了解自动驾驶汽车常见的人类驾驶语义
Yingji Xia1, Maosi Geng1,2, Yong Chen1
1Institute of Intelligent Transportation Systems, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou 310058, China.
Patterns (New York, N.Y.)
|July 31, 2023
概括
自动驾驶汽车需要了解人类的驾驶行为. 神经科学揭示了驾驶激活了类似于语言的大脑功能,使自主系统的新计算模型成为可能.
科学领域:
- 神经科学是一个神经科学.
- 人工智能的人工智能
- 人与计算机的交互
背景情况:
- 自动驾驶汽车 (AV) 目前与人类驾驶员共享道路,需要改善相互理解.
- 仅靠数据驱动的模型是不够的,使得无人驾驶汽车无法理解微妙的人类驾驶行为.
研究的目的:
- 为了研究人类驾驶行为的神经基础.
- 开发一个由大脑启发的计算框架,让自动驾驶汽车能够理解人类驾驶.
主要方法:
- 进行了两次脑电图 (EEG) 实验,比较语言和驾驶任务中的大脑活动.
- 分析神经反应以确定认知过程中的共同点.
主要成果:
- 驾驶激活了听觉皮层中的层次神经功能,反映了语言抽象.
- 识别了语言理解和驾驶行为理解的神经机制之间的并行.
结论:
- 神经科学提供了一条途径,以提高AVS对人类驾驶的理解.
- 提出的一种神经信息,语义驱动的框架使得自动驾驶汽车能够更像人类驾驶员一样感知和思考.
关键词:
自动驾驶汽车是一种自动驾驶汽车.驾驶行为 感知 感知驾驶语义学 驾驶语义学是指驾驶的语义学.电脑脑电图 (EEG) 是一种电脑电图.层次的理解抽象的抽象理解.人机交互的人机交互神经信息模型的神经信息模型神经科学 神经科学更多相关视频
11:12Driving Simulation in the Clinic: Testing Visual Exploratory Behavior in Daily Life Activities in Patients with Visual Field Defects
Published on: September 18, 2012
17.4K
11:41Evaluation of an Exclusive Spur Dike U-Turn Design with Radar-Collected Data and Simulation
Published on: February 1, 2020
20.4K
相关概念视频
Controller Configurations
119
Controller configurations are crucial in a car's cruise control system because they manage speed over time to maintain a consistent pace regardless of road conditions, thereby meeting design goals. In traditional control systems, fixed-configuration design involves predetermined controller placement. System performance modifications are known as compensation.
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
119
Hierarchy of Motor Control
2.9K
The hierarchy of motor control refers to the different levels of organization and processing involved in controlling movement in the body. These levels range from higher cortical areas involved in planning and decision-making to lower spinal cord reflexes that respond automatically to external stimuli.
2.9K
Schemas
11.7K
A schema is a mental construct consisting of a cluster or collection of related concepts (Bartlett, 1932). There are many different types of schemata, and they all have one thing in common: schemata are a method of organizing information that allows the brain to work more efficiently. When a schema is activated, the brain makes immediate assumptions about the person or object being observed.
11.7K
Curvilinear Motion: Normal and Tangential Components
423
When a car traverses a curved road, its motion can be elucidated by breaking it down into tangential and normal components. The car-centric coordinates attached to the vehicle move with it.
The positive direction of the t-axis aligns with the increasing position of the car along the curved path, denoted by the unit vector ut. Simultaneously, the n-axis, perpendicular to the t-axis, dissects the curved path into differential arc segments, each forming the arc of a circle with a radius of...
The positive direction of the t-axis aligns with the increasing position of the car along the curved path, denoted by the unit vector ut. Simultaneously, the n-axis, perpendicular to the t-axis, dissects the curved path into differential arc segments, each forming the arc of a circle with a radius of...
423
PD Controller: Design
282
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
282
Multi-input and Multi-variable systems
129
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
129
