram of a mobile terminal according to an embodiment of the invention.
Detailed Description
The subject matter described herein will now be discussed with reference to example embodiments. It should be understood that these embodiments are discussed only to enable those skilled in the art to better understand and thereby implement the subject matter described herein, and are not intended to limit the scope, applicability, or examples set forth in the claims. Changes may be made in the function and arrangement of elements discussed without departing from the scope of the disclosure. Various examples may omit, substitute, or add various procedures or components as needed. For example, the described methods may be performed in an order different from that described, and various steps may be added, omitted, or combined. In addition, features described with respect to some examples may also be combined in other examples.
As used herein, the term "include" and its variants mean open-ended terms in the sense of "including, but not limited to. The term "based on" means "based at least in part on". The terms "one embodiment" and "an embodiment" mean "at least one embodiment". The term "another embodiment" means "at least one other embodiment". The terms "first," "second," and the like may refer to different or the same object. Other definitions, whether explicit or implicit, may be included below. The definition of a term is consistent throughout the specification unless the context clearly dictates otherwise.
FIG. 1 shows a schematic diagram of a system architecture for evaluating vehicle driving behavior according to one embodiment of the present invention. As shown in fig. 1, the system 10 for evaluating vehicle driving behavior may include a plurality of vehicles 60(60_1,60_2), and a cloud server 40. The plurality of vehicles 60 have a plurality of in-vehicle image pickup apparatuses 20 and in-vehicle apparatuses (such as in-vehicle computers) 30 provided around the vehicle body. The in-vehicle computer 30 typically includes a processor and a memory, which are configured to be connected with the plurality of in-vehicle image capturing apparatuses 20 by wire or wirelessly to receive signals from the in-vehicle image capturing apparatuses 20 and perform control operations thereon. The memory of the onboard computer 30 stores information relating to the vehicle and executable instructions that, when executed, cause the processor to perform a method according to an embodiment of the invention.
In addition, the plurality of vehicles 60 also communicate with the cloud server 40 in a wireless manner. The cloud server 40 is installed with a vehicle driving behavior evaluation system and stores the identity information of the plurality of vehicles, and is used for receiving the evaluation from the plurality of vehicles according to the embodiment of the invention. The onboard computers 30 of the plurality of vehicles 60 are installed with clients of the vehicle driving behavior evaluation system that interact with the cloud server 40, so that users of the vehicles transmit evaluation information to the vehicle driving behavior evaluation system of the cloud server 40 through the onboard computers.
Fig. 2 shows a schematic illustration of the vehicle 60 according to an embodiment of the invention. The vehicle 60 shown in fig. 2 includes an in-vehicle computer 30, a sensing device 20 connected to the in-vehicle computer 30, and a communication device 50 for communication between the vehicle 50 and the cloud server. According to the embodiment of the present invention, the sensing device 20 is a plurality of vehicle-mounted camera apparatuses, and may include, but is not limited to, a front view camera, a left view camera, a right view camera, a rear view camera, and the like of a vehicle. According to the method and the device for evaluating the driving behavior of the vehicle, provided by the embodiment of the invention, the method and the device based on the incentive mechanism are established, so that the good driving habits of a driver can be developed, the traffic jam is relieved, and the traffic accidents are avoided.
According to the embodiment of the present invention, the cloud server 40 is configured to manage account numbers of terminal devices, such as the vehicle 50, or mobile devices, such as mobile phones, and complete incentive measures such as rewarding. The mobile device is connected with the vehicle-mounted computer 30 of the vehicle 50 in a wired or wireless manner, so that the other vehicles are evaluated by using the identity of the vehicle, and at the moment, the mobile device is provided with a client of a vehicle driving behavior evaluation system for performing information interaction with the cloud server 40. The mobile equipment can obtain information from the vehicle-mounted camera equipment 20 through the vehicle-mounted computer 30, namely the distance between the mobile equipment and a vehicle behind and behind, identification for identifying the vehicle behind and the like; an in-vehicle computer 30 for receiving and controlling the information from the in-vehicle image pickup apparatus 20, the in-vehicle computer 30 further including a calculation module (not shown) for calculating a lane change condition and judging a reward condition (described in detail below); and a communication device 50 for communicating with the cloud platform server 40.
