CN117141512A - Control method and device for vehicle-mounted emotion regulation system - Google Patents
Control method and device for vehicle-mounted emotion regulation system Download PDFInfo
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W50/00—Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
- B60W50/08—Interaction between the driver and the control system
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
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- B—PERFORMING OPERATIONS; TRANSPORTING
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- B60W50/00—Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
- B60W50/0098—Details of control systems ensuring comfort, safety or stability not otherwise provided for
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
- B60W2540/00—Input parameters relating to occupants
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Abstract
本申请涉及汽车技术领域,提供了一种车载情绪调节系统的控制方法、装置、电子设备及可读存储介质。该方法包括:通过目标车辆的摄像头获取其他车辆的行驶信息,其中所述其他车辆位于所述目标车辆的预设范围内;根据所述行驶信息,确定所述其他车辆是否为不规律行驶;在确定所述其他车辆为不规律行驶的情况下,获取所述目标车辆的驾驶员的多模态信息和安装在所述目标车辆方向盘处的电容传感器所采集的电容值,基于所述多模态信息和所述电容值确定当前驾驶员的情绪标签;基于所述情绪标签,对所述车载情绪调节系统进行控制。本申请实施例解决了现有技术无法对驾驶员的情绪进行调节的问题。
This application relates to the field of automotive technology and provides a control method, device, electronic equipment and readable storage medium for a vehicle-mounted emotion regulation system. The method includes: obtaining the driving information of other vehicles through the camera of the target vehicle, wherein the other vehicles are located within a preset range of the target vehicle; determining whether the other vehicles are driving irregularly based on the driving information; When it is determined that the other vehicle is driving irregularly, the multi-modal information of the driver of the target vehicle and the capacitance value collected by the capacitive sensor installed at the steering wheel of the target vehicle are obtained. Based on the multi-modal The information and the capacitance value determine the current driver's emotion label; based on the emotion label, the vehicle-mounted emotion adjustment system is controlled. The embodiments of the present application solve the problem that the existing technology cannot adjust the driver's emotions.
Description
技术领域Technical field
本申请涉及汽车安全技术领域,尤其涉及一种车载情绪调节系统的控制方法、装置、电子设备及可读存储介质。The present application relates to the field of automobile safety technology, and in particular to a control method, device, electronic equipment and readable storage medium for a vehicle-mounted emotion regulation system.
背景技术Background technique
随着汽车工业和人民生活水平的不断提高,汽车已成为人们生活中必不可少的出行工具,极大地便利了日常生活。然而,随着汽车保有量的增加,一些与出行有关的问题也随之出现,例如,道路上的违规别车事件,以及一些周围车辆在驾驶过程中的一些不理智驾驶行为,极易引起驾驶员的情绪变化。With the continuous improvement of the automobile industry and people's living standards, automobiles have become an indispensable travel tool in people's lives, which greatly facilitates daily life. However, with the increase in car ownership, some travel-related problems have also emerged, such as illegal driving on the road and some irrational driving behaviors of some surrounding vehicles, which can easily cause driving problems. Emotional changes of employees.
现有技术一般是通过驾驶员的肉眼判断其他车辆是否为不规律行驶,这种方法虽然是一种常见的反应手段,但存在一些局限性。首先,驾驶员肉眼判断存在主观性和个体差异,不同的人对于不规律行驶的定义和评估标准可能有所不同,导致判断结果的不一致性。其次,驾驶员对于其他车辆不规律行驶的情绪反应可能会干扰其决策和驾驶操作,在驾驶车辆时出现愤怒情绪,也将会严重影响到车辆的行车安全,同时也会对周围车辆和行人构成了严重的安全威胁。The existing technology generally uses the driver's naked eyes to determine whether other vehicles are driving erratically. Although this method is a common response method, it has some limitations. First of all, there are subjective and individual differences in driver's visual judgment. Different people may have different definitions and evaluation standards for irregular driving, leading to inconsistency in judgment results. Secondly, the driver's emotional reaction to the irregular driving of other vehicles may interfere with his decision-making and driving operations. Angry emotions while driving will also seriously affect the driving safety of the vehicle, and will also pose a threat to surrounding vehicles and pedestrians. posed a serious security threat.
可见,相关技术中存在无法对驾驶员的情绪进行调节的问题。It can be seen that there is a problem in the related technology that the driver's emotions cannot be adjusted.
发明内容Contents of the invention
有鉴于此,本申请实施例提供了一种车载情绪调节系统的控制方法、装置、电子设备及可读存储介质,以解决现有技术无法对驾驶员的情绪进行调节的问题。In view of this, embodiments of the present application provide a control method, device, electronic device, and readable storage medium for a vehicle-mounted emotion adjustment system to solve the problem that the existing technology cannot adjust the driver's emotion.
本申请实施例的第一方面,提供了一种车载情绪调节系统的控制方法,包括:A first aspect of the embodiment of the present application provides a control method for a vehicle-mounted emotion adjustment system, including:
通过目标车辆的摄像头获取预设范围内的其他车辆的行驶信息;根据所述行驶信息,确定所述其他车辆是否为不规律行驶;在确定所述其他车辆为不规律行驶的情况下,获取所述目标车辆的驾驶员的多模态信息和安装在所述目标车辆方向盘处的电容传感器所采集的电容值,基于所述多模态信息和所述电容值确定当前驾驶员的情绪标签;基于所述情绪标签,对所述车载情绪调节系统进行控制,其中所述车载情绪调节系统包括车载音乐和车载氛围灯。Obtain the driving information of other vehicles within the preset range through the camera of the target vehicle; determine whether the other vehicles are driving irregularly based on the driving information; when it is determined that the other vehicles are driving irregularly, obtain all The multi-modal information of the driver of the target vehicle and the capacitance value collected by the capacitance sensor installed at the steering wheel of the target vehicle are used to determine the current driver's emotion tag based on the multi-modal information and the capacitance value; The emotion tag controls the vehicle-mounted emotion adjustment system, wherein the vehicle-mounted emotion adjustment system includes vehicle-mounted music and vehicle-mounted atmosphere lights.
本申请实施例的第二方面,提供了一种车载情绪调节系统的控制装置,包括:A second aspect of the embodiment of the present application provides a control device for a vehicle-mounted emotion adjustment system, including:
第一获取模块,被配置为通过目标车辆的摄像头获取预设范围内的其他车辆的行驶信息;确定模块,被配置为根据所述行驶信息,确定所述其他车辆是否为不规律行驶;第二获取模块,被配置为在确定所述其他车辆为不规律行驶的情况下,获取所述目标车辆的驾驶员的多模态信息和安装在所述目标车辆方向盘处的电容传感器所采集的电容值,基于所述多模态信息和所述电容值确定当前驾驶员的情绪标签;控制模块,被配置为基于所述情绪标签,对所述车载情绪调节系统进行控制,其中所述车载情绪调节系统包括车载音乐和车载氛围灯。The first acquisition module is configured to acquire the driving information of other vehicles within the preset range through the camera of the target vehicle; the determination module is configured to determine whether the other vehicles are driving irregularly based on the driving information; the second an acquisition module, configured to acquire the multi-modal information of the driver of the target vehicle and the capacitance value collected by the capacitance sensor installed at the steering wheel of the target vehicle when it is determined that the other vehicle is driving irregularly. , determining the current driver's emotion tag based on the multi-modal information and the capacitance value; the control module is configured to control the vehicle-mounted emotion adjustment system based on the emotion tag, wherein the vehicle-mounted emotion adjustment system Including car music and car ambient lighting.
本申请实施例的第三方面,提供了一种电子设备,包括存储器、处理器以及存储在存储器中并且可在处理器上运行的计算机程序,该处理器执行计算机程序时实现上述方法的步骤。A third aspect of the embodiment of the present application provides an electronic device, including a memory, a processor, and a computer program stored in the memory and executable on the processor. When the processor executes the computer program, the steps of the above method are implemented.
本申请实施例的第四方面,提供了一种可读存储介质,可读存储介质存储有计算机程序,该计算机程序被处理器执行时实现上述方法的步骤。A fourth aspect of the embodiments of the present application provides a readable storage medium. The readable storage medium stores a computer program. When the computer program is executed by a processor, the steps of the above method are implemented.
本申请实施例与现有技术相比存在的有益效果是:Compared with the prior art, the beneficial effects of the embodiments of the present application are:
通过目标车辆的摄像头获取预设范围内其他车辆的行驶信息,并根据行驶信息,确定其他车辆是否为不规律行驶;在确定其他车辆为不规律行驶的情况下,获取目标车辆的驾驶员的多模态信息和安装在目标车辆方向盘处的电容传感器所采集的电容值,基于多模态信息和电容值确定当前驾驶员的情绪标签;基于情绪标签,对车载情绪调节系统进行控制,其中车载情绪调节系统包括车载音乐和车载氛围灯。使得可以根据驾驶员的情绪状态,适当调节车载音乐和车载灯光来创造更好的驾驶环境,有助于缓解驾驶员的愤怒和冲动的情绪,提升驾驶的舒适感和愉悦感,减少因其他车辆的不规律行驶所造成的激烈驾驶和违规驾驶行为,从而改善道路的流畅性和安全性,提高行车安全。Obtain the driving information of other vehicles within the preset range through the camera of the target vehicle, and determine whether the other vehicles are driving irregularly based on the driving information; when it is determined that other vehicles are driving irregularly, obtain the number of drivers of the target vehicle. Modal information and the capacitance value collected by the capacitance sensor installed at the steering wheel of the target vehicle are used to determine the current driver's emotion label based on the multi-modal information and capacitance value; based on the emotion label, the vehicle-mounted emotion adjustment system is controlled, in which the vehicle-mounted emotion The adjustment system includes car music and car ambient lighting. It allows the car music and lights to be appropriately adjusted according to the driver's emotional state to create a better driving environment, which helps to alleviate the driver's anger and impulsive emotions, improve driving comfort and pleasure, and reduce the risk of accidents caused by other vehicles. Intense driving and illegal driving behaviors caused by irregular driving, thereby improving the smoothness and safety of the road and improving driving safety.
