This project is about developing a wearble device that includes a sensor band and hand exoskeleton. The purpose is to assist hand motion when it is closed to grasp an object. A soft hand exoskeleton will be designed in this project. The exoskeleton will be driven using cables, which are contr
Hand Exoskeleton for Assistance in Grasping Using Force Myography
This project is about developing a wearble device that includes a sensor band and hand exoskeleton. The purpose is to assist hand motion when it is closed to grasp an object.
A soft hand exoskeleton will be designed in this project. The exoskeleton will be driven using cables, which are controlled via servo motor.
Sensor band is developed to detect muscle activity. Muscle activity is recorded using forcemyography technique. In this technique force sensors are used that are placed around the muscles, which measures the force when a movement is performed. The data from muscle activity is processed to classify two hand motions, open and close, using machine learning technique. In this project two techniques logistic regression and support vector machine will be implemented. Logistic regression is the most basic technique in machine learning domain that will be implemented to develop understanding of AI domain. Support vector machine is an optimized machine learning algorithm and extensively used for is good performance.
Waterfall methadology will be implemented in this project. In this method tasks are listed down sequentially and exceuted one after the other in the exact sequence they are listed in.
The tasks that will be performed to achieve the objectives of this project are shown below:
| Analysis |
| Design |
| Prototyping |
| Integration |
| Stage 1 Testing |
| Stage 2 testing |
| Final product |
Analysis
Design
Prototyping
Integration
Stage 1 Testing
Stage 2 testing
Final product
Following are the benefits of this project.
The platform that will be developed could be used by researchers in field of biomedical engineering and real-time machine learning applications
The final deliverable will comprise the details of following components.
| Design |
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