Framework for Feasibility Study of Low-Carbon Ammonia Utilization Strategies in the Energy Sector : Stochastic Optimization, Techno-Economic Analysis, and Machine Learning Predictions

목차 (Table of Contents)

• Abstract I
• Contents IV
• List of Figures VI
• List of Tables VIII
• Nomenclature X
• 1. Introduction 1
• References 11
• 2. Theoretical & Mathematical Development 12
• 2.1 Analysis of trading data 12
• 2.2 Stochastic optimization 22
• 2.3 Process simulation 35
• 2.4 Economic and carbon footprint analysis 40
• 2.5 Machine learning 45
• References 47
• 3. Results 49
• 3.1 Optimization of ammonia import 49
• 3.2 Modeling of ammonia utilization strategies 61
• 3.2.1 Ammonia-based hydrogen production 62
• 3.2.2 Ammonia-based electricity generation 69
• 3.3 Economic and environmental assessment 76
• 3.4 Machine-learning based evaluation 79
• References 87
• 4. Conclusion 88
• 5. Appendix 90
• References 94
• Acknowledgements 96