附图说明Description of the drawings
为了更清楚地说明本申请实施例中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本申请的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions in the embodiments of the present application, the drawings needed to be used in the embodiments or description of the prior art will be briefly introduced below. Obviously, the drawings in the following description are only for the purpose of the present application. For some embodiments, for those of ordinary skill in the art, other drawings can be obtained based on these drawings without exerting creative efforts.
图1是本申请实施例提供的一种车载情绪调节系统的控制方法的流程示意图;Figure 1 is a schematic flowchart of a control method of a vehicle-mounted emotion adjustment system provided by an embodiment of the present application;
图2是本申请实施例提供的一种车载情绪调节系统的控制方法的模块工作示意图;Figure 2 is a schematic diagram of the module working of a control method for a vehicle-mounted emotion regulation system provided by an embodiment of the present application;
图3是本申请实施例提供的一种车载情绪调节系统的控制装置的结构示意图Figure 3 is a schematic structural diagram of a control device of a vehicle-mounted emotion adjustment system provided by an embodiment of the present application.
图4是本申请实施例提供的一种电子设备的结构示意图。FIG. 4 is a schematic structural diagram of an electronic device provided by an embodiment of the present application.
具体实施方式Detailed ways
以下描述中,为了说明而不是为了限定,提出了诸如特定系统结构、技术之类的具体细节,以便透彻理解本申请实施例。然而,本领域的技术人员应当清楚,在没有这些具体细节的其他实施例中也可以实现本申请。在其他情况中,省略对众所周知的系统、装置、电路以及方法的详细说明,以免不必要的细节妨碍本申请的描述。In the following description, for the purpose of explanation rather than limitation, specific details such as specific system structures and technologies are provided to provide a thorough understanding of the embodiments of the present application. However, it will be apparent to those skilled in the art that the present application may be practiced in other embodiments without these specific details. In other instances, detailed descriptions of well-known systems, devices, circuits, and methods are omitted so as not to obscure the description of the present application with unnecessary detail.
本申请的说明书和权利要求书中的术语“第一”“第二”等是用于区别类似的对象,而不用于描述特定的顺序或先后次序。应该理解这样使用的数据在适当情况下可以互换,以便本申请的实施例能够以除了在这里图示或描述的那些以外的顺序实施,且“第一”“第二”等所区分的对象通常为一类,并不限定对象的个数,例如第一对象可以是一个,也可以是多个。此外,说明书以及权利要求中“和/或”表示所连接对象的至少其中之一,字符“/”,一般表示前后关联对象是一种“或”的关系。The terms "first", "second", etc. in the description and claims of this application are used to distinguish similar objects and are not used to describe a specific order or sequence. It is to be understood that data so used are interchangeable under appropriate circumstances so that the embodiments of the present application can be practiced in orders other than those illustrated or described herein, and that "first", "second", etc. are distinguished objects It is usually one type, and the number of objects is not limited. For example, the first object can be one or multiple. In addition, "and/or" in the description and claims indicates at least one of the connected objects, and the character "/" generally indicates that the related objects are in an "or" relationship.
此外,需要说明的是,术语“包括”“包含”或者其任何其他变体意在涵盖非排他性地包含,从而使得包括一系列要素的过程、方法、物品或者设备不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种过程、方法、物品或者设备所固有的要素。在没有更多限制的情况下,由语句“包括……”限定的要素,并不排除在包括要素的过程、方法、物品或者设备中还存在另外的相同要素。Furthermore, it should be noted that the terms "comprising," "comprising," or any other variation thereof are intended to cover non-exclusive inclusion, such that a process, method, article, or apparatus that includes a list of elements not only includes those elements, but also includes Other elements are not expressly listed or are inherent to the process, method, article or equipment. Without further limitation, an element defined by the statement "including..." does not exclude the presence of additional identical elements in the process, method, article, or device that includes the element.
下面将结合附图详细说明本申请实施例的车载情绪调节系统的控制方法、装置、电子设备以及可读存储介质。The control method, device, electronic device and readable storage medium of the vehicle-mounted emotion adjustment system according to the embodiment of the present application will be described in detail below with reference to the accompanying drawings.
图1是本申请实施例提供的一种车载情绪调节系统的控制方法的流程示意图。图1的车载情绪调节系统的控制方法可以由车辆整车控制器来执行。如图1所示,该方法包括:Figure 1 is a schematic flowchart of a control method for a vehicle-mounted emotion adjustment system provided by an embodiment of the present application. The control method of the vehicle emotion regulation system in Figure 1 can be executed by the vehicle controller. As shown in Figure 1, the method includes:
S101,通过目标车辆的摄像头获取预设范围内的其他车辆的行驶信息;S101, obtain the driving information of other vehicles within the preset range through the camera of the target vehicle;
其中其他车辆位于目标车辆的预设范围(例如周围10米内)。Other vehicles are located within the preset range of the target vehicle (for example, within 10 meters around).
目标车辆为在道路上处于正常行驶状态的车辆,可以作为参考车辆。The target vehicle is a vehicle that is in normal driving condition on the road and can be used as a reference vehicle.
通过安装在目标车辆的车前部的摄像头,可以实时拍摄在目标车辆的预设范围内行驶的其他车辆的行驶情况,通过分析图像或视频数据,可以提取其他车辆的位置和运动信息,例如,车辆的轨迹、速度信息等。此外,还可以使用全球定位系统或惯性测量单元获取其他车辆的行驶信息,获取方法在此不进行具体限定。Through the camera installed on the front of the target vehicle, the driving conditions of other vehicles traveling within the preset range of the target vehicle can be captured in real time. By analyzing the image or video data, the location and movement information of other vehicles can be extracted, for example, Vehicle trajectory, speed information, etc. In addition, the global positioning system or inertial measurement unit can also be used to obtain the driving information of other vehicles. The acquisition method is not specifically limited here.
行驶信息指车辆在一段时间内的运动路径记录,可以包括车辆的经纬度坐标、速度、加速度以及与时间相关的轨迹数据。Driving information refers to the record of the vehicle's movement path over a period of time, which can include the vehicle's longitude and latitude coordinates, speed, acceleration, and time-related trajectory data.
这样,本步骤通过目标车辆的摄像头获取目标车辆的预设范围内其他车辆的行驶信息,可以帮助驾驶员理解和预测其他车辆的行为,以便采取相应的措施来提高行车安全性。In this way, this step uses the camera of the target vehicle to obtain the driving information of other vehicles within the preset range of the target vehicle, which can help the driver understand and predict the behavior of other vehicles so that corresponding measures can be taken to improve driving safety.
S102,根据行驶信息,确定其他车辆是否为不规律行驶。S102: Determine whether other vehicles are driving irregularly based on the driving information.
不规律行驶指其他车辆行驶行为的不规则性,包括不稳定的速度变化、频繁的变道、急刹车、急加速等,不规律行驶可能表明驾驶员的驾驶习惯不良或者当前驾驶行为异常,存在安全隐患或不符合正常的交通行为规范。Irregular driving refers to the irregularity of the driving behavior of other vehicles, including unstable speed changes, frequent lane changes, sudden braking, sudden acceleration, etc. Irregular driving may indicate the driver's bad driving habits or abnormal current driving behavior. Safety hazards or violations of normal traffic behavior.
不规律行驶的确定可以作为一种行驶行为的评估指标,用于监测交通违规和驾驶安全状况,另外不规律行驶也可能表明其他车辆存在故意别车行为,例如,其他车辆驾驶员可能因为不满目标车辆的行驶速度或驾驶行为,而有意地试图行驶到目标车辆进行频繁的变道、急刹车等驾驶行为,这种行为将会带来极大的安全隐患。The determination of irregular driving can be used as an evaluation indicator of driving behavior to monitor traffic violations and driving safety conditions. In addition, irregular driving may also indicate the deliberate behavior of other vehicles. For example, the driver of other vehicles may be dissatisfied with the target. The driving speed or driving behavior of the vehicle, and intentionally trying to drive to the target vehicle to perform frequent lane changes, sudden braking and other driving behaviors will bring great safety risks.