According to the embodiment of the present invention, each terminal device, such as a vehicle or a mobile device, has a fixed account on the cloud platform, and can communicate with the cloud platform server 40 through the communication module. As shown in fig. 3, a schematic diagram of an application scenario for evaluating vehicle driving behavior according to an embodiment of the present invention is shown. According to the embodiment of the invention, in a road driving scene, the vehicle-mounted computer 30 acquires the identity information of other vehicles having an interaction process with the current vehicle; and evaluating the other vehicles by the current vehicle in a vehicle driving behavior evaluation system according to the driving behaviors of the other vehicles in the interaction process. The road driving scenes comprise scenes that the vehicles are driven in the same direction and are located in different lanes or the same lane, scenes that the vehicles are driven in opposite directions, scenes that the vehicles stop at an intersection of traffic lights and wait, and the like.
According to the embodiment of the present invention, the evaluated driving behavior is driving-friendly behavior, and the evaluation of the driving-friendly behavior of the other vehicle is to enjoy the other vehicle in the driving behavior evaluation system of the cloud server 40. Such friendly driving behaviors include courtesy behaviors of other vehicles during the merging of the current vehicle, or friendly behaviors of other vehicles to appropriately adjust the headlights during the night-time opposite-direction driving with the current vehicle, and the like. However, the present invention is not limited to this, and other vehicles may be evaluated for differences in the driving behavior evaluation system. To ensure that the evaluation in the driving behavior evaluation system is an effective evaluation in a road driving scene, the cloud server 40 may identify navigation position information of the current vehicle and other vehicles and note the navigation information in the effective evaluation to prevent false or malicious evaluation.
The road driving scenario shown in fig. 3 is an example of an embodiment of the present invention, in which there are vehicles A, B and C on two lanes, respectively, where a and C are on a first lane and B is on an adjacent second lane. As shown, the B vehicle intends to change from the second lane to the first lane, but finds the vehicle a in front and the vehicle C in the lateral rear of the first lane. The driver of the vehicle B turns on the steering lamp to prompt the driver to change the lane, and the sensing module vehicle-mounted camera 20 of the vehicle B acquires the position information and the vehicle identity information (such as the license plate number) of the vehicle C behind and beside the vehicle and transmits the information to the vehicle-mounted computer 30. The B vehicle terminal sensing module refers to a monocular camera and a millimeter wave radar or a binocular camera system. The sensing modules are installed around the body of the vehicle and can comprise a front-view camera, a left-side view camera, a right-side view camera, a rear-view camera and the like of the vehicle.
The calculation module of the vehicle-mounted computer 30 calculates whether it is necessary to give a reward evaluation to the driving behavior of the other vehicle, that is, whether the vehicle B meets the lane change condition at this time. The relevant information is sent to the cloud server 40.
FIG. 4 shows a flow diagram of a reward condition calculation method according to one embodiment of the invention. The symbols therein have the following meanings:
s: the inter-vehicle distance between the host vehicle and the rear (side-to-side) vehicle;
v: the current speed of the vehicle;
s (v): the distance between the vehicle and the rear vehicle is required for safe lane change at the current vehicle speed.
S (v) may be a table stored in the vehicle-mounted computer, and may be set in advance according to experience and measurement data, such as:
Figure BDA0001896842320000051
and during the running process, determining S by looking up a table according to the current vehicle speed v.
As shown in fig. 4, after the turn signal of the current vehicle is turned on, the in-vehicle computer 30 starts to acquire the vehicle distance and the vehicle speed, and calculates the difference between the acquired actual vehicle distance and the vehicle distance required for safe lane change. And if the lane change can be safely carried out, normally changing the lane and turning off a turn light. If the safe lane-changing distance is not reached, waiting for the courtesy of the vehicles at the side rear, changing the lane and watching the vehicles at the side rear until the safe lane-changing distance is reached, namely s-S (v) > 0.
Although the process of making a notice during the running of the vehicle is exemplified in the above embodiments, it will be understood by those skilled in the art that the present invention is not limited thereto. In order to achieve safe driving, the rewarding process and steps are not executed during driving, the rewarding conditions during driving are displayed to the vehicle user only in the gap of vehicle driving, such as waiting for a traffic light or after the vehicle stops driving, and whether to rewarding or not can be selected by the vehicle user.
Further, although the calculation method of the safe lane change distance, that is, re-lane change and appreciation when s-s (v) >0 is exemplified in the above embodiment, it will be understood by those skilled in the art that the present invention is not limited thereto. The in-vehicle computer 30 can display all the calculation results close to 0 to the vehicle user, and the user can decide whether to enjoy the results. The various conditions displayed to the vehicle user may include other vehicle and/or current vehicle related information such as different locations and license plate numbers for the user to select and appreciate.
