From 297b02245ddaf05288f492ea6aa8e3c5ea5d2137 Mon Sep 17 00:00:00 2001 From: bayc Date: Tue, 7 Apr 2026 13:04:50 -0600 Subject: [PATCH 1/9] initial data center model --- .../converters/data_center/__init__.py | 0 .../converters/data_center/data_center.py | 202 ++++++++++++++++++ 2 files changed, 202 insertions(+) create mode 100644 h2integrate/converters/data_center/__init__.py create mode 100644 h2integrate/converters/data_center/data_center.py diff --git a/h2integrate/converters/data_center/__init__.py b/h2integrate/converters/data_center/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/data_center/data_center.py b/h2integrate/converters/data_center/data_center.py new file mode 100644 index 000000000..336243dbb --- /dev/null +++ b/h2integrate/converters/data_center/data_center.py @@ -0,0 +1,202 @@ +import numpy as np +from attrs import field, define + +from h2integrate.core.utilities import BaseConfig, merge_shared_inputs +from h2integrate.core.validators import gt_zero, gte_zero +from h2integrate.core.model_baseclasses import ( + CostModelBaseClass, + CostModelBaseConfig, + PerformanceModelBaseClass, +) + + +@define(kw_only=True) +class DataCenterPerformanceConfig(BaseConfig): + """ + Configuration class for the DataCenterPerformanceModel. + """ + + system_capacity_mw: float = field(validator=gt_zero) + compute_electrical_efficiency: float = field(validator=gt_zero) + cooling_load_ratio: float = field(validator=gte_zero) + water_use_per_mwh: float = field(validator=gte_zero) + + +class DataCenterPerformanceModel(PerformanceModelBaseClass): + + def initialize(self): + super().initialize() + self.commodity = "compute_load" + self.commodity_rate_units = "kW" + self.commodity_amount_units = "kW*h" + + def setup(self): + super().setup() + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + self.config = DataCenterPerformanceConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), + additional_cls_name=self.__class__.__name__, + ) + + self.add_input( + f"{self.commodity}_demand", + val=0.0, + shape=n_timesteps, + units=self.commodity_rate_units, + desc=f"Data center compute load demand profile", + ) + + self.add_input( + "electricity_in", + val=0.0, + shape=n_timesteps, + units="MW/h", + desc="Electricity input", + ) + + self.add_input( + "water_in", + val=0.0, + shape=n_timesteps, + units="galUS/h", + desc="Water input", + ) + + self.add_output( + "water_consumed", + val=0.0, + shape=n_timesteps, + units="galUS/h", + desc="Water consumed by the plant", + ) + + def compute(self, inputs, outputs): + """ + Computation for the OM component. + + For a template class this is not implement and raises an error. + """ + system_capacity = inputs["system_capacity"] # plant capacity in MW + + # compute load demand, saturated at maximum rated system capacity + compute_load_demand = np.where( + inputs["compute_load_demand"] > system_capacity, + system_capacity, + inputs["compute_load_demand"], + ) + + electrical_compute_load_demand = ( + compute_load_demand / self.config.compute_electrical_efficiency + ) + + # Total electricity demand is the summation of compute load and cooling load + total_electricity_demand = ( + electrical_compute_load_demand + + electrical_compute_load_demand * self.config.cooling_load_ratio + ) + + # available electricity, saturated at maximum rated system capacity + electricity_available = np.where( + inputs["electricity_in"] > total_electricity_demand, + system_capacity, + inputs["electricity_in"], + ) + + electricity_used = np.minimum.reduce([total_electricity_demand, electricity_available]) + + water_used = electrical_compute_load_demand * self.config.water_use_per_mwh + + outputs["unmet_electricity_demand"] = total_electricity_demand - electricity_used + outputs["water_consumed"] = water_used + + +@define(kw_only=True) +class DataCenterCostConfig(CostModelBaseConfig): + """ + Configuration class for the DataCenterCostModel. + """ + + system_capacity_mw: float = field(validator=gt_zero) + capex_per_mw: float | int = field(validator=gte_zero) + fixed_opex_per_mw_per_year: float | int = field(validator=gte_zero) + variable_opex_per_mwh: float | int = field(validator=gte_zero) + + +class DataCenterCostModel(CostModelBaseClass): + + def initialize(self): + super().initialize() + self.commodity = "compute_load" + self.commodity_rate_units = "kW" + self.commodity_amount_units = "kW*h" + + def setup(self): + super().setup() + self.config = DataCenterCostConfig.from_dict( + merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost"), + additional_cls_name=self.__class__.__name__, + ) + n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] + + self.add_input( + "system_capacity", + val=self.config.system_capacity_mw, + units="MW", + desc="Data center capacity", + ) + self.add_input( + "compute_load_out", + val=0.0, + shape=n_timesteps, + units="MW", + desc="Hourly compute load output from performance model", + ) + self.add_input( + "capex_per_mw", + val=self.config.capex_per_mw, + units="USD/MW", + desc="Capital cost per unit capacity", + ) + self.add_input( + "fixed_opex_per_mw_per_year", + val=self.config.fixed_opex_per_mw_per_year, + units="USD/(MW*year)", + desc="Fixed operating expenses per unit capacity per year", + ) + self.add_input( + "variable_opex_per_mwh", + val=self.config.variable_opex_per_mwh, + units="USD/(MW*h)", + desc="Variable operating expenses per unit generation", + ) + + def compute(self, inputs, outputs): + """ + Compute capital and operating costs for the data center. + """ + plant_capacity_kw = inputs["system_capacity"] + compute_load_out = inputs["compute_load_out"] # MW hourly profile + capex_per_mw = inputs["capex_per_mw"] + fixed_opex_per_mw_per_year = inputs["fixed_opex_per_mw_per_year"] + variable_opex_per_mwh = inputs["variable_opex_per_mwh"] + + # Sum hourly compute load output to get annual generation + # compute_load_out is in MW, so sum gives MWh for hourly data + dt = self.options["plant_config"]["plant"]["simulation"]["dt"] + delivered_compute_load_MWdt = compute_load_out.sum() + delivered_compute_load_MWh = delivered_compute_load_MWdt * dt / 3600 + + # Calculate capital expenditure + capex = capex_per_mw * plant_capacity_kw + + # Calculate fixed operating expenses over project life + fixed_om = fixed_opex_per_mw_per_year * plant_capacity_kw + + # Calculate variable operating expenses over project life + variable_om = variable_opex_per_mwh * delivered_compute_load_MWh + + # Total operating expenditure includes all O&M + opex = fixed_om + variable_om + + outputs["CapEx"] = capex + outputs["OpEx"] = opex From ca856e574a7005a87cafc4178da9fc6957791b33 Mon Sep 17 00:00:00 2001 From: bayc Date: Tue, 7 Apr 2026 13:57:24 -0600 Subject: [PATCH 2/9] add missing output --- .../converters/data_center/data_center.py | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/h2integrate/converters/data_center/data_center.py b/h2integrate/converters/data_center/data_center.py index 336243dbb..b4a226cb9 100644 --- a/h2integrate/converters/data_center/data_center.py +++ b/h2integrate/converters/data_center/data_center.py @@ -43,7 +43,7 @@ def setup(self): val=0.0, shape=n_timesteps, units=self.commodity_rate_units, - desc=f"Data center compute load demand profile", + desc="Data center compute load demand profile", ) self.add_input( @@ -70,6 +70,14 @@ def setup(self): desc="Water consumed by the plant", ) + self.add_output( + "unmet_electricity_demand", + val=0.0, + shape=n_timesteps, + units=self.commodity_rate_units, + desc="Unmet electricity demand for data center", + ) + def compute(self, inputs, outputs): """ Computation for the OM component. @@ -108,6 +116,7 @@ def compute(self, inputs, outputs): outputs["unmet_electricity_demand"] = total_electricity_demand - electricity_used outputs["water_consumed"] = water_used + outputs["compute_load_out"] = compute_load_demand @define(kw_only=True) @@ -174,7 +183,7 @@ def compute(self, inputs, outputs): """ Compute capital and operating costs for the data center. """ - plant_capacity_kw = inputs["system_capacity"] + system_capacity_mw = inputs["system_capacity"] compute_load_out = inputs["compute_load_out"] # MW hourly profile capex_per_mw = inputs["capex_per_mw"] fixed_opex_per_mw_per_year = inputs["fixed_opex_per_mw_per_year"] @@ -187,10 +196,10 @@ def compute(self, inputs, outputs): delivered_compute_load_MWh = delivered_compute_load_MWdt * dt / 3600 # Calculate capital expenditure - capex = capex_per_mw * plant_capacity_kw + capex = capex_per_mw * system_capacity_mw # Calculate fixed operating expenses over project life - fixed_om = fixed_opex_per_mw_per_year * plant_capacity_kw + fixed_om = fixed_opex_per_mw_per_year * system_capacity_mw # Calculate variable operating expenses over project life variable_om = variable_opex_per_mwh * delivered_compute_load_MWh From edec4c60ce25b61d9468a9cc41719f822fc86156 Mon Sep 17 00:00:00 2001 From: bayc Date: Wed, 8 Apr 2026 16:39:56 -0600 Subject: [PATCH 3/9] updates to data center model --- .../converters/data_center/data_center.py | 100 ++++++++++++++---- 1 file changed, 82 insertions(+), 18 deletions(-) diff --git a/h2integrate/converters/data_center/data_center.py b/h2integrate/converters/data_center/data_center.py index b4a226cb9..11557416b 100644 --- a/h2integrate/converters/data_center/data_center.py +++ b/h2integrate/converters/data_center/data_center.py @@ -14,6 +14,13 @@ class DataCenterPerformanceConfig(BaseConfig): """ Configuration class for the DataCenterPerformanceModel. + + Attributes: + system_capacity_mw (float): Maximum compute capacity of the data center in MW. + compute_electrical_efficiency (float): Efficiency of converting electricity to + compute load (0 < efficiency <= 1). + cooling_load_ratio (float): Ratio of cooling load to compute load. + water_use_per_mwh (float): Water usage per compute load in galUS/MWh. """ system_capacity_mw: float = field(validator=gt_zero) @@ -23,12 +30,34 @@ class DataCenterPerformanceConfig(BaseConfig): class DataCenterPerformanceModel(PerformanceModelBaseClass): - + """ + Peformance model for data centers. + + This model calculates compute output based on the compute demand and the available + electricity. The total electricity usage is determined by an overall system electrical + efficiency as well as an additional cooling load that is proportional to the compute load. + The amount of water needed for cooling is also computed. + + Inputs: + system_capacity_mw (float): Maximum compute capacity of the data center in MW. + compute_electrical_efficiency (float): Efficiency of converting electricity to + compute load (0 < efficiency <= 1). + cooling_load_ratio (float): Ratio of cooling load to compute load. + water_use_per_mwh (float): Water usage per MWh of compute load. + electricity_in (float array): Electricity input profile in MW/h. + compute_load_demand (float array): Compute load demand profile in MW. + water_in (float array): Water input profile in galUS/h. + + Outputs: + compute_load_out (float array): Actual compute load output in MW. + unmet_electricity_demand (float array): Unmet electricity demand in MW. + water_consumed (float array): Water consumed in galUS/h. + """ def initialize(self): super().initialize() self.commodity = "compute_load" - self.commodity_rate_units = "kW" - self.commodity_amount_units = "kW*h" + self.commodity_rate_units = "MW" + self.commodity_amount_units = "MW*h" def setup(self): super().setup() @@ -80,19 +109,30 @@ def setup(self): def compute(self, inputs, outputs): """ - Computation for the OM component. - - For a template class this is not implement and raises an error. + Compute the performance of the data center. + + The computation determines the compute load output based on the input compute load demand, + available electricity, and the data center's electrical efficiency and cooling load ratio. + It also calculates any unmet electricity demand and water consumption. + + Args: + inputs: OpenMDAO inputs object containing compute_load_demand, water_in, and + electricity_in. + outputs: OpenMDAO outputs