Detecting Unsafe Use of a Four-Legged Walker using IoT and Deep Learning

Khodadadeh, Siavash; Zehtabian, Sharare; Guilbe, Jonathan; Pearlman, Ross L; Willenberg, Bradley J.; Kim, Brian; Ross, Edward A.; Bölöni, Ladislau; Turgut, Damla

doi:10.1109/icc.2019.8761068

Cited by 5 publications

(4 citation statements)

References 20 publications

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“…The planning process for making this tool includes all stages related to the series, namely Hardware and Software planning (programming language), for example, the selection and preparation of each component, PCB manufacturing, installation of parts, and testing of tools [12]- [15].…”

Section: Planning Toolsmentioning

confidence: 99%

“…Therefore, a walker is required for the visually impaired standard A common walker is a stick that helps you assess the condition of the road and the obstacles in front of you. Various innovations have been developed using electronic technology to provide accurate information about road conditions and obstacles [12]. The developing electric mobility aids are not only walking sticks [13]- [18].…”

Section: Introductionmentioning

confidence: 99%

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Design a Visually Impaired Walker Using an Internet of Thing -Based Smart Bracelet

Mazhari,

Paramytha

2023

sitekin

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The eyes are one of the most important senses in the human body. They are used to understanding the surrounding situation so people can understand what is around them. Visual impairment is divided into two types, total blindness and low vision, depending on the degree of disability. A standard walker is a stick that helps you assess the condition of the road and the obstacles in front of you. The developing electric mobility aids are not only walking sticks. A glove-shaped walker was developed to detect objects before the tent and provide information from beeps and vibrations. Produce a walker using a visually impaired smart bracelet using sensor technology to help the blind's vigilance and mobility capable of detecting objects at a predetermined distance. The tool successfully outputs information in human voices recorded in DFPlayer Mini according to the conditions of ultrasonic sensor readings and monitoring of smart bracelets through the blynk application. Operation There are buttons used to turn the system on and off. All sensor inputs and outputs will be processed using the ESP-8266 NodeMCU. From the test results of the entire system, it can be concluded that the smart bracelet runs optimally according to the block diagram the author has compiled. Write down the conclusions of your paper and further research suggestions in the form of narratives and not in bullet or numeral form.

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Section: Planning Toolsmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Design a Visually Impaired Walker Using an Internet of Thing -Based Smart Bracelet

Mazhari,

Paramytha

2023

sitekin

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“… Most of the time, when people are in tour, there is no other option to water the plants, and other alternatives are costly and unsafe [8].  The majority of smart devices, whether agents, gadgets, or systems, have complex and expensive user interfaces, are not portable, and are hard to comprehend by regular people [9].…”

Section: Problem Statementmentioning

confidence: 99%

Iot and Artificial Intelligence Based Smart Gardening and Irrigation System

2023

IRJMETS

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Most individuals don't have enough time in their busy daily schedules to practice gardening, despite the fact that it's essential to making cities green by maintaining rooftop gardens. In this project, we attempted to make gardening considerably simpler. By using this system, anyone can water the plant from anywhere in the world by just clicking their smartphone because it can water rooftop and balcony gardens both manually and automatically via the internet. The required hardware is a NodeMCU ESP8266, a 5V water motor, a 9V battery, a relay module, a rain sensor, a temperature and humidity sensor (DHT11), a soil moisture sensor (V1.2), and a soil moisture sensor (YL-69). This system will simplify things for gardeners who lack the time to water their plants by enabling them to do it from anywhere on earth.

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“…In a follow-up paper, Khodadadeh et al [ 8 ] processes the walker’s data stream using a deep neural network-based classifier. This allows the detection of unsafe usage that could hinder a patient’s rehabilitation.…”

Section: Related Workmentioning

confidence: 99%

A Smart Walker for People with Both Visual and Mobility Impairment

Mostofa

Feltner

Fullin

et al. 2021

Sensors

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In recent years, significant work has been done in technological enhancements for mobility aids (smart walkers). However, most of this work does not cover the millions of people who have both mobility and visual impairments. In this paper, we design and study four different configurations of smart walkers that are specifically targeted to the needs of this population. We investigated different sensing technologies (ultrasound-based, infrared depth cameras and RGB cameras with advanced computer vision processing), software configurations, and user interface modalities (haptic and audio signal based). Our experiments show that there are several engineering choices that can be used in the design of such assistive devices. Furthermore, we found that a holistic evaluation of the end-to-end performance of the systems is necessary, as the quality of the user interface often has a larger impact on the overall performance than increases in the sensing accuracy beyond a certain point.

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Detecting Unsafe Use of a Four-Legged Walker using IoT and Deep Learning

Cited by 5 publications

References 20 publications

Design a Visually Impaired Walker Using an Internet of Thing -Based Smart Bracelet

Design a Visually Impaired Walker Using an Internet of Thing -Based Smart Bracelet

Iot and Artificial Intelligence Based Smart Gardening and Irrigation System

A Smart Walker for People with Both Visual and Mobility Impairment

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