Alternatively, according to the embodiment of the present invention, it is understood by those skilled in the art that the judgment of the reward condition may be made based on the experience of the vehicle user without being calculated by the in-vehicle computer.
Returning to fig. 3, the lane change condition for car B means: whether a vehicle to be lane-changed can be successfully lane-changed at the existing speed, for example, if the vehicle C does not decelerate at that time, the vehicle B can safely complete lane-change, and the following possible situations exist:
scenario 1: if the vehicle B meets the lane change condition, the early warning module of the vehicle-mounted computer 30 informs that the lane change can be carried out, namely, the vehicle B can successfully change the lane under the condition that the vehicle C does not accelerate, and the vehicle B does not enter the reward system.
Scenario 2: if the vehicle B is not in line with the lane change condition temporarily, the early warning module informs that the lane change is difficult: namely, if the vehicle C does not decelerate, the vehicle B is difficult to successfully change lanes, and then the vehicle enters the reward system.
According to the embodiment of the present invention, the reward system is installed on the cloud platform server 40, and stores the information ID of the user from the terminal vehicle or the mobile terminal, and the user information ID is associated with at least one of the license plate number of the terminal vehicle and the number of the mobile terminal, so as to facilitate the evaluation of the driving behavior of the user and the evaluation of the driving behavior of other users by the user in the reward system. For example, each reward is accumulated and recorded in the reward system in the form of points, so that the user is given corresponding rewards, including material or evaluation rewards according to the number of the points. According to the embodiment of the invention, if the lane change success of the vehicle B is due to the courtesy behavior (such as deceleration) of the vehicles at the rear and the side, the front vehicle terminal device informs the cloud platform to watch the vehicles at the rear and the side, and an incentive is given.
Optionally, if the vehicle B does not meet the lane change condition temporarily, the vehicle B terminal system transmits a signal to the cloud and waits for a signal of deceleration of the vehicle C.
Optionally, the cloud sends a signal to the designated vehicle C, and a vehicle C driver judges whether to slow down and give a way.
Optionally, if the vehicle B does not meet the lane change condition temporarily, the vehicle B mobile terminal system transmits a signal to the cloud (the signal includes the license plate information of the vehicle C of the opposite side, or other information that can be associated with the cloud account, and a request for lane giving), and the cloud sends the request to the vehicle C and waits for a signal for deceleration of the vehicle C.
Optionally, if the vehicle B does not meet the lane change condition temporarily, the vehicle B sends a lane-giving request to the designated vehicle C, and simultaneously the vehicle B directly transmits the vehicle information of the vehicle C and the lane-giving request to the cloud, and waits for a signal of deceleration of the vehicle C.
Fig. 5 shows a flow chart of a method for evaluating the driving behavior of a vehicle according to an embodiment of the invention. This embodiment relates to the rewarding incentive of an end user to other vehicles in a road driving scenario as a method of evaluating the driving behavior of a vehicle. The method 400 of FIG. 5 is described in detail below in conjunction with the system 10 shown in FIG. 1.
In a scenario where the user drives the vehicle 60, the onboard computer 30 of the vehicle 60 continuously locates the current position of the vehicle 60 (i.e., the current position of the vehicle 60), such as, but not limited to, via a Global Positioning System (GPS) or a navigation system of the vehicle 60, etc. The vehicle driving behavior evaluation system can know the position information of the plurality of vehicles 60. According to embodiments of the present invention, the vehicle driving behavior evaluation system may be initiated by some operation or driving scenario of the vehicle, such as when the vehicle needs to merge and turn on a turn signal. As shown in fig. 5, at block 402, when the vehicle driving behavior evaluation system is activated, the in-vehicle image pickup apparatus is turned on.
At block 404, identity information of other vehicles having an interaction process with the current vehicle is acquired by the vehicle-mounted camera device 20, and license plate information of the vehicle C is acquired by the vehicle-mounted camera device of the vehicle B shown in fig. 3.
At block 406, the on-board computer of the current vehicle calculates whether it is necessary to give a reward evaluation to the driving behavior of the other vehicle during the merging process based on the driving information of the other vehicle, such as the vehicle speed and the location, obtained by the on-board camera device.