此外,判断前车的不规律行驶可以通过轨迹压缩算法将车辆的轨迹数据进行压缩,减少存储和传输的数据量,同时保持轨迹的重要特征。还可以通过轨迹分析算法对车辆行驶轨迹进行分析,提取出其他车辆的行驶速度、加速度、停留时间等信息,用于对其他车辆的行驶行为分析和驾驶行为评估,帮助实现对其他车辆行驶轨迹的准确获取和有效处理,需要说明的是,不同的应用场景和需求可能会采用不同的算法组合,在此不进行具体限定。In addition, to determine the irregular driving of the vehicle in front, the trajectory data of the vehicle can be compressed through the trajectory compression algorithm, reducing the amount of data stored and transmitted, while maintaining the important characteristics of the trajectory. The vehicle's driving trajectory can also be analyzed through the trajectory analysis algorithm, and the driving speed, acceleration, dwell time and other information of other vehicles can be extracted, which can be used to analyze and evaluate the driving behavior of other vehicles and help realize the analysis of the driving trajectories of other vehicles. For accurate acquisition and effective processing, it should be noted that different application scenarios and requirements may use different algorithm combinations, which are not specifically limited here.
这样,本步骤通过分析其他车辆的行驶信息,可以检测一些不规则行驶的特征,例如速度剧烈变化、频繁的换道操作、紧急制动等,这些特征可以用于判断行驶行为的稳定性与安全性,进一步通过与正常行驶模式进行比较,确定其他车辆是否具有不规律行驶特征。In this way, by analyzing the driving information of other vehicles, this step can detect some irregular driving characteristics, such as drastic changes in speed, frequent lane changes, emergency braking, etc. These characteristics can be used to determine the stability and safety of driving behavior. characteristics, and further compare with the normal driving pattern to determine whether other vehicles have irregular driving characteristics.
S103,在确定其他车辆为不规律行驶的情况下,获取目标车辆的驾驶员的多模态信息和安装在目标车辆方向盘处的电容传感器所采集的电容值,基于多模态信息和电容值确定当前驾驶员的情绪标签。S103, when it is determined that other vehicles are driving irregularly, obtain the multi-modal information of the driver of the target vehicle and the capacitance value collected by the capacitance sensor installed at the steering wheel of the target vehicle, and determine based on the multi-modal information and the capacitance value The current driver's emotion label.
其他车辆为特定情况下被认定为不规律行驶的车辆,可能违反交通规则或表现出其他不正常的驾驶行为。Other vehicles are vehicles that are deemed to be driving erratically under certain circumstances and may violate traffic rules or exhibit other abnormal driving behaviors.
在确定前方车辆的驾驶行为是不规律的情况下,通过获取目标车辆的驾驶员的多模态信息,这些多模态信息可以包括语音、姿态、面部表情等。通过分析这些信息,可以识别出驾驶员可能的情绪标签,例如焦虑、愤怒、冷静等。When it is determined that the driving behavior of the vehicle in front is irregular, multi-modal information of the driver of the target vehicle is obtained. This multi-modal information can include voice, posture, facial expressions, etc. By analyzing this information, possible emotional labels of the driver can be identified, such as anxiety, anger, calmness, etc.
此外,安装在方向盘处的电容传感器可以检测到手握方向盘的松紧程度的。通过电容传感器可以测量电容值的变化,而手握方向盘的松紧程度会导致电容值的变化。通过读取电容传感器的数值,系统可以判断手握方向盘的紧密程。In addition, a capacitive sensor installed on the steering wheel can detect the tightness of the hand holding the steering wheel. Changes in capacitance value can be measured by capacitive sensors, and the tightness of the hand holding the steering wheel will cause changes in capacitance value. By reading the value of the capacitive sensor, the system can determine how tightly the steering wheel is held.
在开车过程中,情绪的突变可能会导致一些身体反应,当人们感到焦虑、愤怒、紧张等强烈情绪时,身体反应可能会加强,包括手部肌肉的收缩和紧握。在这种情况下,驾驶员可能会下意识地紧握方向盘以增加控制感和安全感。During driving, sudden changes in emotions may cause some physical reactions. When people feel strong emotions such as anxiety, anger, tension, etc., the physical reactions may be strengthened, including the contraction and clenching of hand muscles. In this situation, the driver may subconsciously tighten his grip on the steering wheel to increase a sense of control and security.
本步骤通过在确定其他车辆为不规律行驶时,通过获取目标车辆驾驶员的多模态信息和安装在目标车辆方向盘处的电容传感器所采集的电容值,可以更加准确的判断出驾驶员可能的情绪状态,以便帮助驾驶员更好地应对不规律驾驶行为,从而提高道路安全。In this step, when it is determined that other vehicles are driving erratically, by obtaining the multi-modal information of the driver of the target vehicle and the capacitance value collected by the capacitive sensor installed on the steering wheel of the target vehicle, the possible driving behavior of the driver can be more accurately determined. Emotional state to help drivers better cope with erratic driving behavior and thereby improve road safety.
S104,基于情绪标签,对车载情绪调节系统进行控制。S104: Control the vehicle-mounted emotion regulation system based on emotion tags.
其中,车载情绪调节系统包括车载音乐和车载氛围灯。Among them, the vehicle mood adjustment system includes vehicle music and vehicle atmosphere lighting.
情绪标签指示着目标车辆驾驶员的实时情绪状况。The emotion tag indicates the real-time emotional state of the target vehicle driver.
车载情绪调节系统可以通过声音、颜色等其他多种感官元素来影响驾驶者的情绪和情绪状态,从而提升驾驶体验和安全性,可以帮助驾驶者在驾驶过程中保持放松、专注、镇定或者提振精神,以更好地适应不同的驾驶条件和情景,该系统可以利用生物反馈、环境感知和智能控制技术,根据驾驶者的心理状态和环境条件进行自动调节。例如,当驾驶者感到愤怒或压力过大时,可以通过车载音乐播放柔和的音乐,帮助其放松和恢复;当驾驶者需要保持警觉时,可以通过车载音乐和车载氛围灯提供活力音乐、调整照明效果来提振其精神状态。The in-vehicle emotion regulation system can affect the driver's mood and emotional state through sound, color and other sensory elements, thereby improving the driving experience and safety. It can help the driver stay relaxed, focused, calm or boosted during driving. To better adapt to different driving conditions and scenarios, the system can use biofeedback, environmental perception and intelligent control technology to automatically adjust according to the driver's psychological state and environmental conditions. For example, when the driver feels angry or stressed, he can play soft music through the car music to help him relax and recover; when the driver needs to stay alert, he can provide energetic music and adjust the lighting through the car music and car atmosphere lights. effect to boost their mental state.
需要说明的是,车载情绪调节系统可以包括目标车辆内其他具有情绪调节功能的设备,例如,目标车辆内的车载香氛系统、按摩系统等。It should be noted that the vehicle-mounted emotion regulation system may include other devices with emotion regulation functions in the target vehicle, such as in-vehicle fragrance systems, massage systems, etc. in the target vehicle.
这样,通过确定驾驶员的情绪标签,对车载情绪调节系统进行控制,可以根据驾驶员的情绪状态进行相应的调节,从而平衡驾驶员的情绪,避免驾驶员因产生其他车辆的不规律行驶行为而带来的过激驾驶行为,进而提高驾驶安全性。In this way, by determining the driver's emotional tag and controlling the on-board emotion adjustment system, the driver's emotional state can be adjusted accordingly to balance the driver's emotions and avoid the driver's failure due to the irregular driving behavior of other vehicles. bring about excessive driving behavior, thus improving driving safety.
本实施例通过目标车辆的摄像头获取其他车辆的行驶信息,判断其是否为不规律行驶,并在确定其为不规律行驶的情况下,进一步获取目标车辆的驾驶员的多模态信息和电容传感器所采集的电容值,基于多模态信息和电容值确定当前驾驶员的情绪标签,并对车载音乐和车载氛围灯进行控制,使得可以根据驾驶员的情绪状态,适当调节车载音乐和车载灯光来创造更好的驾驶环境,有助于缓解驾驶员的愤怒和冲动的情绪,提升驾驶的舒适感和愉悦感,减少因其他车辆的不规律行驶所造成的激烈驾驶和违规驾驶行为,从而改善道路的流畅性和安全性,提高行车安全。This embodiment obtains the driving information of other vehicles through the camera of the target vehicle, determines whether it is driving irregularly, and further obtains the multi-modal information and capacitive sensor of the driver of the target vehicle when it is determined that it is driving irregularly. The collected capacitance value determines the current driver's emotional label based on the multi-modal information and capacitance value, and controls the in-vehicle music and in-vehicle ambient lighting, so that the in-vehicle music and in-vehicle lighting can be appropriately adjusted according to the driver's emotional state. Creating a better driving environment can help alleviate driver anger and impulsive emotions, improve driving comfort and pleasure, reduce violent driving and illegal driving behaviors caused by the irregular driving of other vehicles, thereby improving roads The smoothness and safety improve driving safety.
在一些实施例中,通过目标车辆的摄像头获取其他车辆的行驶信息之前,还包括:In some embodiments, before obtaining the driving information of other vehicles through the camera of the target vehicle, the method further includes:
获取目标车辆的导航信息;Obtain the navigation information of the target vehicle;
根据导航信息,在确定目标车辆行驶道路不存在堵车场景的情况下,通过目标车辆的摄像头获取其他车辆的行驶信息。According to the navigation information, when it is determined that there is no traffic jam scene on the road where the target vehicle is traveling, the driving information of other vehicles is obtained through the camera of the target vehicle.
具体地,导航信息为目标车辆的行驶路线、目的地和其他相关指引的信息,同时可以提供实时交通情况,包括当前行驶道路的交通流量和拥堵情况。Specifically, the navigation information is the target vehicle's driving route, destination and other related guidance information. It can also provide real-time traffic conditions, including traffic flow and congestion on the current road.
