In this article, we discuss the performance of a sensor system with 12 input features and a time-domain dataset, accompanied by a 4-sensor label output with time-domain values. To evaluate the model’s performance, we focus on the Mean Absolute Error…
In this article, we explore how we utilized ChatGPT, specifically the GPT-4 model, to identify the best artificial neural network library and model for a system with 12 sensor input features and a time-domain dataset, accompanied by a 4-sensor label…
The screenshots are for only 1 sensor from OpenMuscle12 and only 1 finger from LASK4. Download the full dataset and play around with it and tell us what you think.Here is the raw data for the feature and label data…
Introducing the LASK4 System: The Biometric Prosthetic Sensor Label Acquiring Device (prototype Stage) The LASK4 system is a groundbreaking device designed to aid individuals who require hand rehabilitation due to surgeries or other circumstances. But what exactly is the LASK4…
The LASK4 systems was designed to help me train artificial neural networks with finger movement data. These labels are what we use along side Open Muscle to find the least expensive prosthetic sensor. All released opensource and open hardware, find…
In recent years, the growth of open-source hardware has gained traction, especially with the advent of the Internet of Things (IoT) devices. It has given rise to a new wave of makers and innovators who are creating affordable, accessible, and…
The last Open Muscle version 12 had two variations: The 6X2 and the 12X1 named based on their sensor configuration. The next Open Muscle system will be called Open Muscle 24 or when referenced on github or in code: OM-24.…
Deep learning has shown a great promise in many areas of technology were data widely available. There are certain areas that deep learning can be applied to but the infrastructure for data collection is young and not yet matured. Open…
We are excited to start capturing the labeled training data with the aide of the new open muscle lask device which is a modified physical therapy tool aimed at strengthening the fingers and dexterity of the hand. We did a…
Working on the documentation for open muscle there were a few definitions or naming conventions that we needed to settle on. Since we are primarily approaching this problem from a regression training approach with labels we wanted to give the…