安全空间指数 (SSI):用于量化驾驶员感知风险的二维指标
Renjing Tang1, Guangquan Lu2, Jinghua Wang1
1School of Transportation Science and Engineering, Beihang University, Beijing 100191, China.
Accident; analysis and prevention
|August 30, 2025
概括
一个新的安全空间指数 (SSI) 量化了司机的二维主观风险感知. 这一指标通过在复杂的交通场景中更好地模拟人类决策来增强自动驾驶系统.
科学领域:
- 自动驾驶系统
- 人与计算机的交互
- 认知心理学
背景情况:
- 自动驾驶的进步需要在复杂的交通中复制人类决策的系统.
- 了解司机的认知机制对于开发与人类一致的自主反应至关重要.
- 目前的主观风险量化方法有限,通常侧重于客观指标或一维分析.
研究的目的:
- 引入一个新的二维风险感知指标,安全空间指数 (SSI).
- 解决现有方法在动态,二维场景中全面描述主观风险的局限性.
- 为智能驾驶系统提供模拟人类决策的工具.
主要方法:
- 心理安全空间理论与风险场模型的整合.
- 开发一个二维风险感知指标 (SSI).
- 通过汽车追踪行为分析和反应时间校准进行实验验证.
主要成果:
- SSI提高了32.2%的汽车跟踪行为相关性,并实现了0.92秒的反应时间校准.
- 在相同的冲突场景中,SSI有效地区分了驾驶员之间的感知风险,与人类认知保持一致.
- SSI显示风险稳定,目标水平的正常分布和强大的跨场景概括,平均目标水平为0. 50.
结论:
- 安全空间指数 (SSI) 提供了在二维驾驶环境中对主观风险感知的全面衡量.
- SSI为类似人类行为的建模和自主决策策略提供了关键的理论支持.
- 它的适应性和可扩展性使其成为验证智能驾驶系统的宝贵工具.
相关概念视频
Relative Risk
340
Relative risk (RR) is a statistical measure commonly used in epidemiology to compare the likelihood of a particular event occurring between two groups. This metric is important for evaluating the relationship between exposure to a specific risk factor and the probability of a particular outcome. It plays a crucial role in medical research, public health studies, and risk assessment. Relative risk quantifies how much more (or less) likely an event is to occur in an exposed group compared to an...
340
Survey Safety
142
Surveying near highways, rough terrain, or power lines involves significant risks. Working along highways is particularly dangerous and requires the use of warning signs and flagmen. It is safest to avoid working directly on roads and use offsets whenever possible. When highway work is unavoidable, it must follow all safety guidelines. Surveyors should wear bright clothing, such as orange reflective vests, to ensure visibility to motorists, coworkers, and hunters. In construction zones, wearing...
142
Therapeutic Index
5.0K
The therapeutic index of a drug is a key parameter in pharmacology that quantifies the relative safety of a drug by calculating the ratio between the dose that causes toxicity in half the population (50%) to the dose that proves to be effective for half the population (50%). It provides a spectrum of doses for a particular drug ranging from effective to potentially toxic. To illustrate, consider an anticoagulant agent like warfarin. It possesses a narrow window within its therapeutic index to...
5.0K
Hazard Rate
186
The hazard rate, also known as the hazard function or failure rate, is a statistical measure used to describe the instantaneous rate at which an event occurs, given that the event has not yet happened. From a probabilistic perspective, it represents the likelihood that a subject will experience the event in a very small time interval, conditional on surviving up to the beginning of that interval. In terms of frequency, the hazard rate can be viewed as the ratio of the number of events to the...
186
Hazard Ratio
241
The hazard ratio (HR) is a widely used measure in clinical trials to compare the risk of events, such as death or disease recurrence, between two groups over time. It reflects the ratio of hazard rates—the instantaneous risk of the event occurring—between a treatment group and a control group. This measure provides valuable insights into the relative effectiveness of a treatment by assessing how the risk of an event differs between the two groups.
For example, in a clinical trial...
For example, in a clinical trial...
241
Odds Ratio
258
The odds ratio (OR) is a statistical measure used extensively in epidemiology and research to quantify the strength of association between exposure and outcome across different groups. Unlike relative risk, which compares the probabilities of an event occurring, the odds ratio compares the odds of an event occurring in the exposed group to the odds of it occurring in the unexposed group. The odds, in this context, are calculated as the probability of the event happening divided by the...
258