行驶道路可以包括城市街道、高速公路、乡村道路等,在此不做具体限定。Driving roads may include city streets, highways, rural roads, etc., which are not specifically limited here.
在堵车场景下,判断其他车辆是否存在不规律驾驶行为可能会受到一些影响,因为堵车环境中的行驶特点和限制不同于畅通的道路情况,在堵车场景下,由于车流密度高和速度慢,驾驶员往往需要将目标车辆与周围车辆保持在一个较小的车距以遵守交通流动,使得预设范围内的车辆的不规律驾驶行为(例如频繁变道或急刹车)的影响范围较小,所以在堵车场景下,不需要检测预设范围内的车辆是否有不规律行驶行为。In a traffic jam scenario, judging whether other vehicles have irregular driving behavior may be affected to some extent, because the driving characteristics and restrictions in a traffic jam environment are different from those on smooth roads. In a traffic jam scenario, due to the high traffic density and slow speed, driving Drivers often need to keep a small distance between the target vehicle and surrounding vehicles to comply with traffic flow, so that the irregular driving behavior of vehicles within the preset range (such as frequent lane changes or sudden braking) will have a smaller impact range, so In a traffic jam scenario, there is no need to detect whether vehicles within a preset range have irregular driving behavior.
本实施例通过获取目标车辆的导航信息,并根据导航信息,在确定目标车辆行驶道路不存在堵车场景的情况下,通过目标车辆的摄像头获取其他车辆的行驶信息,避免的堵车场景下也获取其他车辆的行驶信息,从而减少目标车辆对于其他车辆行驶信息判断的运算量。This embodiment obtains the navigation information of the target vehicle, and based on the navigation information, when it is determined that there is no traffic jam scene on the road where the target vehicle is traveling, the driving information of other vehicles is obtained through the camera of the target vehicle, and other vehicles are also obtained in the avoided traffic jam scene. The vehicle's driving information is used to reduce the computational complexity of the target vehicle's judgment of the driving information of other vehicles.
此外,在一些实施例中,根据行驶信息,确定其他车辆是否为不规律行驶,包括三种情形:In addition, in some embodiments, based on the driving information, it is determined whether other vehicles are driving irregularly, including three situations:
第一种情形,若其他车辆在第一预设时间内的行驶位置从目标车辆后方变更为前方,且行驶速度下降至危险速度阈值,则确定其他车辆为不规律行驶。In the first case, if the driving position of other vehicles changes from behind the target vehicle to in front of the target vehicle within the first preset time, and the driving speed drops to the dangerous speed threshold, it is determined that the other vehicles are driving erratically.
具体地,第一预设时间指预先设定或设想的特定时间段,用于判断车辆行驶情况。Specifically, the first preset time refers to a specific time period that is set or assumed in advance and is used to determine the driving situation of the vehicle.
如果目标车辆在预设时间内的行驶位置是在其他车辆的前方,而其他车辆在同一时间内的行驶位置从目标车辆的后方变更为前方,那么可以判断其他车辆发生了行驶位置的变更,在行驶位置发生变化的同时,如果其他车辆的行驶速度下降至危险速度阈值以下,即速度低于一定的安全阈值,则可以确定其他车辆为不规律行驶。正常情况下,一个正常行驶的车辆不会在行驶过程中频繁改变位置,并且会保持一个安全行车速度,因此,当其他车辆出现位置变化且行驶速度下降至危险速度阈值以下时,那么可以判断其他车辆的驾驶异常,将会影响到目标车辆的行车安全。If the target vehicle's driving position within the preset time is in front of other vehicles, and the driving position of other vehicles changes from behind the target vehicle to in front of the target vehicle within the same time, then it can be judged that the driving position of the other vehicles has changed. While the driving position changes, if the driving speed of other vehicles drops below the dangerous speed threshold, that is, the speed is lower than a certain safety threshold, it can be determined that the other vehicles are driving erratically. Under normal circumstances, a normally driving vehicle will not frequently change its position during driving and will maintain a safe driving speed. Therefore, when the position of other vehicles changes and the driving speed drops below the dangerous speed threshold, it can be determined that other vehicles are moving at a safe speed. Abnormal vehicle driving will affect the driving safety of the target vehicle.
第二种情形,若其他车辆未开启转向指示灯连续变更车道至目标车辆前方,且间隔距离小于预先设定的安全行车距离,则确定其他车辆为不规律行驶。In the second case, if other vehicles do not turn on their turn indicators and continuously change lanes to the front of the target vehicle, and the separation distance is less than the preset safe driving distance, then the other vehicles are determined to be driving erratically.
具体地,转向指示灯用于提醒交通参与者其他车辆接下来可能会出现的驾驶行为,车道变更次数为其他车辆在行驶过程中切换车道的次数,表示车辆变更行驶方向或选择车道的频率。Specifically, the turn indicator is used to remind traffic participants of the possible driving behavior of other vehicles. The number of lane changes is the number of times other vehicles switch lanes during driving, indicating the frequency of vehicles changing driving directions or selecting lanes.
间隔距离可以为预先设定的特定距离,用于判断其他车辆与目标车辆之间的距离是否小于设定的安全行车距离,以避免与其他车辆发生碰撞或危险情况。The separation distance can be a preset specific distance, which is used to determine whether the distance between other vehicles and the target vehicle is less than the set safe driving distance to avoid collisions or dangerous situations with other vehicles.
需要说明的是,以上预设数值可以基于对道路交通规则和驾驶行为的研究和分析得来,以确保行驶的平稳和安全,具体预设数值在此不进行具体限定。It should be noted that the above preset values can be obtained based on the research and analysis of road traffic rules and driving behavior to ensure smooth and safe driving. The specific preset values are not specifically limited here.
作为一示例,要确定车辆是否连续变更车道,可以通过检测车辆的行驶轨迹和位置变化,连续变更车道的驾驶者会有多次、连续的方向盘转动,车辆的轨迹明显呈现从原车道到目标车道的变化(原车道与目标车道至少间隔2个车道)。此外,连续变更车道的驾驶者会在车道变更之间没有明显的缓冲时间,即一个车道变更完成后立即进行下一个车道变更。通过观察车辆变道之间的间隔时间(例如间隔时间小于3秒),可以推断是否为连续变更。As an example, to determine whether a vehicle continuously changes lanes, you can detect the vehicle's driving trajectory and position changes. Drivers who continuously change lanes will make multiple and continuous steering wheel turns, and the vehicle's trajectory will obviously appear from the original lane to the target lane. changes (the original lane and the target lane are separated by at least 2 lanes). In addition, drivers who change lanes continuously will have no significant buffer time between lane changes, i.e., one lane change will be completed immediately before the next lane change. By observing the interval between vehicle lane changes (for example, the interval is less than 3 seconds), it can be inferred whether there is a continuous change.
开启转向指示灯是驾驶员在变更车道时的基本行为,用来提醒其他车辆驾驶员自己的意图,如果其他车辆未开启转向指示灯,则可能意味着驾驶员没有提前示意,可能存在驾驶操作不规范的情况,而其他车辆未开启转向指示灯连续变更车道至目标车辆前方,可能造成目标车辆的被迫减速或者驾驶员需要采取紧急避让动作,使得驾驶员的情绪因其他车辆的驾驶行为发生负面变化,这种负面变化可能会影响驾驶员的专注力、决策能力和驾驶行为,对驾驶安全和车辆稳定性产生不利的影响。Turning on the turn indicator is a basic behavior of the driver when changing lanes. It is used to remind other vehicles of the driver's intention. If other vehicles do not turn on the turn indicator, it may mean that the driver did not signal in advance, and there may be improper driving operations. Under normal circumstances, other vehicles do not turn on their turn indicators and continuously change lanes to the front of the target vehicle, which may cause the target vehicle to be forced to slow down or the driver to take emergency evasive actions, which may cause the driver's emotions to be negatively affected by the driving behavior of other vehicles. Changes, this negative change may affect the driver's concentration, decision-making ability and driving behavior, adversely affecting driving safety and vehicle stability.
第三种情形,若其他车辆满足刹车指示灯的工作次数大于第一预设阈值和在预设时段内的车道变更次数大于第二预设阈值中的至少一项,且其他车辆与目标车辆的间隔距离小于安全行车距离,则确定其他车辆为不规律行驶。In the third case, if other vehicles meet at least one of the following: the number of times the brake indicator light is working is greater than the first preset threshold and the number of lane changes within the preset period is greater than the second preset threshold, and the distance between the other vehicle and the target vehicle is If the separation distance is less than the safe driving distance, other vehicles are determined to be driving irregularly.
具体地,刹车指示灯为车辆上的灯光装置,用于向其他车辆或行人传达刹车动作的意图,刹车指示灯的工作次数指示刹车指示灯在一段时间内被触发或使用的次数。Specifically, the brake indicator light is a light device on the vehicle that is used to convey the intention of braking action to other vehicles or pedestrians. The number of times the brake indicator light works indicates the number of times the brake indicator light is triggered or used within a period of time.
第一预设阈值和第二预设阈值为预先设定的一个数值(例如4次和5次),用于判断刹车指示灯工作次数和车道变更次数是否达到不规律行驶的标准,具体数值在此不进行具体限定。The first preset threshold and the second preset threshold are a preset value (for example, 4 times and 5 times), which are used to determine whether the number of brake light operations and the number of lane changes meet the standards for irregular driving. The specific values are in This is not specifically limited.