In block 408, the other vehicle is evaluated by the current vehicle in a vehicle driving behavior evaluation system based on the driving behavior of the other vehicle during the interaction. Here, the evaluation performed by the current vehicle may be transmitted from the in-vehicle computer 30 of the current vehicle to the cloud server 40, or may be performed on behalf of the current vehicle by a mobile terminal connected to the in-vehicle computer 30. According to an embodiment of the present invention, information to be evaluated is displayed to a user of the present vehicle for evaluation during the stop of the present vehicle.
As can be seen from the above description, in the solution of the present embodiment, by performing evaluation, particularly reward evaluation, on vehicles having an interactive relationship with each other in a road driving scene, friendly driving behaviors of the vehicles can be stimulated, and the driving environment can be improved.
It will be appreciated by those skilled in the art that the above-described functionality of the in-vehicle computer 30 of the vehicle 60 may also be implemented by other in-vehicle devices of the vehicle 60, such as, but not limited to, navigation devices, infotainment systems, etc. of the vehicle 60.
Fig. 6 shows a schematic view of an apparatus for evaluating the driving behavior of a vehicle according to an embodiment of the invention. The apparatus 500 shown in fig. 6 can be implemented by software, hardware or a combination of software and hardware, and can be installed in a vehicle-mounted computer or other suitable vehicle-mounted devices of a vehicle, or in a mobile terminal connected with the vehicle-mounted computer.
As shown in fig. 6, the apparatus 500 may include a turn-on module for turning on the vehicle-mounted image pickup device; the acquisition module is used for acquiring the identity information of other vehicles having an interaction process with the current vehicle in a road driving scene; and the evaluation module is used for evaluating the other vehicles by the current vehicle in a vehicle driving behavior evaluation system according to the driving behaviors of the other vehicles in the interaction process.
According to an aspect of the invention, the acquisition module further acquires the travel information of the other vehicle, and the apparatus further includes a calculation module for calculating whether it is necessary to give a reward evaluation for the driving behavior of the other vehicle.
According to an aspect of the present invention, the obtaining module further obtains license plate information of the other vehicle from a sensing device of the current vehicle as identity information, and obtains a vehicle speed and a position of the other vehicle for the calculation of the calculating module.
Fig. 7 shows a schematic diagram of an in-vehicle apparatus according to an embodiment of the invention. As shown in FIG. 7, the in-vehicle device 600 may include a processor 602 and a memory 604, wherein the memory 604 has stored thereon executable instructions that, when executed, cause the processor 602 to perform the method 400 shown in FIG. 4.
Embodiments of the present invention also provide a machine-readable storage medium having stored thereon executable instructions that, when executed, cause a machine to perform the method 400 illustrated in fig. 5.
Fig. 8 shows a schematic diagram of a mobile terminal 800 according to an embodiment of the invention, the mobile terminal 800 comprising a communication module 802 for connecting with a vehicle-mounted device of a vehicle; an obtaining module 804, configured to obtain, in a road driving scene, identity information of other vehicles that have an interaction process with a vehicle of the vehicle-mounted device; and an evaluation module 806, configured to evaluate, in a vehicle driving behavior evaluation system, the other vehicle by using the identity of the vehicle-mounted device according to the driving behavior of the other vehicle in the interaction process.
The detailed description set forth above in connection with the appended drawings describes exemplary embodiments but does not represent all embodiments that may be practiced or fall within the scope of the claims. The term "exemplary" used throughout this specification means "serving as an example, instance, or illustration," and does not mean "preferred" or "advantageous" over other embodiments. The detailed description includes specific details for the purpose of providing an understanding of the described technology. However, the techniques may be practiced without these specific details. In some instances, well-known structures and devices are shown in block diagram form in order to avoid obscuring the concepts of the described embodiments.
The previous description of the disclosure is provided to enable any person skilled in the art to make or use the disclosure. Various modifications to the disclosure will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other variations without departing from the scope of the disclosure. Thus, the disclosure is not intended to be limited to the examples and designs described herein but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.

Claims (14)

1. A method for evaluating vehicle driving behavior, comprising:
in a road driving scene, acquiring identity information of other vehicles having an interaction process with a current vehicle; and
and according to the driving behaviors of the other vehicles in the interaction process, evaluating the other vehicles by the current vehicle in a vehicle driving behavior evaluation system.
2. The method of claim 1, wherein the driving behavior is a friendly driving behavior comprising a courtesy behavior of the other vehicle during a merge of the current vehicle or a friendly behavior of the other vehicle during a night-time oncoming traffic with the current vehicle to appropriately adjust headlights.
