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Appendix
Supplementary material supporting the main research narrative: documented failure modes, limitations, and the full assumption registry used across all models.
Appendix A: Dataset Details and Data Sources
See Datasets for structured data.
Appendix B: Algorithm Hyperparameters
See Reinforcement and Methodology.
Appendix E: Repositories and Reproducibility
Code and data available via Downloads.
Section A: What Problem Does This Thesis Address?
Explore the Research Q&A for structured answers.
Why Existing Methods Fail?
See Research Q&A.
What is the Proposed Framework?
See Overview and Research Q&A.
What are the quantitative results?
See Results and Research Q&A.
Section E: What Are the Policy Implications?
See Research Q&A.
Section F: What Are Limitations and Future Directions?
See Failure Modes and Research Q&A.
Explore
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Failure Modes & Known Limitations
Honest documentation of where models perform poorly, known instabilities, and methodological limitations.
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Assumption Registry
Central registry of all key model assumptions — demand, technology costs, policy, and grid parameters.
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Research Q&A
50 research questions with answers linked to evidence in the thesis. Claim → Evidence → Source.