刹车指示灯的工作次数大于第一预设阈值,表明其他车辆频繁刹车,驾驶行为不稳定,例如突然减速、紧急制动等,将会影响到目标车辆的行驶,以及对其他车辆造成不同程度的影响,预设时段内(例如10秒内)的车道变更次数大于第二预设阈值,表明该其他车辆频繁变更车道,驾驶行为不规律,将会给目标车辆带来不确定和危险的驾驶环境。此外,其他车辆在第一预设时间内与目标车辆的间隔距离小于安全行车距离,表明该车辆与目标车辆之间的距离过于接近。在其他车辆采取紧急制动情况下、可能导致追尾事故的发生。The number of operating times of the brake indicator light is greater than the first preset threshold, indicating that other vehicles brake frequently and have unstable driving behavior, such as sudden deceleration, emergency braking, etc., which will affect the driving of the target vehicle and cause varying degrees of damage to other vehicles. Impact, the number of lane changes within a preset period (for example, within 10 seconds) is greater than the second preset threshold, indicating that other vehicles frequently change lanes and have irregular driving behavior, which will bring an uncertain and dangerous driving environment to the target vehicle. . In addition, the distance between other vehicles and the target vehicle within the first preset time is less than the safe driving distance, indicating that the distance between the vehicle and the target vehicle is too close. If other vehicles apply emergency braking, a rear-end collision may occur.
通过对其他车辆的刹车指示灯的工作次数、车道变更次数和对目标车辆的间隔距离的判断,确定其他车辆是否为不规律行驶,当其他车辆满足刹车指示灯工作次数大于第一预设阈值或在预设时段内的车道变更次数大于第二预设阈值中的至少一项,且与目标车辆的间隔距离小于安全行车距离时,说明其他车辆的行驶为不规律行驶。By judging the number of times the brake lights of other vehicles work, the number of lane changes and the distance between the target vehicles, it is determined whether other vehicles are driving irregularly. When other vehicles meet the condition that the number of times the brake lights work is greater than the first preset threshold or When the number of lane changes within the preset period is greater than at least one of the second preset thresholds and the distance to the target vehicle is less than the safe driving distance, it means that the driving of other vehicles is irregular.
需要说明的是,本实施例中的判断条件可以通过目标车辆的车辆感应器、监控摄像头等设备来获取相关数据,并通过计算机算法或逻辑判断来确定是否存在不规律行驶的情况。It should be noted that the judgment conditions in this embodiment can obtain relevant data through vehicle sensors, surveillance cameras and other equipment of the target vehicle, and determine whether there is irregular driving through computer algorithms or logical judgments.
本实施例通过对其他车辆的驾驶行为和行驶轨迹进行判断,确定其他车辆的行驶为不规律行驶,以便为后续车载情绪管理系统的介入提供操作依据。In this embodiment, by judging the driving behavior and driving trajectories of other vehicles, it is determined that the driving of other vehicles is irregular, so as to provide an operational basis for subsequent intervention of the vehicle-mounted emotion management system.
另外,在一些实施例中,多模态信息包括图像信息和语音信息;获取目标车辆的驾驶员的多模态信息和安装在目标车辆方向盘处的电容传感器采集的电容值,基于多模态信息和电容值确定当前驾驶员的情绪标签,包括:通过目标车辆的内部摄像头获取驾驶位对应的空间范围内的图像信息,以及获取目标车辆驾驶员的语音信息;对图像信息以及语音信息利用相应的预设算法进行特征提取得到相应的特征向量,并对特征向量进行特征拼接得到融合特征向量;利用预设权重系数对融合特征向量进行加权平均,得到融合特征参数;基于融合特征参数、电容值与预设情绪分类的规则集,利用规则集中的逻辑条件函数确定所述驾驶员的情绪标签。In addition, in some embodiments, the multi-modal information includes image information and voice information; the multi-modal information of the driver of the target vehicle and the capacitance value collected by the capacitive sensor installed at the steering wheel of the target vehicle are obtained, based on the multi-modal information and capacitance value to determine the current driver's emotional label, including: obtaining image information within the spatial range corresponding to the driving position through the internal camera of the target vehicle, and obtaining the voice information of the driver of the target vehicle; using the corresponding image information and voice information The preset algorithm performs feature extraction to obtain the corresponding feature vectors, and performs feature splicing on the feature vectors to obtain the fusion feature vector; the preset weight coefficient is used to weight the average of the fusion feature vectors to obtain the fusion feature parameters; based on the fusion feature parameters, capacitance value and A rule set for emotion classification is preset, and a logical conditional function in the rule set is used to determine the driver's emotion label.
具体地,驾驶位对应的空间范围内的图像信息指针对驾驶员座位周围的空间范围内所获取的图像信息,对输入的图像信息进行处理和分析,提取其中的关键特征,包括面部表情、身体姿态、眼神等与情绪表达相关的视觉特征。Specifically, the image information within the spatial range corresponding to the driver's seat refers to the image information obtained within the spatial range around the driver's seat. The input image information is processed and analyzed to extract key features, including facial expressions, body Posture, eyes and other visual features related to emotional expression.
此外,还可以通过使用麦克风或声音传感器捕捉驾驶员的语音信息,提取其中的声音特征,包括音调、语速、语音质量等与情绪表达相关的声学特征。然后将图像信息和语音信息的特征进行融合,采用特征拼接、加权平均等方式,生成融合特征参数。In addition, the driver's voice information can also be captured by using a microphone or sound sensor to extract the voice features, including pitch, speech speed, voice quality and other acoustic features related to emotional expression. Then the features of the image information and the voice information are fused, and feature splicing, weighted averaging, etc. are used to generate fusion feature parameters.
其中,融合特征=w1*特征1+w2*特征2+...+wn*特征nAmong them, fusion feature = w1*feature 1+w2*feature 2+...+wn*feature n
特征1,特征2,...,特征n是待融合的特征向量,w1,w2,...,wn是对应的权重系数。通过对不同特征进行加权求和,可以得到融合特征。Feature 1, feature 2,..., feature n are the feature vectors to be fused, and w1, w2,..., wn are the corresponding weight coefficients. Fusion features can be obtained by weighted summation of different features.
情绪分类公式(规则匹配):Emotion classification formula (rule matching):
情绪标签=argmax(R1*f1+R2*f2+...+Rn*fn)Sentiment label=argmax(R1*f1+R2*f2+...+Rn*fn)
其中,R1,R2,...,Rn是情绪分类规则集中的权重系数,f1,f2,...,fn是规则集中的逻辑条件函数。每个条件函数根据特征参数的值进行判断,返回0或1。argmax函数选择具有最大值的情绪标签。Among them, R1, R2,..., Rn are the weight coefficients in the emotion classification rule set, and f1, f2,..., fn are the logical condition functions in the rule set. Each conditional function is judged based on the value of the characteristic parameter and returns 0 or 1. The argmax function selects the sentiment label with the maximum value.
作为一示例,特征拼接是将图像信息和语音信息的特征在某个维度上进行连接,生成一个融合的特征向量,假设图像信息的特征维度为n1,语音信息的特征维度为n2,那么拼接后的融合特征维度为n1+n2,例如,对于图像信息的特征向量[1,2,3]和语音信息的特征向量[4,5],进行特征拼接后的融合特征向量为[1,2,3,4,5]。As an example, feature splicing is to connect the features of image information and voice information in a certain dimension to generate a fused feature vector. Assume that the feature dimension of image information is n1 and the feature dimension of voice information is n2, then after splicing The fusion feature dimension is n1+n2. For example, for the feature vector of image information [1,2,3] and the feature vector of voice information [4,5], the fused feature vector after feature splicing is [1,2, 3,4,5].
加权平均是对图像信息和语音信息的特征向量进行线性组合,使用权重系数对各个特征进行加权求和。权重系数可以根据实际需求和数据分析进行设定。例如,对于图像信息的特征向量[1,2,3]和语音信息的特征向量[4,5],设定权重系数为0.6和0.4。则进行加权平均后的融合特征向量为[0.6*1+0.4*4,0.6*2+0.4*5,0.6*3],即[2.2,3.4,1.8]。Weighted average is a linear combination of feature vectors of image information and voice information, and weighted summation of each feature is performed using weight coefficients. The weight coefficient can be set according to actual needs and data analysis. For example, for the feature vectors [1,2,3] of image information and the feature vectors [4,5] of voice information, set the weight coefficients to 0.6 and 0.4. Then the fused feature vector after weighted averaging is [0.6*1+0.4*4, 0.6*2+0.4*5, 0.6*3], that is, [2.2, 3.4, 1.8].
通过特征拼接和加权平均这两种方式,可以将不同类型的特征进行融合,以产生更综合的融合特征参数。这样做有助于综合利用不同信息源的特征,提高情绪识别等任务的准确性和鲁棒性。Through feature splicing and weighted averaging, different types of features can be fused to produce more comprehensive fused feature parameters. Doing so helps to comprehensively utilize the characteristics of different information sources and improve the accuracy and robustness of tasks such as emotion recognition.
