Department of Digital Systems, University of Piraeus, 185 34 Piraeus, Greece.
Sensors (Basel). 2022 Dec 29;23(1):367. doi: 10.3390/s23010367.
Training blind and visually impaired individuals is an important but often neglected aspect of Assistive Technology solutions (ATs) that can benefit from systems utilizing multiple sensors and hardware devices. Training serves a dual purpose as it not only enables the target group to effectively utilize the ATs but, also, helps in improving their low acceptance rate. In this paper, we present the design, implementation, and validation of a smartphone-based training application. It is a form of immersive system that enables users to learn the features of an outdoor blind pedestrian navigation application and, simultaneously, to help them develop long-term Orientation and Mobility (O&M) skills. The system consists of an Android application leveraging, as data sources, an external high-accuracy GPS sensor for real-time pedestrian mobility tracking, a second custom-made device attached to traffic lights for identifying their status, and an ultra-sonic sensor for detecting near-field obstacles on the navigation path of the users. The training version running as an Android application employs route simulation with audio and haptic feedback, is functionally equivalent to the main application, and was used in the context of specially designed user-centered training sessions. A Usability and User Experience (UX) evaluation revealed the positive attitude of the users towards the training version as well as their satisfaction with the skills acquired during their training sessions (SUS = 69.1, UEQ+ = 1.53). Further confirming the positive attitude was the conduct of a Recursive Neural Network (RNN)-based sentiment analysis on user responses with a score of 3 on a scale from 0 to 4. Finally, we conclude with the lessons learned and the proposal of general design guidelines concerning the observed lack of accessibility and non-universal interfaces.
培训视障人士是辅助技术(AT)解决方案中一个重要但经常被忽视的方面,该方案可以受益于利用多个传感器和硬件设备的系统。培训具有双重目的,不仅使目标群体能够有效地使用 AT,而且有助于提高他们的低接受率。在本文中,我们提出了一种基于智能手机的培训应用程序的设计、实现和验证。它是一种沉浸式系统,使用户能够学习户外盲人导航应用程序的功能,同时帮助他们发展长期的方向感和行动能力(O&M)技能。该系统由一个利用外部高精度 GPS 传感器进行实时行人移动跟踪的 Android 应用程序、一个附加在交通信号灯上用于识别其状态的第二个定制设备以及一个用于检测用户导航路径上近场障碍物的超声波传感器组成。作为 Android 应用程序运行的培训版本采用了具有音频和触觉反馈的路线模拟,在功能上等同于主应用程序,并在专门设计的以用户为中心的培训课程中使用。可用性和用户体验(UX)评估显示了用户对培训版本的积极态度以及他们对培训课程中获得的技能的满意度(SUS=69.1,UEQ+=1.53)。进一步证实了这种积极态度的是对用户响应进行基于递归神经网络(RNN)的情感分析,得分为 4 分制的 3 分。最后,我们总结了经验教训,并就观察到的无障碍和非通用接口缺乏问题提出了一般设计准则的建议。