Advanced control algorithms for prosthetic limbs – Complete Phd and Masters Thesis

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Introduction

Prosthetic limbs have been a vital technological advancement in the healthcare industry, allowing individuals who have lost a limb to regain mobility and independence. However, the traditional control algorithms used in prosthetic limbs have limitations in terms of functionality and efficiency. Advanced control algorithms have the potential to greatly improve the performance and usability of prosthetic limbs by providing more natural and intuitive control for the user. This thesis will focus on the development and implementation of advanced control algorithms for prosthetic limbs, with the aim of improving the overall functionality and user experience.

1.1 Introduction

1.2 Background of Study

1.3 Problem Statement

1.4 Objective of Study

1.5 Limitation of Study

1.6 Scope of Study

1.7 Significance of Study

1.8 Structure of the Thesis

1.9 Definition of Terms

Chapter Two: Literature Review

2.1 Overview of Prosthetic Limbs

2.2 Traditional Control Algorithms for Prosthetic Limbs

2.3 Advances in Control Algorithms for Prosthetic Limbs

2.4 User Experience in Prosthetic Limb Control

2.5 Biomechanics of Limb Movement

2.6 Neural Interfaces for Prosthetic Limbs

2.7 Machine Learning and Artificial Intelligence in Prosthetic Limb Control

2.8 Sensor Technology for Prosthetic Limbs

2.9 Current Trends and Future Directions in Prosthetic Limb Control

2.10 Summary of Literature Review

Chapter Three: System Design and Methodology

3.1 System Architecture for Advanced Control Algorithms

3.2 Selection of Control Algorithm

3.3 Data Acquisition and Processing

3.4 Sensor Integration

3.5 Neural Interface Implementation

3.6 Machine Learning Model Development

3.7 Testing and Validation Methods

3.8 Performance Metrics

Chapter Four: System Implementation

4.1 Implementation of Advanced Control Algorithms in Prototype Prosthetic Limb

4.2 Calibration and Tuning of Control Algorithms

4.3 Real-time Feedback and Adjustment

4.4 User Training and Adaptation

4.5 Performance Evaluation

4.6 Comparison with Traditional Control Algorithms

Chapter Five: Conclusion and Summary

5.1 Recap of Objectives and Findings

5.2 Discussion of Results

5.3 Implications of Study

5.4 Future Directions for Research

5.5 Conclusion

Thesis Overview

The use of advanced control algorithms in prosthetic limbs has the potential to significantly improve the functionality and user experience of these devices. This thesis will explore the development and implementation of advanced control algorithms for prosthetic limbs, focusing on providing more natural and intuitive control for the user. The literature review will provide an overview of current research and trends in prosthetic limb control, while the system design and methodology chapter will outline the steps taken to implement advanced control algorithms in a prototype prosthetic limb. The system implementation chapter will detail the calibration, testing, and evaluation of the advanced control algorithms, comparing the results with traditional control algorithms. Finally, the conclusion and summary chapter will discuss the implications of the study and suggest future directions for research in this area.

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