object for compute_load_out, water_consumed, + and unmet_electricity_demand. """ - system_capacity = inputs["system_capacity"] # plant capacity in MW + system_capacity = self.config.system_capacity_mw # plant capacity in MW + # max water consumption in galUS/h + max_water_consumption = system_capacity * self.config.water_use_per_mwh - # compute load demand, saturated at maximum rated system capacity + # Compute load demand, saturated at maximum rated system capacity compute_load_demand = np.where( inputs["compute_load_demand"] > system_capacity, system_capacity, inputs["compute_load_demand"], ) + # Scale the electrical compute load by the electrical efficiency electrical_compute_load_demand = ( compute_load_demand / self.config.compute_electrical_efficiency ) @@ -103,19 +143,22 @@ def compute(self, inputs, outputs): + electrical_compute_load_demand * self.config.cooling_load_ratio ) - # available electricity, saturated at maximum rated system capacity - electricity_available = np.where( - inputs["electricity_in"] > total_electricity_demand, - system_capacity, - inputs["electricity_in"], - ) + # Determine the amount of electricity used as the min of total demand and available input + electricity_used = np.minimum.reduce([total_electricity_demand, inputs["electricity_in"]]) + + water_demand = electrical_compute_load_demand * self.config.water_use_per_mwh - electricity_used = np.minimum.reduce([total_electricity_demand, electricity_available]) + # available feedstock, saturated at maximum system feedstock consumption + water_available = np.where( + inputs["water_in"] > max_water_consumption, + max_water_consumption, + inputs["water_in"], + ) - water_used = electrical_compute_load_demand * self.config.water_use_per_mwh + water_consumed = np.minimum.reduce([water_demand, water_available]) outputs["unmet_electricity_demand"] = total_electricity_demand - electricity_used - outputs["water_consumed"] = water_used + outputs["water_consumed"] = water_consumed outputs["compute_load_out"] = compute_load_demand @@ -123,6 +166,14 @@ def compute(self, inputs, outputs): class DataCenterCostConfig(CostModelBaseConfig): """ Configuration class for the DataCenterCostModel. + + Attributes: + system_capacity_mw (float): Maximum compute capacity of the data center in MW. + capex_per_mw (float | int): Capital cost per unit capacity in USD/MW. + fixed_opex_per_mw_per_year (float | int): Fixed operating expenses per unit capacity per + year in USD/(MW*year). + variable_opex_per_mwh (float | int): Variable operating expenses per unit generation in + USD/(MW*h). This includes costs of electricity and water inputs. """ system_capacity_mw: float = field(validator=gt_zero) @@ -132,7 +183,20 @@ class DataCenterCostConfig(CostModelBaseConfig): class DataCenterCostModel(CostModelBaseClass): + """ + Cost model for data centers. + + This simple cost model calculates capital and operating costs for date centers, including + costs associated with electricity and water usage. + Cost components: + 1. Capital costs: capex_per_mw * system_capacity_mw + 2. Fixed operating expenses: fixed_opex_per_mw_per_year * system_capacity_mw + 3. Variable operating expenses: variable_opex_per_mwh * total_compute_load_MWh + + Args: + CostModelBaseClass (_type_): _description_ + """ def initialize(self): super().initialize() self.commodity = "compute_load" @@ -183,7 +247,7 @@ def compute(self, inputs, outputs): """ Compute capital and operating costs for the data center. """ - system_capacity_mw = inputs["system_capacity"] + system_capacity_mw = inputs["system_capacity_mw"] compute_load_out = inputs["compute_load_out"] # MW hourly profile capex_per_mw = inputs["capex_per_mw"] fixed_opex_per_mw_per_year = inputs["fixed_opex_per_mw_per_year"] From c7c98dea71a2d91fecf5ed8b530f279027ea881b Mon Sep 17 00:00:00 2001 From: bayc Date: Wed, 8 Apr 2026 16:40:22 -0600 Subject: [PATCH 4/9] initial data center tests --- .../converters/data_center/test/__init__.py | 0 .../test/test_data_center_models.py | 110 ++++++++++++++++++ 2 files changed, 110 insertions(+) create mode 100644 h2integrate/converters/data_center/test/__init__.py create mode 100644 h2integrate/converters/data_center/test/test_data_center_models.py diff --git a/h2integrate/converters/data_center/test/__init__.py b/h2integrate/converters/data_center/test/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/h2integrate/converters/data_center/test/test_data_center_models.py b/h2integrate/converters/data_center/test/test_data_center_models.py new file mode 100644 index 000000000..80c4884cc --- /dev/null +++ b/h2integrate/converters/data_center/test/test_data_center_models.py @@ -0,0 +1,110 @@ +import numpy as np +import pytest +import openmdao.api as om +from pytest import fixture + +from h2integrate.converters.data_center.data_center import ( + DataCenterCostModel, + DataCenterPerformanceModel, +) + + +@fixture +def data_center_performance_params(): + """Data Center performance parameters.""" + tech_params = { + "system_capacity_mw": 100, + "compute_electrical_efficiency": 0.92, + "cooling_load_ratio": 0.2, + "water_use_per_mwh": 1200, # galUS/MWh + } + return tech_params + + +@fixture +def data_center_cost_params(): + """Data Center cost parameters.""" + cost_params = { + "capex_per_mw": 10E6, # $/MW + "fixed_opex_per_mw_per_year": 5.6E6, # $/MW/year + "variable_opex_per_mwh": 50, # $/MWh + "system_capacity_mw": 100, # MW + "cost_year": 2023, + } + return cost_params + + +@fixture +def plant_config(): + """Fixture to get plant configuration.""" + return { + "plant": { + "plant_life": 30, + "simulation": { + "n_timesteps": 8760, + "dt": 3600, + }, + }, + } + + +@pytest.mark.regression +def test_data_center_performance(plant_config, data_center_performance_params, subtests): + """Test Data Center performance model with typical operating conditions.""" + tech_config_dict = { + "model_inputs": { + "performance_parameters": data_center_performance_params, + } + } + + system_capacity = data_center_performance_params["system_capacity_mw"] + + # Create