Full wireless goniometer design with activity recognition for upper and lower limb

IF 1.9 4区 计算机科学 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Cemil Keskinoğlu , Ahmet Aydın
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引用次数: 0

Abstract

People must move using their lower and upper extremities to complete their work. Depending on these extremities' using frequency or different effects such as age, genetics, and body weight, the extremities' ability may decrease. The joints' range of motion(ROM) is measured to evaluate this decrease. Different systems, such as conventional goniometers, mobile phone applications, and sensor-based systems, can measure the ROM value. Still, it can be challenging to measure this parameter in different situations, such as training, moving activities, etc. The partial wireless goniometer and a companion 3D visualization and control GUI were developed in our previous study. However, it was difficult to mount it on the limbs at a distance, or it was impossible to use it for both legs to measure the hip angles. Therefore, this study presents a full wireless goniometer system that can simultaneously measure in real-time and show joint movements in a 3D model for the upper and lower extremities. The angle values required for the ROM were measured with two IMU sensors. Two ESP32s were used as microcontrollers in the system, and a fully wireless system was enabled by transferring data via ESP-NOW and Bluetooth. Thanks to ESP-NOW, the system has less latency compared to other protocols and can transmit data over longer distances. The developed system can also perform activity recognition which is not available in other goniometers. The measurements of the system were compared with a conventional goniometer, and their results were found to be completely correlated (ρc=1).

Abstract Image

全无线动态关节角度计设计,具有上下肢活动识别功能
人们必须通过上下肢的运动来完成工作。根据这些肢体的使用频率或不同的影响(如年龄、遗传和体重),肢体的能力可能会下降。测量关节的活动范围(ROM)就是为了评估这种下降。不同的系统,如传统的动态关节角度计、手机应用程序和基于传感器的系统,都可以测量 ROM 值。不过,在训练、活动等不同情况下测量这一参数仍具有挑战性。我们在之前的研究中开发了部分无线动态关节角度计和配套的三维可视化控制图形用户界面。然而,将其安装在远距离的肢体上存在困难,或者无法用于双腿测量髋关节角度。因此,本研究提出了一种全无线动态关节角度计系统,可同时实时测量上下肢的关节运动并在三维模型中显示。ROM 所需的角度值由两个 IMU 传感器测量。系统中使用了两个 ESP32 作为微控制器,通过 ESP-NOW 和蓝牙传输数据,实现了全无线系统。与其他协议相比,ESP-NOW 使系统的延迟时间更短,数据传输距离更远。开发的系统还能进行活动识别,这是其他动态关节角度计所不具备的。该系统的测量结果与传统的动态关节角度计进行了比较,发现两者的测量结果完全相关。
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来源期刊
Microprocessors and Microsystems
Microprocessors and Microsystems 工程技术-工程:电子与电气
CiteScore
6.90
自引率
3.80%
发文量
204
审稿时长
172 days
期刊介绍: Microprocessors and Microsystems: Embedded Hardware Design (MICPRO) is a journal covering all design and architectural aspects related to embedded systems hardware. This includes different embedded system hardware platforms ranging from custom hardware via reconfigurable systems and application specific processors to general purpose embedded processors. Special emphasis is put on novel complex embedded architectures, such as systems on chip (SoC), systems on a programmable/reconfigurable chip (SoPC) and multi-processor systems on a chip (MPSoC), as well as, their memory and communication methods and structures, such as network-on-chip (NoC). Design automation of such systems including methodologies, techniques, flows and tools for their design, as well as, novel designs of hardware components fall within the scope of this journal. Novel cyber-physical applications that use embedded systems are also central in this journal. While software is not in the main focus of this journal, methods of hardware/software co-design, as well as, application restructuring and mapping to embedded hardware platforms, that consider interplay between software and hardware components with emphasis on hardware, are also in the journal scope.
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