Jozef Stefan Institute, Jamova cesta 39, 1000 Ljubljana, Slovenia.
Jozef Stefan International Postgraduate School, Jamova cesta 39, 1000 Ljubljana, Slovenia.
Sensors (Basel). 2022 Feb 23;22(5):1754. doi: 10.3390/s22051754.
The increased mobility requirements of modern lifestyles put more stress on existing traffic infrastructure, which causes reduced traffic flow, especially in peak traffic hours. This calls for new and advanced solutions in traffic flow regulation and management. One approach towards optimisation is a transition from static to dynamic traffic light intervals, especially in spots where pedestrian crossing cause stops in road traffic flow. In this paper, we propose a smart pedestrian traffic light triggering mechanism that uses a Frequency-modulated continuous-wave (FMCW) radar for pedestrian detection. Compared to, for example, camera-surveillance systems, radars have advantages in the ability to reliably detect pedestrians in low-visibility conditions and in maintaining privacy. Objects within a radar's detection range are represented in a point cloud structure, in which pedestrians form clusters where they lose all identifiable features. Pedestrian detection and tracking are completed with a group tracking (GTRACK) algorithm that we modified to run on an external processor and not integrated into the used FMCW radar itself. The proposed prototype has been tested in multiple scenarios, where we focused on removing the call button from a conventional pedestrian traffic light. The prototype responded correctly in practically all cases by triggering the change in traffic signalization only when pedestrians were standing in the pavement area directly in front of the zebra crossing.
现代生活方式对移动性的要求不断提高,给现有交通基础设施带来了更大的压力,这导致交通流量减少,尤其是在交通高峰期。这就需要在交通流量调节和管理方面采用新的先进解决方案。一种优化方法是将交通信号灯间隔从静态转变为动态,特别是在行人穿越导致道路交通流停止的地方。在本文中,我们提出了一种使用调频连续波(FMCW)雷达进行行人检测的智能行人交通灯触发机制。与例如摄像监控系统相比,雷达在低能见度条件下可靠检测行人以及保持隐私方面具有优势。雷达探测范围内的物体以点云结构表示,其中行人形成集群,失去所有可识别的特征。行人检测和跟踪使用我们修改后的群组跟踪(GTRACK)算法完成,并在外部处理器上运行,而不是集成到使用的 FMCW 雷达本身中。该原型已在多个场景中进行了测试,我们专注于从传统的行人交通灯上移除呼叫按钮。在实际所有情况下,原型的响应都是正确的,只有当行人站在斑马线上方的路面区域时,才会触发交通信号的变化。