a simple compute demand input profile (constant 100MW/h for 100 MW plant) + compute_load_demand = np.full(8760, system_capacity) # MW + # MW, accounting for 92% efficiency (100 MW / 0.92) and 20% additional cooling load + electrical_compute_load_demand = ( + compute_load_demand / data_center_performance_params["compute_electrical_efficiency"] + ) + electricity_in = np.full( + 8760, ( + electrical_compute_load_demand + + electrical_compute_load_demand + * data_center_performance_params["cooling_load_ratio"] + ) + ) + + prob = om.Problem() + perf_comp = DataCenterPerformanceModel( + plant_config=plant_config, + tech_config=tech_config_dict, + ) + + prob.model.add_subsystem("data_center_perf", perf_comp, promotes=["*"]) + prob.setup() + + # Set the compute load demand input + prob.set_val("compute_load_demand", compute_load_demand) + prob.set_val("electricity_in", electricity_in) + prob.run_model() + + with subtests.test("Data Center Unmet Electricity Demand Output"): + # Check that there is zero unmet electricity demand since the input is sufficient + unmet_electricity_demand = prob.get_val("unmet_electricity_demand", units="MW") + expected_output = [0.0] * plant_config["plant"]["simulation"]["n_timesteps"] + assert pytest.approx(unmet_electricity_demand, rel=1e-6) == expected_output + + with subtests.test("Data Center Compute Load Output"): + # Check compute load output is equal to the system capacity + compute_load_out = prob.get_val("compute_load_out", units="MW") + expected_output = [system_capacity] * plant_config["plant"]["simulation"]["n_timesteps"] + assert pytest.approx(compute_load_out, rel=1e-6) == expected_output + + with subtests.test("Data Center Water usage"): + # Check water usage + water_consumed = prob.get_val("water_consumed", units="galUS/h") + expected_output = ( + compute_load_demand + / data_center_performance_params["compute_electrical_efficiency"] + * data_center_performance_params["water_use_per_mwh"] + ) + assert pytest.approx(water_consumed, rel=1e-6) == expected_output From 820aa531a53088375044367af273b223d0b113bc Mon Sep 17 00:00:00 2001 From: bayc Date: Fri, 10 Apr 2026 13:54:17 -0600 Subject: [PATCH 5/9] data center model updates --- .../converters/data_center/data_center.py | 49 +++++++++++++------ 1 file changed, 33 insertions(+), 16 deletions(-) diff --git a/h2integrate/converters/data_center/data_center.py b/h2integrate/converters/data_center/data_center.py index 11557416b..0fbe5bfad 100644 --- a/h2integrate/converters/data_center/data_center.py +++ b/h2integrate/converters/data_center/data_center.py @@ -20,13 +20,14 @@ class DataCenterPerformanceConfig(BaseConfig): compute_electrical_efficiency (float): Efficiency of converting electricity to compute load (0 < efficiency <= 1). cooling_load_ratio (float): Ratio of cooling load to compute load. - water_use_per_mwh (float): Water usage per compute load in galUS/MWh. + water_use_gal_per_mwh (float): Water usage per compute load in galUS/MWh. """ system_capacity_mw: float = field(validator=gt_zero) compute_electrical_efficiency: float = field(validator=gt_zero) cooling_load_ratio: float = field(validator=gte_zero) - water_use_per_mwh: float = field(validator=gte_zero) + water_use_gal_per_mwh: float = field(validator=gte_zero) + demand_profile: int | float | list = field() class DataCenterPerformanceModel(PerformanceModelBaseClass): @@ -43,7 +44,7 @@ class DataCenterPerformanceModel(PerformanceModelBaseClass): compute_electrical_efficiency (float): Efficiency of converting electricity to compute load (0 < efficiency <= 1). cooling_load_ratio (float): Ratio of cooling load to compute load. - water_use_per_mwh (float): Water usage per MWh of compute load. + water_use_gal_per_mwh (float): Water usage per MWh of compute load. electricity_in (float array): Electricity input profile in MW/h. compute_load_demand (float array): Compute load demand profile in MW. water_in (float array): Water input profile in galUS/h. @@ -60,21 +61,29 @@ def initialize(self): self.commodity_amount_units = "MW*h" def setup(self): - super().setup() n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] self.config = DataCenterPerformanceConfig.from_dict( merge_shared_inputs(self.options["tech_config"]["model_inputs"], "performance"), additional_cls_name=self.__class__.__name__, ) + super().setup() self.add_input( f"{self.commodity}_demand", - val=0.0, + val=self.config.demand_profile, shape=n_timesteps, units=self.commodity_rate_units, desc="Data center compute load demand profile", ) + # Add rated capacity as an input with config value as default + self.add_input( + "system_capacity", + val=self.config.system_capacity_mw, + units="MW", + desc="Data center rated capacity in MW", + ) + self.add_input( "electricity_in", val=0.0, @@ -100,14 +109,14 @@ def setup(self): ) self.add_output( - "unmet_electricity_demand", + "unmet_electricity_demand_out", val=0.0, shape=n_timesteps, units=self.commodity_rate_units, desc="Unmet electricity demand for data center", ) - def compute(self, inputs, outputs): + def compute(self, inputs, outputs, discrete_inputs=None, discrete_outputs=None): """ Compute the performance of the data center. @@ -121,14 +130,14 @@ def compute(self, inputs, outputs): outputs: OpenMDAO outputs object for compute_load_out, water_consumed, and unmet_electricity_demand. """ - system_capacity = self.config.system_capacity_mw # plant capacity in MW + # system_capacity = self.config.system_capacity_mw # plant capacity in MW # max water consumption in galUS/h - max_water_consumption = system_capacity * self.config.water_use_per_mwh + max_water_consumption = inputs["system_capacity"] * self.config.water_use_gal_per_mwh # Compute load demand, saturated at maximum rated system capacity compute_load_demand = np.where( - inputs["compute_load_demand"] > system_capacity, - system_capacity, + inputs["compute_load_demand"] > inputs["system_capacity"], + inputs["system_capacity"], inputs["compute_load_demand"], ) @@ -146,7 +155,7 @@ def