Enable load following optimization dispatch with Pyomo #407
There are no files selected for viewing
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,5 @@ | ||
| name: "driver_config" | ||
| description: "This analysis runs a hybrid plant to dispatch storage optimally to meet an electrical load." | ||
|
|
||
| general: | ||
| folder_output: outputs |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,76 @@ | ||
| name: "plant_config" | ||
| description: "This plant is located in TX, USA..." | ||
|
|
||
| sites: | ||
| site: | ||
| latitude: 35.2018863 | ||
| longitude: -101.945027 | ||
|
|
||
| resources: | ||
| wind_resource: | ||
| resource_model: "WTKNRELDeveloperAPIWindResource" | ||
| resource_parameters: | ||
| resource_year: 2012 | ||
|
|
||
| plant: | ||
| plant_life: 30 | ||
|
|
||
| # array of arrays containing left-to-right technology | ||
| # interconnections; can support bidirectional connections | ||
| # with the reverse definition. | ||
| # this will naturally grow as we mature the interconnected tech | ||
| technology_interconnections: [ | ||
| ["wind", "battery", "electricity", "cable"], | ||
| ] | ||
|
|
||
| # array of arrays containing left-to-right technology, technology doing the dispatching | ||
| # in this case, battery is connected to battery because there are controls rules for | ||
| # the battery and battery is controlling the dispatching | ||
| tech_to_dispatch_connections: [ | ||
| ["wind", "battery"], | ||
| ["battery", "battery"], | ||
| ] | ||
|
|
||
| resource_to_tech_connections: [ | ||
| # connect the wind resource to the wind technology | ||
| ['site.wind_resource', 'wind', 'wind_resource_data'], | ||
| ] | ||
|
|
||
| finance_parameters: | ||
| finance_groups: | ||
| profast_model: | ||
| commodity: "electricity" | ||
| finance_model: "ProFastLCO" | ||
| model_inputs: | ||
| params: | ||
| analysis_start_year: 2032 | ||
| installation_time: 36 # months | ||
| inflation_rate: 0.0 # 0 for nominal analysis | ||
| discount_rate: 0.09 # nominal return based on 2024 ATB baseline workbook for land-based wind | ||
| debt_equity_ratio: 2.62 # 2024 ATB uses 72.4% debt for land-based wind | ||
| property_tax_and_insurance: 0.03 # p-tax https://www.house.mn.gov/hrd/issinfo/clsrates.aspx # insurance percent of CAPEX estimated based on https://www.nrel.gov/docs/fy25osti/91775.pdf | ||
| total_income_tax_rate: 0.257 # 0.257 tax rate in 2024 atb baseline workbook, value here is based on federal (21%) and state in MN (9.8) | ||
| capital_gains_tax_rate: 0.15 # H2FAST default | ||
| sales_tax_rate: 0.07375 # total state and local sales tax in St. Louis County https://taxmaps.state.mn.us/salestax/ | ||
| debt_interest_rate: 0.07 # based on 2024 ATB nominal interest rate for land-based wind | ||
| debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH | ||
| loan_period_if_used: 0 # H2FAST default, not used for revolving debt | ||
| cash_onhand_months: 1 # H2FAST default | ||
| admin_expense: 0.00 # percent of sales H2FAST default | ||
| capital_items: | ||
| depr_type: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 | ||
| depr_period: 5 # years - for clean energy facilities as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507 | ||
| cost_adjustment_parameters: | ||
| cost_year_adjustment_inflation: 0.025 # used to adjust modeled costs to target_dollar_year | ||
| target_dollar_year: 2022 | ||
| finance_subgroups: | ||
| all_electricity: | ||
| commodity: "electricity" | ||
| finance_groups: ["profast_model"] | ||
| technologies: ["wind", "battery"] | ||
|
|
||
|
|
||
| # dispatched_electricity: | ||
| # commodity: "electricity" | ||
| # commodity_stream: "battery" #use only dispatched electricity from battery in finance calc | ||
| # technologies: ["wind", "battery"] |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,7 @@ | ||
| name: "H2Integrate_config" | ||
|
|
||
| system_summary: "This hybrid plant contains wind and battery storage technologies. The system is designed to dispatch storage optimally meet a specific electrical load." | ||
|
|
||
| driver_config: "driver_config.yaml" | ||
| technology_config: "tech_config.yaml" | ||
| plant_config: "plant_config.yaml" |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,78 @@ | ||
| import numpy as np | ||
| from matplotlib import pyplot as plt | ||
|
|
||
| from h2integrate.core.h2integrate_model import H2IntegrateModel | ||
|
|
||
|
|
||
| # Create an H2Integrate model | ||
| model = H2IntegrateModel("pyomo_optimized_dispatch.yaml") | ||
|
|
||
| demand_profile = np.ones(8760) * 100.0 | ||
|
|
||
|
|
||
| # TODO: Update with demand module once it is developed | ||
|
Collaborator
There was a problem hiding this comment. Do you want to address this TODO? I thought you could set the demand in the tech config?
