Add Source to Electricity Distribution Grid Investments

[toniseibold]

Before asking for a review for this PR make sure to complete the following checklist:

• Workflow with target rule ariadne_all completes without errors
• The logic of export_ariadne_variables has been adapted to the changes
• One or several figures that validate the changes in the PR have been posted as a comment
• A brief description of the changes has been added to Changelog.md
• The latest main has been merged into the PR
• The config has a new prefix of the format YYYYMMDDdescriptive_title

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Ariadne Variables

Comparison

	NRMSE	Pearson
Capacity|Hydrogen|Gas|w/ CCS	0.807	-0.601
System Cost|Capex|Hydrogen|Gas|w/ CCS	0.807	-0.602
Investment|Energy Supply|Hydrogen|Gas|w/ CCS	0.564	0.273
System Cost|OPEX|Electricity|Hydrogen|OC	0.526	-0.151
Price|Secondary Energy|Gases|Hydrogen	0.521	0.000
System Cost|Capex|Gases|Hydrogen	0.515	0.031
Investment|Energy Supply|Liquids|Biomass	0.512	1.000
Capacity|Electricity|Storage Converter	0.501	-0.032
System Cost|Capex|Electricity|Hydrogen|OC	0.499	-0.156
System Cost|OPEX|Electricity|Storage Converter|Stationary Batteries	0.466	-0.043
System Cost|OPEX|Heat|Biomass|w/ CCS	0.463	0.073
System Cost|Capex|Heat|Biomass|w/ CCS	0.447	0.124
System Cost|OPEX|Electricity|Hydro	0.436	-0.069
System Cost|OPEX|Hydrogen|Gas|w/ CCS	0.436	-0.219
System Cost|Capex|Electricity|Storage Reservoir	0.413	0.213
System Cost|Capex|Electricity|Storage Reservoir|Stationary Batteries	0.413	0.213
Price|Secondary Energy|Hydrogen|Green	0.408	0.000
Capacity Additions|Hydrogen|Gas|w/ CCS	0.408	-0.085
Secondary Energy|Electricity|Hydro	0.384	0.756
Capacity|Liquids|Biomass	0.363	1.000
Capacity Additions|Liquids|Biomass	0.363	1.000
System Cost|Capex|Liquids|Biomass	0.363	1.000
System Cost|OPEX|Liquids|Biomass	0.363	1.000
System Cost|Capex|Electricity|Hydrogen|FC	0.355	0.358
System Cost|OPEX|Electricity|Storage Converter|Hydro Dam Reservoir	0.343	0.312
System Cost|OPEX|Electricity|Storage Reservoir|Hydro Dam Reservoir	0.343	0.312
System Cost|Capex|Electricity|Gas|w/ CCS	0.325	0.452
System Cost|OPEX|Electricity|Gas|w/ CCS	0.262	0.850
System Cost|Capex|Electricity|Gas|OC	0.244	0.833
System Cost|OPEX|Electricity|Storage Converter	0.181	0.872
System Cost|OPEX|Electricity|Storage Reservoir	0.181	0.873
Investment|Energy Supply|Hydrogen|Transmission and Distribution|Endogen|Retrofitted	0.154	0.993
System Cost|Capex|Hydrogen|Gas|w/o CCS	0.148	1.000
Capacity|Hydrogen|Gas|w/o CCS	0.148	1.000
Price|Secondary Energy|Gases|Biomass	0.134	0.000
Investment|Energy Supply|Hydrogen|Transmission and Distribution|Endogen|New-build	0.128	0.943
Investment|Energy Supply|Liquids	0.123	0.977

NRMSE: Normalized (combined-min-max) Root Mean Square Error
Pearson: Pearson correlation coefficient
Threshold: NRMSE > 0.1
Only variables reaching the threshold are shown. Find the equivalent plot for all of them below.

Plots

Main branch	Feature branch

⚠️ Note: Only the first 20 variables are shown, but more are above the threshold. Find all of them in the artifacts.

General

Plots comparison

Main branch	Feature branch

Files comparison

	Status	NRMSE	MAE (norm)
csvs/price_statistics.csv	⚠️Changed	0.002	0.10
csvs/metrics.csv	⚠️Changed	0.000	0.05
csvs/cumulative_cost.csv	⚠️Changed	0.000	0.09
csvs/nodal_cfs.csv	✅ Almost equal	0.017	0.00
csvs/nodal_capacities.csv	✅ Almost equal	0.000	0.00
csvs/supply.csv	✅ Almost equal	0.001	0.01
csvs/prices.csv	✅ Almost equal	0.001	0.03
csvs/nodal_supply_energy.csv	✅ Almost equal	0.000	0.00
csvs/capacities.csv	✅ Almost equal	0.000	0.00
csvs/nodal_costs.csv	✅ Almost equal	0.000	0.00
csvs/market_values.csv	✅ Almost equal	0.014	0.03
csvs/curtailment.csv	✅ Almost equal	0.000	0.05
csvs/cfs.csv	✅ Almost equal	0.031	0.01
csvs/costs.csv	✅ Almost equal	0.001	0.01
csvs/supply_energy.csv	✅ Almost equal	0.000	0.01
csvs/energy.csv	✅ Almost equal	0.000	0.01
csvs/weighted_prices.csv	✅ Equal

NRMSE: Normalized (combined-min-max) Root Mean Square Error
MAE (norm): Mean Absolute Error on normalized data (min-max)
Status Threshold: MAE (norm) > 0.05 and NRMSE > 0.3

Model Metrics

Benchmarks

Comparing add_source (8567a8a) with main (1cff209).
Branch is 1 commits ahead and 0 commits behind.
Last updated on 2024-12-09 12:18:48 CET.