compute(self, inputs, outputs): # Determine the amount of electricity used as the min of total demand and available input electricity_used = np.minimum.reduce([total_electricity_demand, inputs["electricity_in"]]) - water_demand = electrical_compute_load_demand * self.config.water_use_per_mwh + water_demand = electrical_compute_load_demand * self.config.water_use_gal_per_mwh # available feedstock, saturated at maximum system feedstock consumption water_available = np.where( @@ -157,9 +166,17 @@ def compute(self, inputs, outputs): water_consumed = np.minimum.reduce([water_demand, water_available]) - outputs["unmet_electricity_demand"] = total_electricity_demand - electricity_used + max_production = inputs["system_capacity"] * len(compute_load_demand) * (self.dt / 3600) + + outputs["unmet_electricity_demand_out"] = total_electricity_demand - electricity_used outputs["water_consumed"] = water_consumed outputs["compute_load_out"] = compute_load_demand + outputs["total_compute_load_produced"] = np.sum(compute_load_demand) * (self.dt / 3600) + outputs["capacity_factor"] = outputs["total_compute_load_produced"].sum() / max_production + outputs["annual_compute_load_produced"] = outputs["total_compute_load_produced"] * ( + 1 / self.fraction_of_year_simulated + ) + outputs["rated_compute_load_production"] = inputs["system_capacity"] @define(kw_only=True) @@ -204,11 +221,11 @@ def initialize(self): self.commodity_amount_units = "kW*h" def setup(self): - super().setup() self.config = DataCenterCostConfig.from_dict( merge_shared_inputs(self.options["tech_config"]["model_inputs"], "cost"), additional_cls_name=self.__class__.__name__, ) + super().setup() n_timesteps = self.options["plant_config"]["plant"]["simulation"]["n_timesteps"] self.add_input( @@ -243,11 +260,11 @@ def setup(self): desc="Variable operating expenses per unit generation", ) - def compute(self, inputs, outputs): + def compute(self, inputs, outputs, discrete_inputs=None, discrete_outputs=None): """ Compute capital and operating costs for the data center. """ - system_capacity_mw = inputs["system_capacity_mw"] + system_capacity_mw = self.config.system_capacity_mw compute_load_out = inputs["compute_load_out"] # MW hourly profile capex_per_mw = inputs["capex_per_mw"] fixed_opex_per_mw_per_year = inputs["fixed_opex_per_mw_per_year"] From 57a446cc5aea512d5a49b41d230be59309f58069 Mon Sep 17 00:00:00 2001 From: bayc Date: Fri, 10 Apr 2026 13:56:42 -0600 Subject: [PATCH 6/9] add data center to supported models --- h2integrate/core/supported_models.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/h2integrate/core/supported_models.py b/h2integrate/core/supported_models.py index d559b0e05..10e0813a0 100644 --- a/h2integrate/core/supported_models.py +++ b/h2integrate/core/supported_models.py @@ -151,6 +151,10 @@ from h2integrate.converters.hydrogen.geologic.templeton_serpentinization import ( StimulatedGeoH2PerformanceModel, ) +from h2integrate.converters.data_center.data_center import ( + DataCenterCostModel, + DataCenterPerformanceModel, +) from h2integrate.control.control_rules.storage.pyomo_storage_rule_baseclass import ( PyomoRuleStorageBaseclass, ) @@ -259,6 +263,8 @@ "QuinnNuclearPerformanceModel": QuinnNuclearPerformanceModel, "QuinnNuclearCostModel": QuinnNuclearCostModel, "NaturalGasCostModel": NaturalGasCostModel, + "DataCenterPerformanceModel": DataCenterPerformanceModel, + "DataCenterCostModel": DataCenterCostModel, # Transport "cable": CablePerformanceModel, "pipe": PipePerformanceModel, From 29772a96efcbe4a45c1cf5785452a0f8c55984e6 Mon Sep 17 00:00:00 2001 From: bayc Date: Fri, 10 Apr 2026 13:56:58 -0600 Subject: [PATCH 7/9] add compute load to profast base --- h2integrate/finances/profast_base.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/h2integrate/finances/profast_base.py b/h2integrate/finances/profast_base.py index fe0e0ea4b..6a72b6e1a 100644 --- a/h2integrate/finances/profast_base.py +++ b/h2integrate/finances/profast_base.py @@ -505,6 +505,10 @@ def setup(self): self.price_units = "USD/(kW*h)" commodity_rate_units = "kW" self.commodity_amount_units = "kWh" + elif self.options["commodity_type"] == "compute_load": + self.price_units = "USD/(kW*h)" + commodity_rate_units = "kW" + self.commodity_amount_units = "kWh" else: self.price_units = "USD/kg" commodity_rate_units = "kg/h" From d76c30d1bd9182a60182bb3bb16bc54ee1486dd1 Mon Sep 17 00:00:00 2001 From: bayc Date: Fri, 10 Apr 2026 13:57:18 -0600 Subject: [PATCH 8/9] change pipe water units from galUS to galUS/h --- h2integrate/transporters/pipe.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/h2integrate/transporters/pipe.py b/h2integrate/transporters/pipe.py index 69a67c13c..d7c42b7d7 100644 --- a/h2integrate/transporters/pipe.py +++ b/h2integrate/transporters/pipe.py @@ -32,7 +32,7 @@ def setup(self): if transport_item == "natural_gas": units = "MMBtu/h" elif transport_item == "water": - units = "galUS" + units = "galUS/h" elif transport_item == "co2": units = "kg/h" else: From a674628f674a491f68bac1219d330bcaec34368f Mon Sep 17 00:00:00 2001 From: bayc Date: Fri, 10 Apr 2026 15:45:02 -0600 Subject: [PATCH 9/9] WIP: data center example --- .../10mw_80per_compute_load.csv | 525602 +++++++++++++++ examples/33_data_center/data_center.yaml | 5 + .../33_data_center/data_center_advanced.yaml | 5 + .../data_center_conservative.yaml | 5 + .../33_data_center/data_center_moderate.yaml | 5 + examples/33_data_center/driver_config.yaml | 4 + .../33_data_center/hourly_power_load.yaml | 8761 + examples/33_data_center/plant_config.yaml | 76 + examples/33_data_center/run_data_center.py | 112 + examples/33_data_center/tech_config.yaml | 58 + .../33_data_center/tech_config_advanced.yaml | 58 + .../tech_config_conservative.yaml | 58 + .../33_data_center/tech_config_moderate.yaml | 58 + 13 files changed, 534807 insertions(+) create mode 100644 examples/33_data_center/10mw_80per_compute_load.csv create mode 100644 examples/33_data_center/data_center.yaml create mode 100644 examples/33_data_center/data_center_advanced.yaml