Next Steps
Planned changes to improve the model and results.
Model Updates
- LKJ Cholesky Matrix: Adding correlated stochastic innovations.
- Non-linear Gating: Using a neural network to select experts rather than linear gating.
- Gamma-GB2 Hybrid: Take the best parts of both models and stack them.
Engineering Updates
- Interactive terms: Add terms to improve cooling end use through humidity-solar-temperature interactions.
- Canadian ResStock: Run energy-plus to create a canadian fully electric dataset and use it for training.
- Refactoring and Documentation: Optimize model and then create a technical specification.
- Finish Write-up: Revamp results for an improved write-up.
Open Source
- Model: Release a public model with all the code needed to reproduce it.
- Results: Release all code to recreate results alongside report.