Collaborator
Author
There was a problem hiding this comment. Currently, you have to set up the problem, then assign the battery demand signal to the battery model, then run the model. #385 is an issue to address this |
||
| model.setup() | ||
| model.prob.set_val("battery.electricity_demand", demand_profile, units="MW") | ||
|
|
||
| # Run the model | ||
| model.run() | ||
|
|
||
| # Plot the results | ||
| fig, ax = plt.subplots(2, 1, sharex=True, figsize=(8, 6)) | ||
|
|
||
| start_hour = 0 | ||
| end_hour = 200 | ||
|
|
||
| ax[0].plot( | ||
| range(start_hour, end_hour), | ||
| model.prob.get_val("battery.SOC", units="percent")[start_hour:end_hour], | ||
| label="SOC", | ||
| ) | ||
| ax[0].set_ylabel("SOC (%)") | ||
| ax[0].set_ylim([0, 110]) | ||
| ax[0].axhline(y=90.0, linestyle=":", color="k", alpha=0.5, label="Max Charge") | ||
| ax[0].legend() | ||
|
|
||
| ax[1].plot( | ||
| range(start_hour, end_hour), | ||
| model.prob.get_val("battery.electricity_in", units="MW")[start_hour:end_hour], | ||
| linestyle="-", | ||
| label="Electricity In (MW)", | ||
| ) | ||
| ax[1].plot( | ||
| range(start_hour, end_hour), | ||
| model.prob.get_val("battery.unused_electricity_out", units="MW")[start_hour:end_hour], | ||
| linestyle=":", | ||
| label="Unused Electricity (MW)", | ||
| ) | ||
| ax[1].plot( | ||
| range(start_hour, end_hour), | ||
| model.prob.get_val("battery.unmet_electricity_demand_out", units="MW")[start_hour:end_hour], | ||
| linestyle=":", | ||
| label="Unmet Electrical Demand (MW)", | ||
| ) | ||
| ax[1].plot( | ||
| range(start_hour, end_hour), | ||
| model.prob.get_val("battery.electricity_out", units="MW")[start_hour:end_hour], | ||
| linestyle="-", | ||
| label="Electricity Out (MW)", | ||
| ) | ||
| ax[1].plot( | ||
| range(start_hour, end_hour), | ||
| model.prob.get_val("battery.battery_electricity_discharge", units="MW")[start_hour:end_hour], | ||
| linestyle="-.", | ||
| label="Battery Electricity Out (MW)", | ||
| ) | ||
| ax[1].plot( | ||
| range(start_hour, end_hour), | ||
| demand_profile[start_hour:end_hour], | ||
| linestyle="--", | ||
| label="Electrical Demand (MW)", | ||
| ) | ||
| ax[1].set_ylim([-1e2, 2.5e2]) | ||
| ax[1].set_ylabel("Electricity Hourly (MW)") | ||
| ax[1].set_xlabel("Timestep (hr)") | ||
|
|
||
| plt.legend(ncol=2, frameon=False) | ||
| plt.tight_layout() | ||
| plt.savefig("optimized_dispatch_plot.png", dpi=300) | ||
Oops, something went wrong.
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
After further reviewing the PR, I think there's some additions to the doc page that would really help with overall understanding.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Some responses to the comments above:
hybrid_rule. The ports define what variables are passed from the individual technology dispatch models to thehybrid_ruleproblem. "Arcs" are what actually form the connection between the ports. This means that the storage dispatch pyomo model has a port forsystem_production,hybrid_rulehas a port forsystem_production, and an arc connects these two endpoints to connect this variable across the pyomo models.hybrid_rulebecausehybrid_rulecurrently only works as an aggregator of models and only includes things that you would need access to all the individual pyomo models to know.