create mode 100644 examples/33_data_center/data_center_conservative.yaml create mode 100644 examples/33_data_center/data_center_moderate.yaml create mode 100644 examples/33_data_center/driver_config.yaml create mode 100644 examples/33_data_center/hourly_power_load.yaml create mode 100644 examples/33_data_center/plant_config.yaml create mode 100644 examples/33_data_center/run_data_center.py create mode 100644 examples/33_data_center/tech_config.yaml create mode 100644 examples/33_data_center/tech_config_advanced.yaml create mode 100644 examples/33_data_center/tech_config_conservative.yaml create mode 100644 examples/33_data_center/tech_config_moderate.yaml diff --git a/examples/33_data_center/10mw_80per_compute_load.csv b/examples/33_data_center/10mw_80per_compute_load.csv new file mode 100644 index 000000000..20a2a3fe1 --- /dev/null +++ b/examples/33_data_center/10mw_80per_compute_load.csv @@ -0,0 +1,525602 @@ 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17:51,5313919.076589481,2008,0.7070422535211267 +3/5/2018 17:52,5351910.455,2028,0.7140845070422536 +3/5/2018 17:53,5329291.3972576745,2010,0.7077464788732394 +3/5/2018 17:54,5303838.220655484,2018,0.7105633802816902 +3/5/2018 17:55,5301780.870101186,2030,0.7147887323943662 +3/5/2018 17:56,5354474.020766335,2010,0.7077464788732394 +3/5/2018 17:57,5391166.761825978,2008,0.7070422535211267 +3/5/2018 17:58,5405059.230170852,2024,0.7126760563380282 +3/5/2018 17:59,5349259.500170647,2006,0.706338028 +3/5/2018 18:00,5372640.639823194,2014,0.7091549295774648 +3/5/2018 18:01,5390402.084780641,2014,0.7091549295774648 +3/5/2018 18:02,5383612.005047838,2030,0.7147887323943662 +3/5/2018 18:03,5363747.034484171,2044,0.71971831 +3/5/2018 18:04,5394873.904435864,2030,0.7147887323943662 +3/5/2018 18:05,5375012.548841284,2028,0.7140845070422536 +3/5/2018 18:06,5373430.580277592,2000,0.704225352 +3/5/2018 18:07,5362577.228073451,1976,0.6957746478873239 +3/5/2018 18:08,5384279.493478928,1986,0.6992957746478873 +3/5/2018 18:09,5414402.482657443,1986,0.6992957746478873 +3/5/2018 18:10,5358464.771120612,1986,0.6992957746478873 +3/5/2018 18:11,5286962.067122264,1974,0.6950704225352112 +3/5/2018 18:12,5291228.875230296,1960,0.6901408450704225 +3/5/2018 18:13,5312843.543747579,1962,0.6908450704225352 +3/5/2018 18:14,5309596.173965946,1976,0.6957746478873239 +3/5/2018 18:15,5264646.611451594,2000,0.704225352 +3/5/2018 18:16,5245383.167,1978,0.6964788732394366 +3/5/2018 18:17,5296159.035624724,1984,0.6985915492957746 +3/5/2018 18:18,5297735.914836825,1980,0.6971830985915493 +3/5/2018 18:19,5312277.979343819,1978,0.6964788732394366 +3/5/2018 18:20,5310321.812509493,1966,0.6922535211267605 +3/5/2018 18:21,5272759.465822126,1952,0.6873239436619718 +3/5/2018 18:22,5292921.858172273,1966,0.6922535211267605 +3/5/2018 18:23,5307215.667460145,1986,0.6992957746478873 +3/5/2018 18:24,5315438.0811314145,1972,0.6943661971830986 +3/5/2018 18:25,5278918.888601369,1970,0.6936619718309859 +3/5/2018 18:26,5266920.974039105,1976,0.6957746478873239 +3/5/2018 18:27,5254953.5730741285,1976,0.6957746478873239 +3/5/2018 18:28,5277445.914471091,1966,0.6922535211267605 +3/5/2018 18:29,5280017.393551252,1960,0.6901408450704225 +3/5/2018 18:30,5284566.727869248,1964,0.6915492957746479 +3/5/2018 18:31,5279453.493766498,1972,0.6943661971830986 +3/5/2018 18:32,5295578.315617853,1984,0.6985915492957746 +3/5/2018 18:33,5315914.8196895905,1988,0.7 +3/5/2018 18:34,5277603.6005934635,1992,0.7014084507042253 +3/5/2018 18:35,5254393.246549437,1996,0.7028169014084507 +3/5/2018 18:36,5348203.159422451,1998,0.7035211267605633 +3/5/2018 18:37,5394701.855832976,2028,0.7140845070422536 +3/5/2018 18:38,5391291.019804994,2022,0.7119718309859155 +3/5/2018 18:39,5401023.352890716,1990,0.7007042253521126 +3/5/2018 18:40,5426158.404312532,2010,0.7077464788732394 +3/5/2018 18:41,5375187.781709757,2026,0.7133802816901409 +3/5/2018 18:42,5430700.009123008,2034,0.7161971830985916 +3/5/2018 18:43,5418576.868581186,2036,0.7169014084507043 +3/5/2018 18:44,5454213.091268615,2044,0.71971831 +3/5/2018 18:45,5461355.325,2032,0.7154929577464789 +3/5/2018 18:46,5396961.613853685,2010,0.7077464788732394 +3/5/2018 18:47,5346764.267634002,1980,0.6971830985915493 +3/5/2018 18:48,5328177.952351018,1972,0.6943661971830986 +3/5/2018 18:49,5285862.5217946675,1954,0.6880281690140845 +3/5/2018 18:50,5265719.967447739,1954,0.6880281690140845 +3/5/2018 18:51,5264719.016126629,1952,0.6873239436619718 +3/5/2018 18:52,5286607.728058153,1978,0.6964788732394366 +3/5/2018 18:53,5312241.724112175,2012,0.7084507042253522 +3/5/2018 18:54,5370686.423107293,2026,0.7133802816901409 +3/5/2018 18:55,5361773.079731838,2028,0.7140845070422536 +3/5/2018 18:56,5407181.189030263,2038,0.717605634 +3/5/2018 18:57,5372516.686088437,2064,0.7267605633802817 +3/5/2018 18:58,5383070.027978916,2032,0.7154929577464789 +3/5/2018 18:59,5367842.499959645,2020,0.7112676056338029 +3/5/2018 19:00,5390358.052333287,2046,0.7204225352112676 +3/5/2018 19:01,5348450.268012579,2038,0.717605634 +3/5/2018 19:02,5393663.711,2044,0.71971831 +3/5/2018 19:03,5384547.672444719,2058,0.7246478873239437 +3/5/2018 19:04,5398755.543342462,2042,0.7190140845070423 +3/5/2018 19:05,5367344.666922713,2050,0.721830986 +3/5/2018 19:06,5378163.951,2042,0.7190140845070423 +3/5/2018 19:07,5393013.108252706,2052,0.7225352112676057 +3/5/2018 19:08,5387707.079,2038,0.717605634 +3/5/2018 19:09,5342032.632130667,2026,0.7133802816901409 +3/5/2018 19:10,5323390.081370232,2046,0.7204225352112676 +3/5/2018 19:11,5360682.613853113,2070,0.7288732394366197 +3/5/2018 19:12,5371703.396909275,2076,0.7309859154929578 +3/5/2018 19:13,5419667.227849822,2052,0.7225352112676057 +3/5/2018 19:14,5421496.363278772,2062,0.726056338 +3/5/2018 19:15,5407200.899427463,2054,0.7232394366197183 +3/5/2018 19:16,5416993.559242414,2028,0.7140845070422536 +3/5/2018 19:17,5414143.043214739,1996,0.7028169014084507 +3/5/2018 19:18,5444561.7782563055,2000,0.704225352 +3/5/2018 19:19,5426309.641197324,2000,0.704225352 +3/5/2018 