Assessing AI Integration to Enhance Sensor Efficiency versus Power Consumption in Electronic Systems

1. Introduction 1.1 Background and Motivation 1.2 Objectives of the Study 1.3 Structure of the Paper 2. Fundamentals of AI and Sensors 2.1 Overview of Artificial Intelligence 2.2 Sensor Technology Basics 2.3 Role of AI in Sensor Applications 3. Current Trends in AI Integration 3.1 State-of-the-Art AI Models 3.2 Advances in Sensor Technologies 3.3 AI-Sensor Synergy in Electronics 4. Efficiency Metrics in Electronic Systems 4.1 Defining Sensor Efficiency 4.2 Power Consumption Parameters 4.3 Balance Between Efficiency and Consumption 5. Case Studies and Applications 5.1 AI in Smart Home Devices 5.2 Automotive Sensor Systems 5.3 Industrial Monitoring Applications 6. Challenges and Limitations 6.1 Technical and Algorithmic Barriers 6.2 Energy Constraints and Solutions 6.3 Privacy and Security Concerns 7. Future Prospects and Opportunities 7.1 Emerging Technologies in AI 7.2 Potential Innovations in Sensor Design 7.3 Next-Generation Electronic Systems 8. Conclusion 8.1 Summary of Key Findings 8.2 Implications for Research and Practice 8.3 Recommendations for Future Work