Electrical and Electronics Engineering, Karamanoglu Mehmetbey University, Karaman, Turkey.
Department of Biomedical Engineering, Faculty of Engineering, Universiti Malaya, Kuala Lumpur, Malaysia.
Front Public Health. 2022 May 31;10:855994. doi: 10.3389/fpubh.2022.855994. eCollection 2022.
Artificial intelligence researchers conducted different studies to reduce the spread of COVID-19. Unlike other studies, this paper isn't for early infection diagnosis, but for preventing the transmission of COVID-19 in social environments. Among the studies on this is regarding social distancing, as this method is proven to prevent COVID-19 to be transmitted from one to another. In the study, Robot Operating System (ROS) simulates a shopping mall using Gazebo, and customers are monitored by Turtlebot and Unmanned Aerial Vehicle (UAV, DJI Tello). Through frames analysis captured by Turtlebot, a particular person is identified and followed at the shopping mall. Turtlebot is a wheeled robot that follows people without contact and is used as a shopping cart. Therefore, a customer doesn't touch the shopping cart that someone else comes into contact with, and also makes his/her shopping easier. The UAV detects people from above and determines the distance between people. In this way, a warning system can be created by detecting places where social distance is neglected. Histogram of Oriented-Gradients (HOG)-Support Vector Machine (SVM) is applied by Turtlebot to detect humans, and Kalman-Filter is used for human tracking. SegNet is performed for semantically detecting people and measuring distance via UAV. This paper proposes a new robotic study to prevent the infection and proved that this system is feasible.
人工智能研究人员进行了不同的研究来减少 COVID-19 的传播。与其他研究不同,本文不是用于早期感染诊断,而是用于预防 COVID-19 在社交环境中的传播。关于这方面的研究之一是关于社交距离,因为这种方法已被证明可以防止 COVID-19 在人与人之间传播。在这项研究中,机器人操作系统(ROS)使用 Gazebo 模拟了一个购物中心,Turtlebot 和无人机(DJI Tello)监测顾客。通过 Turtlebot 捕获的帧分析,可以识别和跟踪购物中心内的特定人员。Turtlebot 是一种无需接触即可跟随人员的轮式机器人,可用作购物车。因此,顾客不会接触到其他人接触过的购物车,同时也使购物变得更加轻松。无人机从上方检测人员并确定人员之间的距离。通过这种方式,可以通过检测忽略社交距离的地方来创建警告系统。Turtlebot 应用方向梯度直方图(HOG)-支持向量机(SVM)来检测人员,并且使用卡尔曼滤波器进行人员跟踪。SegNet 用于通过无人机进行语义检测和距离测量。本文提出了一种新的机器人研究来预防感染,并证明了该系统的可行性。