Automated software performance optimization – Complete Phd and Masters Thesis

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Introduction

Automated software performance optimization is a critical area of research in the field of software engineering. With the increasing complexity of software systems and the demand for high performance applications, there is a growing need for automated techniques to optimize the performance of software systems. This thesis aims to investigate various automated approaches to software performance optimization and evaluate their effectiveness in improving the overall performance of software applications.

1.2 Background of Study

This chapter will provide an overview of the current state of software performance optimization techniques and discuss the limitations of existing manual optimization methods. It will also highlight the importance of automated performance optimization in modern software development processes.

1.3 Problem Statement

This section will identify the main challenges and issues related to software performance optimization, such as the complexity of software systems, the time-consuming nature of manual optimization, and the difficulty of achieving optimal performance levels.

1.4 Objective of Study

This chapter will outline the objectives of the research, which include evaluating different automated software performance optimization techniques, comparing their effectiveness, and identifying the best practices for improving software performance.

1.5 Limitation of Study

This section will discuss the limitations and constraints of the research, such as the availability of resources, time constraints, and the complexity of software performance optimization techniques.

1.6 Scope of Study

This chapter will define the scope of the research, including the software systems and performance optimization techniques that will be evaluated and compared in the study.

1.7 Significance of Study

This section will highlight the significance of the research in the field of software engineering and discuss the potential impact of the findings on the development of high-performance software applications.

1.8 Structure of the Thesis

This chapter will outline the structure of the thesis, including the chapters and sections that will be covered in the research.

1.9 Definition of Terms

This section will provide definitions of key terms and concepts used throughout the thesis, such as software performance optimization, automated optimization techniques, and performance metrics.

Chapter Two: Literature Review

– Overview of software performance optimization techniques
– Comparison of manual vs. automated optimization methods
– Evaluation of different automated optimization tools and frameworks
– Case studies of successful automated performance optimization projects
– Best practices for improving software performance

Chapter Three: System Design and Methodology

– Research methodology and approach
– Selection of software systems for evaluation
– Design of experiments and performance benchmarks
– Implementation of automated optimization techniques
– Evaluation metrics and performance analysis

Chapter Four: System Implementation

– Implementation of automated optimization tools and frameworks
– Optimization process and performance improvements
– Validation of performance results
– Comparison with manual optimization methods
– Discussion of findings and implications

Chapter Five: Conclusion and Summary

– Summary of research findings
– Contribution to the field of software performance optimization
– Limitations of the study and future research directions
– Conclusion and recommendations for practitioners

Thesis Overview on Automated Software Performance Optimization

Automated software performance optimization is a critical area of research in the field of software engineering. This thesis aims to investigate various automated approaches to software performance optimization and evaluate their effectiveness in improving the overall performance of software applications. The research will involve a comprehensive literature review of existing optimization techniques, a detailed study of the system design and methodology, implementation of automated optimization tools, and a thorough analysis of the performance results. The findings of this research will contribute to the development of best practices for improving software performance and will have significant implications for the field of software engineering.

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