此外,电容值是方向盘上的电容传感器所采集到的一个特征。具体判断电容值所代表的情绪状态,可以参考预设的情绪分类规则集。例如,输出的电容值范围设定在0到100之间。当电容值较低时(例如低于30)可以表示驾驶员情绪为正向情绪,而当电容值较高时(例如高于70)可以表示驾驶员为负向情绪,而在中位数值(例如30-70之间)可以表示驾驶员为中性情绪。Additionally, the capacitance value is a feature picked up by the capacitive sensor on the steering wheel. To specifically determine the emotional state represented by the capacitance value, you can refer to the preset emotion classification rule set. For example, the output capacitance range is set between 0 and 100. When the capacitance value is low (for example, below 30), it can indicate that the driver's emotion is positive, while when the capacitance value is high (for example, above 70), it can indicate that the driver's emotion is negative, and at the median value ( For example, between 30 and 70) can indicate a neutral emotion for the driver.
需要说明的是,可以对不同的特征赋予不同的权重和优先级。例如,融合特征参数可能对情绪判断的结果更加准确。可以对融合特征参数设置更高的判定优先级,当电容值与融合特征参数判定出现矛盾时,可以基于优先级顺序来确定情绪标签。It should be noted that different features can be given different weights and priorities. For example, fused feature parameters may be more accurate for emotional judgment results. A higher determination priority can be set for the fusion feature parameters. When there is a conflict between the capacitance value and the fusion feature parameter determination, the emotion label can be determined based on the priority order.
根据预设的情绪分类规则集,将融合特征参数和电容值与规则集中定义的情绪分类进行匹配和比较。根据匹配结果和规则集中定义的情绪分类标签,确定融合特征参数和电容值所指示的情绪标签。例如,情绪标签可能是正向情绪(如喜悦、满足)、负向情绪(如愤怒、悲伤)或中性情绪(如平静、中立)等。According to the preset emotion classification rule set, the fusion feature parameters and capacitance values are matched and compared with the emotion classification defined in the rule set. Based on the matching results and the emotion classification labels defined in the rule set, the emotion labels indicated by the fusion feature parameters and capacitance values are determined. For example, the emotion label may be a positive emotion (such as joy, satisfaction), a negative emotion (such as anger, sadness), or a neutral emotion (such as calm, neutral), etc.
本实施例通过获取驾驶位对应的空间范围内的图像信息,以及获取目标车辆驾驶员的语音信息,并通过融合特征参数和采集的电容值大小与预设情绪分类的规则集得到指示驾驶员当前对应的情绪标签,从而对用户情绪进行识别和分类,可以了解驾驶员的行为和状态,从而进行驾驶行为评估、驾驶安全监测、驾驶员行为提醒等应用,为后续判断条件提供参考依据。This embodiment obtains the image information within the spatial range corresponding to the driving position and the voice information of the driver of the target vehicle, and obtains the rule set indicating the driver's current mood by fusing the characteristic parameters and the collected capacitance value with the preset emotion classification. Corresponding emotion tags can be used to identify and classify user emotions, and understand the driver's behavior and status, so as to carry out driving behavior assessment, driving safety monitoring, driver behavior reminder and other applications, providing a reference for subsequent judgment conditions.
在一些实施例中,在确定其他车辆为不规律行驶的情况下,获取目标车辆的驾驶员的多模态信息,并确定多模态信息所指示的情绪标签之后,还包括:In some embodiments, after it is determined that other vehicles are driving erratically, after obtaining multi-modal information of the driver of the target vehicle and determining the emotion label indicated by the multi-modal information, the method further includes:
控制目标车辆向其他车辆发出第一提示消息,其中第一提示消息用于提示其他车辆的行驶为不规律行驶;Control the target vehicle to send a first prompt message to other vehicles, where the first prompt message is used to prompt other vehicles to drive irregularly;
在第二预设时段内未接收到其他车辆基于第一提示信息所发送的响应信息的情况下,再次发出第一提示信息,并控制行驶速度小于预设速度阈值。If no response information sent by other vehicles based on the first prompt information is received within the second preset period, the first prompt information is sent again, and the driving speed is controlled to be less than the preset speed threshold.
具体地,第一提示消息是一种用于提醒其他车辆其行驶方式为不规律行驶的消息,可以是一种声音、文字或其他形式的通知,发送给目标车辆以警示其行驶存在问题或违反交通规则。Specifically, the first prompt message is a message used to remind other vehicles that their driving mode is irregular. It can be a sound, text or other form of notification, which is sent to the target vehicle to warn that there are problems or violations in its driving. Traffic rules.
第二预设时间指预先设定的一段时间,用于判断其他车辆是否在该时段内对第一提示消息作出响应。具体的预设时段根据系统或者应用的设置而定,可以是几秒钟、几分钟,在此不进行具体限定。The second preset time refers to a preset period of time, which is used to determine whether other vehicles respond to the first prompt message within this period. The specific preset period depends on the system or application settings, and can be a few seconds or a few minutes, and is not specifically limited here.
预设速度阈值是指预先设定的一个速度值,用于判断其他车辆是否需要降低行驶速度,并控制目标车辆的行驶速度保持在低于预设速度阈值的水平。具体的预设速度阈值可以根据系统或者用户的设置来确定的,也可以根据道路条件、交通规则或其他因素进行调整,在此不进行具体限定。The preset speed threshold refers to a preset speed value, which is used to determine whether other vehicles need to reduce their driving speed and control the target vehicle's driving speed to remain below the preset speed threshold. The specific preset speed threshold can be determined according to system or user settings, or can be adjusted according to road conditions, traffic rules or other factors, and is not specifically limited here.
当其他车辆收到第一提示消息后,会使其他车辆的驾驶员意识到自己的不规律行驶行为,从而能够提醒其注意驾驶安全,减少可能的危险和事故发生。具体的,当其他车辆收到第一提示消息后应该根据消息内容采取适当的行动或回应,该行动或回应可以是其他车辆恢复到正常行驶状态、其他车辆发送响应消息给目标车辆等。如果在第二预设时间内没有接收到其他车辆基于第一提示消息的响应,说明其他车辆并没有意识到自己的不规律行驶行为,目标车辆将再次发送第一提示消息对其他车辆的不规律行驶行为进行提醒,并控制目标车辆的行驶速度小于预设速度阈值。When other vehicles receive the first reminder message, the drivers of other vehicles will be aware of their irregular driving behavior, thereby reminding them to pay attention to driving safety and reduce possible dangers and accidents. Specifically, when other vehicles receive the first prompt message, they should take appropriate actions or responses based on the message content. The action or response can be that other vehicles return to normal driving status, other vehicles send response messages to the target vehicle, etc. If no response based on the first prompt message is received from other vehicles within the second preset time, it means that other vehicles are not aware of their irregular driving behavior, and the target vehicle will send the first prompt message again to respond to the irregular driving behavior of other vehicles. The driving behavior is reminded and the driving speed of the target vehicle is controlled to be less than the preset speed threshold.
本实施例通过向其他车辆发送第一提示消息,提醒其行驶为不规律行驶,如果在第二预设时间内未接收到其他车辆的响应信息,目标车辆会再次发送提示消息,并控制目标车辆的行驶速度小于预设速度阈值,以减少目标车辆与不规律行驶其他车辆之间的相对速度差,减少事故发生的概率,进一步减少潜在的安全风险。This embodiment sends a first reminder message to other vehicles to remind them that they are driving irregularly. If no response information from other vehicles is received within the second preset time, the target vehicle will send another reminder message and control the target vehicle. The driving speed is less than the preset speed threshold to reduce the relative speed difference between the target vehicle and other vehicles driving irregularly, reduce the probability of accidents, and further reduce potential safety risks.
此外,在一些实施例中,控制行驶速度小于预设速度阈值之后,还包括:In addition, in some embodiments, after controlling the driving speed to be less than the preset speed threshold, the method further includes:
获取其他车辆的标识信息,控制目标车辆向报警系统发送第二提示消息,其中第二提示消息包括其他车辆的行驶轨迹和标识信息,第二提示消息用于提示其他车辆的不规律行驶行为。Obtain the identification information of other vehicles, and control the target vehicle to send a second prompt message to the alarm system, where the second prompt message includes the driving trajectory and identification information of other vehicles, and the second prompt message is used to prompt the irregular driving behavior of other vehicles.
具体地,如果在第二预设时间内未接收到其他车辆的响应信息,控制目标车辆的行驶速度小于预设速度阈值后,可以获取其他车辆的标识信息,该标识信息可以包括车牌号码、车辆识别号码等,用于识别和区分不同车辆的信息,并向报警系统发送第二提示消息,用于提示报警系统关注其他车辆的不规律行驶行为,包括其他车辆的行驶轨迹和标识信息。Specifically, if no response information from other vehicles is received within the second preset time, after controlling the driving speed of the target vehicle to be less than the preset speed threshold, the identification information of other vehicles can be obtained. The identification information can include license plate number, vehicle Identification numbers, etc., are used to identify and distinguish information about different vehicles, and send a second prompt message to the alarm system to prompt the alarm system to pay attention to the irregular driving behavior of other vehicles, including the driving trajectories and identification information of other vehicles.
