An Experience with Multi-sensor Robot for Adaptive Human Sensing

Sonia, Prateek Vij, R. Baruah
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Abstract

Human sensing is vital to multiple applications such as smart homes, assisted living, traffic control, serving robot, rescue operations, etc. For healthy growing, robots are designed for human beings for various purposes such as assisted living, to have a conversation with individuals to avoid depression, a service robot, etc. Since the robot(s) have to work in the close vicinity of humans, it is necessary for the robot(s) to sense the human presence adaptively with the change in environment and also localize itself in an indoor scenario where GPS fails to work. In this paper, we propose a solution based on Analog Ultrasonic Sensor (AUS), Passive Infrared (PIR) sensor, and RGB camera where a robot (on which sensors are mounted) can adapt with changing the environment to sense human presence. Also, the robot can make a decision which sensor to be ruled out from decision making for a particular environment and can localize itself with the help of sonar data in an indoor scenario. Experiments are carried out to apprehend the proposed method in different environments, and results show the efficacy of the proposed method. We have also emphasized on the lessons learned and difficulties faced during the implementation of the adaptive human sensing and localization.
多传感器机器人的自适应人体感知经验
人类感知对于智能家居、辅助生活、交通控制、服务机器人、救援行动等多种应用至关重要。为了健康成长,机器人是为人类设计的各种用途,如辅助生活,与个人交谈以避免抑郁,服务机器人等。由于机器人必须在人类附近工作,因此机器人需要根据环境的变化自适应地感知人类的存在,并在GPS无法工作的室内场景中进行定位。在本文中,我们提出了一种基于模拟超声传感器(AUS),被动红外传感器(PIR)和RGB相机的解决方案,其中机器人(安装传感器)可以适应不断变化的环境以感知人类的存在。此外,机器人可以决定在特定环境中排除哪个传感器,并可以在室内场景中借助声纳数据进行自我定位。在不同的环境下进行了实验,结果表明了该方法的有效性。我们还强调了自适应人体传感和定位在实施过程中的经验教训和面临的困难。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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