Edge AI for autonomous delivery robots – Complete Phd and Masters Thesis

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Introduction

Autonomous delivery robots are gaining popularity in various industries for their ability to efficiently deliver goods and services without human intervention. These robots are equipped with advanced technologies such as Artificial Intelligence (AI) to navigate through complex environments and deliver packages to the designated destination. One of the key technologies driving the success of autonomous delivery robots is Edge AI, which enables these robots to make real-time decisions on the edge of the network without relying on cloud connectivity.

This thesis focuses on the application of Edge AI for autonomous delivery robots and explores its potential to improve the efficiency, reliability, and safety of delivery operations. By leveraging Edge AI, these robots can process data locally, reduce latency, and enhance decision-making capabilities in dynamic environments. This research aims to investigate the impact of Edge AI on autonomous delivery robots and address key challenges in the deployment of such systems.

Table of Contents

Chapter 1: Introduction
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 2: Literature Review
2.1 Overview of Autonomous Delivery Robots
2.2 Edge Computing and AI
2.3 Edge AI for Robotics
2.4 Challenges in Autonomous Delivery
2.5 Edge AI Applications in Delivery Robots
2.6 Case Studies
2.7 Future Trends
2.8 Comparative Analysis
2.9 Theoretical Framework
2.10 Summary

Chapter 3: Research Methodology
3.1 Research Design
3.2 Data Collection Methods
3.3 Data Analysis Techniques
3.4 Sampling Strategy
3.5 Research Instruments
3.6 Ethical Considerations
3.7 Pilot Study
3.8 Validity and Reliability
3.9 Limitations
3.10 Summary

Chapter 4: Discussion of Findings
4.1 Data Analysis
4.2 Results Interpretation
4.3 Comparison with Literature
4.4 Implications for Practice
4.5 Recommendations
4.6 Future Research Directions
4.7 Conclusion
4.8 Limitations
4.9 Summary

Chapter 5: Conclusion and Summary
5.1 Summary of Findings
5.2 Contributions to Knowledge
5.3 Practical Implications
5.4 Theoretical Implications
5.5 Limitations of the Study
5.6 Recommendations for Future Research
5.7 Conclusion

Thesis Overview on Edge AI for Autonomous Delivery Robots

The emergence of autonomous delivery robots powered by Edge AI technology has revolutionized the logistics industry, offering a more efficient and cost-effective solution for last-mile delivery. This thesis explores the application of Edge AI in autonomous delivery robots and its implications for improving delivery operations. Chapter 1 provides an introduction to the research, highlighting the background, problem statement, objectives, limitations, and scope of the study.

In Chapter 2, a comprehensive literature review examines the key concepts related to autonomous delivery robots, Edge computing, AI, and their synergistic applications. The chapter also includes case studies, future trends, and a theoretical framework for understanding the research context. Chapter 3 outlines the research methodology, including research design, data collection methods, sampling strategy, ethical considerations, and data analysis techniques.

Chapter 4 delves into the discussion of findings, presenting the results of data analysis, interpretation, comparison with the literature, implications for practice, recommendations, and future research directions. The chapter concludes with a summary of the key insights and limitations of the study. Finally, Chapter 5 offers a conclusion and summary of the project, highlighting the contributions to knowledge, practical and theoretical implications, recommendations for future research, and a conclusion on the significance of Edge AI for autonomous delivery robots.

Overall, this thesis provides a detailed examination of the role of Edge AI in enhancing the capabilities of autonomous delivery robots and sheds light on the potential benefits and challenges associated with this innovative technology. The research aims to contribute to the existing body of knowledge in the field of robotics and AI, offering insights for practitioners, researchers, and policymakers interested in improving last-mile delivery operations.

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