3. The method of claim 2, wherein the evaluating step further comprises: the driving information of the other vehicle is acquired and whether it is necessary to give a reward evaluation for the driving behavior of the other vehicle is calculated.
4. A method as claimed in claim 2 or 3, wherein the other vehicles of the interactive process are vehicles that are behind the current vehicle during merging of the current vehicles, or oncoming vehicles during oncoming traffic.
5. The method of claim 1, wherein the vehicle driving behavior evaluation system is disposed on a cloud server wirelessly connected to the current vehicle and other vehicles, and stores identity information of the current vehicle and other vehicles.
6. The method of claim 1, wherein the evaluating step further comprises displaying information to be evaluated to a user of the current vehicle for evaluation during a stop of the current vehicle.
7. The method of claim 3, wherein the obtaining step includes obtaining license plate information of the other vehicle as the identity information from a camera of the current vehicle, and obtaining a vehicle speed and a position of the other vehicle for calculation.
8. An apparatus for evaluating vehicle driving behavior, comprising:
the acquisition module is used for acquiring the identity information of other vehicles having an interaction process with the current vehicle in a road driving scene; and
and the evaluation module is used for evaluating the other vehicles by the current vehicle in a vehicle driving behavior evaluation system according to the driving behaviors of the other vehicles in the interaction process.
9. The apparatus according to claim 8, wherein the acquisition module further acquires travel information of the other vehicle, and the apparatus further comprises a calculation module for calculating whether it is necessary to give a reward evaluation for driving behavior of the other vehicle.
10. The apparatus of claim 9, wherein the obtaining module further obtains license plate information of the other vehicle from a sensing device of the current vehicle as identity information, and obtains a vehicle speed and a position of the other vehicle for the calculation of the calculating module.
11. An in-vehicle apparatus comprising:
a processor; and
a memory having stored thereon executable instructions that, when executed, cause the processor to perform the method of any of claims 1-6.
12. A machine-readable storage medium having stored thereon executable instructions that, when executed, cause a machine to perform the method of any one of claims 1-7.
13. A vehicle, comprising:
a plurality of in-vehicle image pickup apparatuses; and
the in-vehicle apparatus of claim 11.
14. A mobile terminal, comprising:
the communication module is used for connecting with the vehicle-mounted equipment;
the acquisition module is used for acquiring the identity information of other vehicles which have an interaction process with the vehicle of the vehicle-mounted equipment in a road driving scene; and
and the evaluation module is used for evaluating the other vehicles by using the vehicle identities of the vehicle-mounted equipment in a vehicle driving behavior evaluation system according to the driving behaviors of the other vehicles in the interaction process.
CN201811495729.5A 2018-12-07 2018-12-07 Method and device for evaluating the driving behavior of a vehicle Pending CN111292213A (en)

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CN111785035A (en) * 2020-07-13 2020-10-16 上海仙豆智能机器人有限公司 Vehicle interaction method and device, electronic equipment and storage medium
CN112216133A (en) * 2020-09-11 2021-01-12 深圳市元征科技股份有限公司 Information pushing method, device, equipment and medium
CN114442585A (en) * 2020-11-05 2022-05-06 上海汽车集团股份有限公司 Whole vehicle data acquisition system, method and device based on multi-vehicle interaction influence

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CN107315986A (en) * 2016-04-27 2017-11-03 株式会社电装 Driving behavior evaluating apparatus and driving behavior evaluation method

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Publication number Priority date Publication date Assignee Title
CN103871242A (en) * 2014-04-01 2014-06-18 北京工业大学 Driving behavior comprehensive evaluation system and method
CN105761002A (en) * 2016-02-22 2016-07-13 上汽通用汽车有限公司 Driving behavior evaluation method and driving behavior evaluation system
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CN111785035A (en) * 2020-07-13 2020-10-16 上海仙豆智能机器人有限公司 Vehicle interaction method and device, electronic equipment and storage medium
CN112216133A (en) * 2020-09-11 2021-01-12 深圳市元征科技股份有限公司 Information pushing method, device, equipment and medium
CN112216133B (en) * 2020-09-11 2022-02-08 深圳市元征科技股份有限公司 Information pushing method, device, equipment and medium
CN114442585A (en) * 2020-11-05 2022-05-06 上海汽车集团股份有限公司 Whole vehicle data acquisition system, method and device based on multi-vehicle interaction influence

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