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Basic Design of Visual Saliency Based Autopilot System Used for Omnidirectional Mobile Electric Wheelchair

机译:基于视觉显着性的全向电动轮椅自动驾驶系统的基本设计

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This paper presents a fundamental design of an autopilot system to actualize automatic locomotion for an electric wheelchair with emphasis on simplicity and functionality. For this study, we designed a novel electric wheelchair with advanced mobility using Mecanum wheels that actualize omnidirectional movements without turning and developed a prototype with consideration devoted to the exterior design. Moreover, our developed prototype is considered with devotion of the exterior design. Our design concept is Electric Personal Assistive Mobility Device (EPAMD), which has ease of integration with a person's daily life. To prevent collisions, ranging sensors and depth sensors are used for environmental recognition. This paper presents global locomotion and local locomotion as frame- works for an autopilot. For global locomotion, we address algorithms of visual landmark detection based on visual saliency and the creation of category maps based on adaptive and unsupervised machine learning. Our method visualizes time-series features and their relations on visual landmarks in a low-dimensional space. We examine a novel design and its possible adaptation to an electric wheelchair as an EPAMD, especially intended to improve the independence of elderly people in their daily life.
机译:本文介绍了自动驾驶仪系统的基本设计,以实现电动轮椅的自动运动,并着重于其简单性和功能性。在本研究中,我们使用Mecanum轮设计了一种具有先进机动性的新型电动轮椅,该轮可实现全向运动而无需转弯,并开发了一款专门针对外观设计的原型。此外,我们开发的原型还考虑了外观设计。我们的设计概念是电动个人辅助移动设备(EPAMD),它易于与人的日常生活融合。为了防止碰撞,测距传感器和深度传感器用于环境识别。本文介绍了整体运动和局部运动作为自动驾驶仪的框架。对于全局运动,我们解决了基于视觉显着性的视觉界标检测算法,以及基于自适应和无监督机器学习的类别映射的创建。我们的方法将时间序列特征及其在低维空间中视觉地标上的关系可视化。我们研究了一种新颖的设计及其可能适合作为EPAMD的电动轮椅,特别是旨在提高老年人日常生活中的独立性。

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