作为一示例,假设目标车辆在道路上正常行驶,其他车辆在目标车辆的预设范围内频繁变换车道且频繁采取制动措施,给目标车辆和道路安全带来了潜在的危险。此时目标车辆向其他车辆发送第一提示消息,要求其他车辆改变其不规律行驶行为。若其他车辆对第一提示信息不理睬或者不采取任何回应措施,目标车辆将会以小于预设速度阈值(例如15km/h)的速度进行行驶,进而与其他车辆保持一个相对安全的速度差和间隔距离,以减少潜在危险。此时,目标车辆将会获取其他车辆的标识信息(例如车牌号码和车辆识别号码),根据获取的标识信息,目标车辆将获取的标识信息以及其他车辆的行驶轨迹提供给报警系统(例如交通管理部门或执法机构),使得报警系统能够及时知晓其他车辆的不规律行驶行为,并对其采取进一步的措施,确保道路交通的安全和秩序。As an example, assume that the target vehicle is driving normally on the road, and other vehicles frequently change lanes and take braking measures within the preset range of the target vehicle, which brings potential dangers to the target vehicle and road safety. At this time, the target vehicle sends a first prompt message to other vehicles, requiring other vehicles to change their irregular driving behavior. If other vehicles ignore the first prompt message or do not take any response measures, the target vehicle will drive at a speed less than the preset speed threshold (for example, 15km/h), thereby maintaining a relatively safe speed difference with other vehicles. Separate distance to reduce potential hazards. At this time, the target vehicle will obtain the identification information of other vehicles (such as license plate number and vehicle identification number). Based on the obtained identification information, the target vehicle will provide the obtained identification information and the driving trajectory of other vehicles to the alarm system (such as traffic management departments or law enforcement agencies), so that the alarm system can promptly know the irregular driving behavior of other vehicles and take further measures to ensure the safety and order of road traffic.
本实施例通过获取其他车辆标识信息和发送提示消息可以让相关部门了解到该车辆的行为,采取适当的措施,例如对车辆进行检查或处罚,从而提高道路交通的整体安全性。In this embodiment, by obtaining identification information of other vehicles and sending prompt messages, relevant departments can learn about the behavior of the vehicle and take appropriate measures, such as inspecting or punishing the vehicle, thereby improving the overall safety of road traffic.
另外,在一些实施例中,基于情绪标签,对车载情绪调节系统进行控制,包括:In addition, in some embodiments, the vehicle-mounted emotion regulation system is controlled based on emotion tags, including:
若情绪标签指示驾驶员的情绪为负向情绪,则控制车载音乐播放预设类型的音乐,并控制车载氛围灯显示预设颜色。If the emotion tag indicates that the driver's emotion is a negative emotion, the vehicle music is controlled to play a preset type of music, and the vehicle atmosphere light is controlled to display a preset color.
具体的,若情绪标签指示驾驶员的情绪为负向情绪,根据这一情绪标签,可以控制车载音乐播放预设类型的音乐,预设类型的音乐可能是一些舒缓、放松或者愉悦的音乐(例如轻音乐、自然音乐等),旨在帮助驾驶员缓解压力和负面情绪,同时,控制车载氛围灯显示预设颜色,预设颜色可能是柔和的暖色调或其他愉悦的颜色(例如淡绿色,淡黄色),可以营造出更加宁静和舒适的氛围,有助于缓解驾驶员的情绪。Specifically, if the emotion tag indicates that the driver's emotion is a negative emotion, based on this emotion tag, the car music can be controlled to play a preset type of music. The preset type of music may be some soothing, relaxing or pleasant music (for example, Light music, natural music, etc.), designed to help drivers relieve stress and negative emotions, and at the same time, control the vehicle atmosphere lights to display preset colors. The preset colors may be soft warm colors or other pleasant colors (such as light green, light yellow ), can create a more peaceful and comfortable atmosphere, helping to ease the driver's mood.
本实施例在情绪标签指示驾驶员的情绪为负向情绪时,通过选择适当的音乐和氛围灯颜色,为驾驶员提供一个更为愉悦和舒适的驾驶环境,以促进情绪调节和提升驾驶安全,避免驾驶员因其他车辆的不规律行驶行为而产生过于激烈的驾驶行为。When the emotion tag indicates that the driver's emotion is negative, this embodiment provides the driver with a more pleasant and comfortable driving environment by selecting appropriate music and ambient light colors to promote emotional regulation and improve driving safety. Prevent drivers from driving too aggressively due to the irregular driving behavior of other vehicles.
上述所有可选技术方案,可以采用任意结合形成本申请的可选实施例,在此不一一赘述。All the above optional technical solutions can be combined in any way to form optional embodiments of the present application, and will not be described again here.
应理解,上述实施例中各步骤的序号的大小并不意味着执行顺序的先后,各过程的执行顺序应以其功能和内在逻辑确定,而不应该对本申请实施例的过程构成任何限定。It should be understood that the sequence number of each step in the above embodiment does not mean the order of execution. The execution order of each process should be determined by its function and internal logic, and should not constitute any limitation on the process of the embodiment of the present application.
图2是本申请实施例提供的一种车载情绪调节系统的控制方法的模块工作示意图,如图2所示:Figure 2 is a schematic diagram of the module working of a control method for a vehicle-mounted emotion regulation system provided by an embodiment of the present application, as shown in Figure 2:
车辆2为本申请中的目标车辆。Vehicle 2 is the target vehicle in this application.
具体地,在确定其他车辆为不规律行驶的情况下,信息获取模块22将获取目标车辆的驾驶员的多模态信息和安装在目标车辆方向盘处的电容传感器所采集的电容值,并基于多模态信息和电容值确定当前驾驶员的情绪标签。Specifically, when it is determined that other vehicles are driving irregularly, the information acquisition module 22 will obtain the multi-modal information of the driver of the target vehicle and the capacitance value collected by the capacitance sensor installed at the steering wheel of the target vehicle, and based on the multi-modal information The modal information and capacitance value determine the current driver's emotion label.
系统控制模块21接收到多模态信息和电容值所指示的情绪标签后,将控制车载情绪管理系统23执行相应的逻辑操作。After receiving the multi-modal information and the emotion tag indicated by the capacitance value, the system control module 21 will control the vehicle-mounted emotion management system 23 to perform corresponding logical operations.
下述为本申请装置实施例,可以用于执行本申请方法实施例。对于本申请装置实施例中未披露的细节,请参照本申请方法实施例。The following are device embodiments of the present application, which can be used to execute method embodiments of the present application. For details not disclosed in the device embodiments of this application, please refer to the method embodiments of this application.
图3是本申请实施例提供的一种车载情绪调节系统的控制装置,如图3所示,该装置包括:Figure 3 is a control device of a vehicle-mounted emotion adjustment system provided by an embodiment of the present application. As shown in Figure 3, the device includes:
第一获取模块301,被配置为通过目标车辆的摄像头获取预设范围内的其他车辆的行驶信息;The first acquisition module 301 is configured to acquire the driving information of other vehicles within the preset range through the camera of the target vehicle;
确定模块302,被配置为根据行驶信息,确定其他车辆是否为不规律行驶;The determination module 302 is configured to determine whether other vehicles are driving irregularly based on the driving information;
第二获取模块303,被配置为在确定其他车辆为不规律行驶的情况下,获取目标车辆的驾驶员的多模态信息和安装在目标车辆方向盘处的电容传感器所采集的电容值,基于多模态信息和电容值确定当前驾驶员的情绪标签;The second acquisition module 303 is configured to acquire the multi-modal information of the driver of the target vehicle and the capacitance value collected by the capacitance sensor installed at the steering wheel of the target vehicle, based on the multi-mode information when it is determined that other vehicles are driving irregularly. The modal information and capacitance value determine the current driver’s emotion label;
控制模块304,被配置为基于情绪标签,对车载情绪调节系统进行控制,其中车载情绪调节系统包括车载音乐和车载氛围灯。The control module 304 is configured to control the vehicle-mounted emotion adjustment system based on the emotion tag, where the vehicle-mounted emotion adjustment system includes vehicle-mounted music and vehicle-mounted ambient lighting.
在一些实施例中,获取模块301还用于获取目标车辆的导航信息;根据导航信息,在确定目标车辆行驶道路不存在堵车场景的情况下,通过目标车辆的摄像头获取其他车辆的行驶信息。In some embodiments, the acquisition module 301 is also used to obtain the navigation information of the target vehicle; according to the navigation information, when it is determined that there is no traffic jam scene on the road where the target vehicle is traveling, obtain the driving information of other vehicles through the camera of the target vehicle.
在一些实施例中,确定模块302还用于若其他车辆在第一预设时间内的行驶位置从目标车辆后方变更为前方,且行驶速度下降至危险速度阈值,则确定其他车辆为不规律行驶;若其他车辆未开启转向指示灯连续变更车道至目标车辆前方,且间隔距离小于预先设定的安全行车距离,则确定其他车辆为不规律行驶;若其他车辆满足刹车指示灯的工作次数大于第一预设阈值和在预设时段内的车道变更次数大于第二预设阈值中的至少一项,且其他车辆与目标车辆的间隔距离小于安全行车距离,则确定其他车辆为不规律行驶。In some embodiments, the determination module 302 is also used to determine that the other vehicle is driving irregularly if the driving position of the other vehicle changes from behind the target vehicle to in front of the target vehicle within the first preset time, and the driving speed drops to a dangerous speed threshold. ; If other vehicles do not turn on the turn indicator and continuously change lanes to the front of the target vehicle, and the separation distance is less than the preset safe driving distance, then the other vehicle is determined to be driving irregularly; if the number of times of the brake indicator of other vehicles is greater than the first If at least one of a preset threshold and the number of lane changes within a preset period is greater than a second preset threshold, and the distance between other vehicles and the target vehicle is less than a safe driving distance, it is determined that the other vehicles are driving irregularly.
在一些实施例中,多模态信息包括图像信息和语音信息,第二获取模块303还用于通过目标车辆的内部摄像头获取驾驶位对应的空间范围内的图像信息,以及获取目标车辆驾驶员的语音信息;对图像信息以及语音信息利用相应的预设算法进行特征提取得到相应的特征向量,并对特征向量进行特征拼接得到融合特征向量;利用预设权重系数对融合特征向量进行加权平均,得到融合特征参数;基于融合特征参数、电容值与预设情绪分类的规则集,利用规则集中的逻辑条件函数确定所述驾驶员的情绪标签。In some embodiments, the multi-modal information includes image information and voice information. The second acquisition module 303 is also configured to acquire image information within the spatial range corresponding to the driving position through the internal camera of the target vehicle, and acquire the driver's information of the target vehicle. Voice information; use corresponding preset algorithms to perform feature extraction on image information and voice information to obtain corresponding feature vectors, and perform feature splicing on the feature vectors to obtain a fusion feature vector; use the preset weight coefficients to perform a weighted average of the fusion feature vectors to obtain Fusion of feature parameters; based on a rule set that fuses feature parameters, capacitance values and preset emotion classifications, determine the driver's emotion label using a logical conditional function in the rule set.
在一些实施例中,第二获取模块303还用于控制目标车辆向其他车辆发出第一提示消息,其中第一提示消息用于提示其他车辆的行驶为不规律行驶;在第二预设时间内未接收到其他车辆基于第一提示信息所发送的响应信息的情况下,再次发出第一提示信息,并控制行驶速度小于预设速度阈值。In some embodiments, the second acquisition module 303 is also used to control the target vehicle to send a first prompt message to other vehicles, where the first prompt message is used to prompt other vehicles to drive irregularly; within the second preset time If no response information sent by other vehicles based on the first prompt information is received, the first prompt information is sent again, and the driving speed is controlled to be less than the preset speed threshold.
在一些实施例中,第二获取模块303还用于获取其他车辆的标识信息,控制目标车辆向报警系统发送第二提示消息,其中第二提示消息包括其他车辆的行驶轨迹和标识信息,第二提示消息用于提示其他车辆的不规律行驶行为。In some embodiments, the second acquisition module 303 is also used to obtain the identification information of other vehicles, and control the target vehicle to send a second prompt message to the alarm system, where the second prompt message includes the driving trajectory and identification information of other vehicles. Alert messages are used to alert other vehicles of erratic driving behavior.
在一些实施例中,控制模块304还用于若情绪标签指示驾驶员的情绪为负向情绪,则控制车载音乐播放预设类型的音乐,并控制车载氛围灯显示预设颜色。In some embodiments, the control module 304 is also used to control the vehicle-mounted music to play a preset type of music and control the vehicle-mounted ambient light to display a preset color if the emotion tag indicates that the driver's emotion is a negative emotion.
本申请实施例提供的装置能够实现上述方法实施例的所有方法步骤,并能达到相同的技术效果,在此不再赘述。The device provided by the embodiment of the present application can implement all the method steps of the above method embodiment and can achieve the same technical effect, which will not be described again here.
图4是本申请实施例提供的电子设备4的示意图。如图4所示,该实施例的电子设备4包括:处理器401、存储器402以及存储在该存储器402中并且可在处理器401上运行的计算机程序404。处理器401执行计算机程序403时实现上述各个方法实施例中的步骤。或者,处理器401执行计算机程序403时实现上述各装置实施例中各模块/单元的功能。FIG. 4 is a schematic diagram of the electronic device 4 provided by the embodiment of the present application. As shown in FIG. 4 , the electronic device 4 of this embodiment includes: a processor 401 , a memory 402 , and a computer program 404 stored in the memory 402 and executable on the processor 401 . When the processor 401 executes the computer program 403, the steps in each of the above method embodiments are implemented. Alternatively, when the processor 401 executes the computer program 403, the functions of each module/unit in each of the above device embodiments are implemented.
电子设备4可以是桌上型计算机、笔记本、掌上电脑及云端服务器等电子设备。电子设备4可以包括但不仅限于处理器401和存储器402。本领域技术人员可以理解,图4仅仅是电子设备4的示例,并不构成对电子设备4的限定,可以包括比图示更多或更少的部件,或者不同的部件。The electronic device 4 may be a desktop computer, a notebook, a handheld computer, a cloud server and other electronic devices. The electronic device 4 may include, but is not limited to, a processor 401 and a memory 402. Those skilled in the art can understand that FIG. 4 is only an example of the electronic device 4 and does not constitute a limitation on the electronic device 4. The electronic device 4 may include more or fewer components than shown in the figure, or different components.
处理器401可以是中央处理单元(Central Processing Unit,CPU),也可以是其他通用处理器、数字信号处理器(Digital Signal Processor,DSP)、专用集成电路(Application Specific Integrated Circuit,ASIC)、现场可编程门阵列(Field-Programmable Gate Array,FPGA)或者其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件等。The processor 401 can be a central processing unit (CPU), other general-purpose processor, digital signal processor (Digital Signal Processor, DSP), application specific integrated circuit (Application Specific Integrated Circuit, ASIC), or field-processable processor. Field-Programmable Gate Array (FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc.
存储器402可以是电子设备4的内部存储单元,例如,电子设备4的硬盘或内存。存储器402也可以是电子设备4的外部存储设备,例如,电子设备4上配备的插接式硬盘,智能存储卡(Smart Media Card,SMC),安全数字(Secure Digital,SD)卡,闪存卡(Flash Card)等。存储器402还可以既包括电子设备4的内部存储单元也包括外部存储设备。存储器402用于存储计算机程序以及电子设备所需的其他程序和数据。The memory 402 may be an internal storage unit of the electronic device 4 , for example, a hard disk or memory of the electronic device 4 . The memory 402 can also be an external storage device of the electronic device 4, such as a plug-in hard disk, a smart memory card (Smart Media Card, SMC), a secure digital (SD) card, a flash memory card ( Flash Card), etc. The memory 402 may also include both an internal storage unit of the electronic device 4 and an external storage device. Memory 402 is used to store computer programs and other programs and data required by the electronic device.
所属领域的技术人员可以清楚地了解到,为了描述的方便和简洁,仅以上述各功能单元、模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能单元、模块完成,即将装置的内部结构划分成不同的功能单元或模块,以完成以上描述的全部或者部分功能。实施例中的各功能单元、模块可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中,上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。Those skilled in the art can clearly understand that for the convenience and simplicity of description, only the division of the above functional units and modules is used as an example. In actual applications, the above functions can be allocated to different functional units and modules according to needs. Module completion means dividing the internal structure of the device into different functional units or modules to complete all or part of the functions described above. Each functional unit and module in the embodiment can be integrated into one processing unit, or each unit can exist physically alone, or two or more units can be integrated into one unit. The above-mentioned integrated unit can be hardware-based. It can also be implemented in the form of software functional units.
集成的模块/单元如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个可读存储介质中。基于这样的理解,本申请实现上述实施例方法中的全部或部分流程,也可以通过计算机程序来指令相关的硬件来完成,计算机程序可以存储在可读存储介质中,该计算机程序在被处理器执行时,可以实现上述各个方法实施例的步骤。计算机程序可以包括计算机程序代码,计算机程序代码可以为源代码形式、对象代码形式、可执行文件或某些中间形式等。可读存储介质可以包括:能够携带计算机程序代码的任何实体或装置、记录介质、U盘、移动硬盘、磁碟、光盘、计算机存储器、只读存储器(Read-OnlyMemory,ROM)、随机存取存储器(Random Access Memory,RAM)、电载波信号、电信信号以及软件分发介质等。Integrated modules/units can be stored in a readable storage medium if they are implemented in the form of software functional units and sold or used as independent products. Based on this understanding, this application can implement all or part of the processes in the methods of the above embodiments. It can also be completed by instructing relevant hardware through a computer program. The computer program can be stored in a readable storage medium. The computer program can be processed by a processor. When executed, the steps of each of the above method embodiments may be implemented. A computer program may include computer program code, and the computer program code may be in the form of source code, object code, executable file or some intermediate form. Readable storage media may include: any entity or device that can carry computer program code, recording media, USB flash drives, mobile hard drives, magnetic disks, optical disks, computer memory, read-only memory (Read-Only Memory, ROM), random access memory (Random Access Memory, RAM), electrical carrier signals, telecommunications signals, and software distribution media, etc.
以上实施例仅用以说明本申请的技术方案,而非对其限制;尽管参照前述实施例对本申请进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本申请各实施例技术方案的精神和范围,均应包含在本申请的保护范围之内。The above embodiments are only used to illustrate the technical solutions of the present application, but are not intended to limit them. Although the present application has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that they can still modify the technical solutions described in the foregoing embodiments. Modifications are made to the recorded technical solutions, or equivalent substitutions are made to some of the technical features; these modifications or substitutions do not cause the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the embodiments of this application, and shall be included in this application. within the scope of protection.
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