19:20,5404801.3964802325,2024,0.7126760563380282 +3/5/2018 19:21,5369187.042574759,2026,0.7133802816901409 +3/5/2018 19:22,5381825.0851801485,2016,0.7098591549295775 +3/5/2018 19:23,5406090.363257221,2020,0.7112676056338029 +3/5/2018 19:24,5421301.893693548,2014,0.7091549295774648 +3/5/2018 19:25,5402441.4324677745,2020,0.7112676056338029 +3/5/2018 19:26,5407474.423688017,2036,0.7169014084507043 +3/5/2018 19:27,5444008.472065585,2052,0.7225352112676057 +3/5/2018 19:28,5462645.751739893,2096,0.7380281690140845 +3/5/2018 19:29,5468974.080615064,2106,0.7415492957746479 +3/5/2018 19:30,5485123.920870266,2110,0.7429577464788732 +3/5/2018 19:31,5470620.884,2122,0.7471830985915493 +3/5/2018 19:32,5463522.313851773,2102,0.7401408450704225 +3/5/2018 19:33,5501509.247458926,2090,0.7359154929577465 +3/5/2018 19:34,5549821.606217839,2128,0.7492957746478873 +3/5/2018 19:35,5570345.398161542,2112,0.7436619718309859 +3/5/2018 19:36,5532501.456016788,2118,0.745774648 +3/5/2018 19:37,5539972.034,2100,0.7394366197183099 +3/5/2018 19:38,5538799.916559819,2090,0.7359154929577465 +3/5/2018 19:39,5569871.723645879,2092,0.7366197183098592 +3/5/2018 19:40,5570278.487,2114,0.7443661971830986 +3/5/2018 19:41,5541540.977424435,2136,0.752112676 +3/5/2018 19:42,5543018.440920616,2136,0.752112676 +3/5/2018 19:43,5563593.435939968,2144,0.7549295774647887 +3/5/2018 19:44,5599461.995919152,2152,0.7577464788732394 +3/5/2018 19:45,5603999.284476828,2170,0.7640845070422535 +3/5/2018 19:46,5617900.614137875,2182,0.7683098591549296 +3/5/2018 19:47,5673318.8511597095,2180,0.7676056338028169 +3/5/2018 19:48,5669617.856755105,2182,0.7683098591549296 +3/5/2018 19:49,5688623.560759945,2188,0.7704225352112676 +3/5/2018 19:50,5719671.433582345,2226,0.7838028169014084 +3/5/2018 19:51,5699248.776605275,2244,0.7901408450704225 +3/5/2018 19:52,5717466.774,2236,0.7873239436619718 +3/5/2018 19:53,5687246.784378481,2202,0.7753521126760563 +3/5/2018 19:54,5722600.337468514,2196,0.7732394366197183 +3/5/2018 19:55,5750882.445246356,2188,0.7704225352112676 +3/5/2018 19:56,5761656.793934965,2170,0.7640845070422535 +3/5/2018 19:57,5792417.364569427,2170,0.7640845070422535 +3/5/2018 19:58,5729935.356621519,2168,0.7633802816901408 +3/5/2018 19:59,5721086.11,2142,0.754225352 +3/5/2018 20:00,5717951.445,2158,0.7598591549295775 +3/5/2018 20:01,5700911.062297257,2132,0.7507042253521127 +3/5/2018 20:02,5658097.997844217,2138,0.7528169014084507 +3/5/2018 20:03,5632391.431576925,2120,0.7464788732394366 +3/5/2018 20:04,5593252.710318296,2110,0.7429577464788732 +3/5/2018 20:05,5615004.388388442,2128,0.7492957746478873 +3/5/2018 20:06,5628481.8098016195,2138,0.7528169014084507 +3/5/2018 20:07,5624076.380577469,2138,0.7528169014084507 +3/5/2018 20:08,5655276.812615646,2120,0.7464788732394366 +3/5/2018 20:09,5633816.040004758,2108,0.7422535211267606 +3/5/2018 20:10,5586588.624581209,2112,0.7436619718309859 +3/5/2018 20:11,5549028.375387086,2088,0.7352112676056338 +3/5/2018 20:12,5469228.45,2058,0.7246478873239437 +3/5/2018 20:13,5512784.0546493605,2056,0.723943662 +3/5/2018 20:14,5459325.471,2068,0.7281690140845071 +3/5/2018 20:15,5374416.431959115,2054,0.7232394366197183 +3/5/2018 20:16,5373406.795753508,2016,0.7098591549295775 +3/5/2018 20:17,5419003.215618964,2018,0.7105633802816902 +3/5/2018 20:18,5377280.259783677,2000,0.704225352 +3/5/2018 20:19,5347817.964990808,1988,0.7 +3/5/2018 20:20,5314168.539013823,1972,0.6943661971830986 +3/5/2018 20:21,5329132.26,1968,0.6929577464788732 +3/5/2018 20:22,5340191.845628538,1986,0.6992957746478873 +3/5/2018 20:23,5334436.866154647,1970,0.6936619718309859 +3/5/2018 20:24,5317725.227751288,1972,0.6943661971830986 +3/5/2018 20:25,5283106.092489062,1982,0.6978873239436619 +3/5/2018 20:26,5259235.415729421,1964,0.6915492957746479 +3/5/2018 20:27,5307744.0883930735,1990,0.7007042253521126 +3/5/2018 20:28,5263555.617839984,1988,0.7 +3/5/2018 20:29,5275987.6604191335,1982,0.6978873239436619 +3/5/2018 20:30,5327285.252957745,2000,0.704225352 +3/5/2018 20:31,5332355.670420109,2020,0.7112676056338029 +3/5/2018 20:32,5345000.003628708,2020,0.7112676056338029 +3/5/2018 20:33,5372434.146556092,2022,0.7119718309859155 +3/5/2018 20:34,5405583.851246268,2034,0.7161971830985916 +3/5/2018 20:35,5433446.011646314,2028,0.7140845070422536 +3/5/2018 20:36,5401892.423777308,2030,0.7147887323943662 +3/5/2018 20:37,5369160.052712832,2012,0.7084507042253522 +3/5/2018 20:38,5394580.0551791135,2026,0.7133802816901409 +3/5/2018 20:39,5390694.569142994,2018,0.7105633802816902 +3/5/2018 20:40,5400257.646946663,1994,0.702112676 +3/5/2018 20:41,5342786.447662873,2004,0.7056338028169014 +3/5/2018 20:42,5320154.594459115,2006,0.706338028 +3/5/2018 20:43,5336380.483783399,2014,0.7091549295774648 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b/examples/33_data_center/data_center_advanced.yaml @@ -0,0 +1,5 @@ +name: H2Integrate_config +system_summary: This reference data center contains a simple grid-connected data ceneter +driver_config: driver_config.yaml +technology_config: tech_config_advanced.yaml +plant_config: plant_config.yaml diff --git a/examples/33_data_center/data_center_conservative.yaml b/examples/33_data_center/data_center_conservative.yaml new file mode 100644 index 000000000..b87b55fbe --- /dev/null +++ b/examples/33_data_center/data_center_conservative.yaml @@ -0,0 +1,5 @@ +name: H2Integrate_config +system_summary: This reference data center contains a simple grid-connected data ceneter +driver_config: driver_config.yaml +technology_config: tech_config_conservative.yaml +plant_config: plant_config.yaml diff --git a/examples/33_data_center/data_center_moderate.yaml b/examples/33_data_center/data_center_moderate.yaml new file mode 100644 index 000000000..8ad27a1e9 --- /dev/null +++ b/examples/33_data_center/data_center_moderate.yaml @@ -0,0 +1,5 @@ +name: H2Integrate_config +system_summary: This reference data center contains a simple grid-connected data ceneter +driver_config: driver_config.yaml +technology_config: tech_config_moderate.yaml +plant_config: plant_config.yaml diff --git a/examples/33_data_center/driver_config.yaml b/examples/33_data_center/driver_config.yaml new file mode 100644 index 000000000..d2361c9d3 --- /dev/null +++ b/examples/33_data_center/driver_config.yaml @@ -0,0 +1,4 @@ +name: driver_config +description: This analysis runs a grid-connected data center +general: + folder_output: outputs diff --git a/examples/33_data_center/hourly_power_load.yaml b/examples/33_data_center/hourly_power_load.yaml new file mode 100644 index 000000000..08a0b15f7 --- /dev/null +++ b/examples/33_data_center/hourly_power_load.yaml @@ -0,0 +1,8761 @@ +hourly_power_MW: +- 18.320739760602837 +- 26.314815145298724 +- 22.96721881947925 +- 21.280354112618788 +- 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70.47604874701278 +- 70.08044374179886 +- 70.19215098417489 +- 70.44703547412234 +- 70.45563143624673 +- 70.6103617234255 +- 70.3714147062034 +- 70.67448247684537 +- 70.60179058110165 +- 70.28493487120824 diff --git a/examples/33_data_center/plant_config.yaml b/examples/33_data_center/plant_config.yaml new file mode 100644 index 000000000..521578276 --- /dev/null +++ b/examples/33_data_center/plant_config.yaml @@ -0,0 +1,76 @@ +name: plant_config +description: This plant is located in Minnesota +sites: + site: + latitude: 46.7867 + longitude: -92.1005 + # resources: + # solar_resource: + # resource_model: GOESAggregatedSolarAPI + # resource_parameters: + # resource_year: 2013 + # resource_dir: ../11_hybrid_energy_plant/tech_inputs/weather/solar + # resource_filename: 30.6617_-101.7096_psmv3_60_2013.csv +# array of arrays containing left-to-right technology +# interconnections; can support bidirectional connections +# with the reverse definition. +# in this example the natural gas combined cycle plant is behind-the-meter +# and not connected to additional technologies. +# hence the empty array. +technology_interconnections: + - [data_center, grid_buy, [unmet_electricity_demand_out, electricity_demand]] + - [water_feedstock, data_center, water, pipe] + # - [solar, battery, electricity, cable] + # # connect solar to battery + # - [ng_feedstock, natural_gas_plant, natural_gas, pipe] + # # connect NG feedstock to NG plant + # - [battery, natural_gas_plant, [unmet_electricity_demand_out, electricity_demand]] + # # connect electricity demand to NG feedstock + # connect natural gas and battery to combiner + # - [solar, fin_combiner, electricity, cable] + # - [natural_gas_plant, fin_combiner, electricity, cable] +# resource_to_tech_connections: +# # connect the wind resource to the wind technology +# - [site.solar_resource, solar, solar_resource_data] +plant: + plant_life: 15 + simulation: + n_timesteps: 8760 +finance_parameters: + finance_groups: + profast_model: + finance_model: ProFastLCO + model_inputs: + params: + analysis_start_year: 2032 + installation_time: 36 + inflation_rate: 0.0 + discount_rate: 0.09 + debt_equity_ratio: 0.93 + property_tax_and_insurance: 0.03 + total_income_tax_rate: 0.21 + capital_gains_tax_rate: 0.15 + sales_tax_rate: 0.0 + debt_interest_rate: 0.07 + debt_type: Revolving debt + loan_period_if_used: 0 + cash_onhand_months: 1 + admin_expense: 0.00 + capital_items: + depr_type: MACRS + depr_period: 5 + refurb: [0.] + cost_adjustment_parameters: + cost_year_adjustment_inflation: 0.025 + target_dollar_year: 2026 + finance_subgroups: + compute_load: + commodity: compute_load + commodity_stream: data_center + finance_groups: [profast_model] + technologies: [data_center, grid_buy, water_feedstock] + # water: + # commodity: water + # commmodity_stream: water_feedstock + # finance_groups: [profast_model] + # technologies: [data_center, water_feedstock] diff --git a/examples/33_data_center/run_data_center.py b/examples/33_data_center/run_data_center.py new file mode 100644 index 000000000..512b2a24a --- /dev/null +++ b/examples/33_data_center/run_data_center.py @@ -0,0 +1,112 @@ +import matplotlib.pyplot as plt +import numpy as np +from h2integrate.core.h2integrate_model import H2IntegrateModel + +import pandas as pd +import yaml + +# Load the CSV file +df = pd.read_csv("10mw_80per_compute_load.csv") + +# Convert timestamp to datetime +df['timestamp'] = pd.to_datetime(df['timestamp']) + +# Set timestamp as index +df.set_index('timestamp', inplace=True) + +# Resample to hourly and take the mean +hourly_power = df['power_W'].resample('h').mean() + +# Scale by 10 and convert from W to MW +hourly_power = (hourly_power * 10) / 1e6 + +# Drop the last value +hourly_power = hourly_power[:-1] + +# fig, ax = plt.subplots(figsize=(10, 6)) +# ax.plot(hourly_power.index, hourly_power.values, marker="o", label="Hourly Power Load (MW)", alpha=0.8) +# plt.show() +# lll + + +cases = [ + "data_center_advanced.yaml", + "data_center_moderate.yaml", + "data_center_conservative.yaml" +] + +water_costs = [] +electricity_costs = [] +water_usages = [] +electricity_usages = [] + +for case in cases: + # Create an H2I model + h2i = H2IntegrateModel(case) + + h2i.setup() + h2i.prob.set_val("data_center.compute_load_demand", hourly_power.values, units="MW") + + # Run the model + h2i.run() + + # Post-process the results + h2i.post_process() + + water_cost = h2i.prob.get_val("water_feedstock.VarOpEx", units="USD/yr")[0] + electricity_cost = h2i.prob.get_val("grid_buy.VarOpEx", units="USD/yr")[0] + water_usage = h2i.prob.get_val("data_center.water_consumed", units="galUS/h") + electricity_usage = h2i.prob.get_val("grid_buy.electricity_out", units="MW") + + water_costs.append(water_cost) + electricity_costs.append(electricity_cost) + water_usages.append(water_usage) + electricity_usages.append(electricity_usage) + +# Create a comparison plot +case_labels = ["Advanced", "Moderate", "Conservative"] +x = np.arange(len(case_labels)) +width = 0.35 + +fig, ax = plt.subplots(figsize=(10, 6)) +ax.bar(x - width/2, water_costs, width, label="Water Cost", alpha=0.8) +ax.bar(x + width/2, electricity_costs, width, label="Electricity Cost", alpha=0.8) + +ax.set_xlabel("Case", fontsize=12) +ax.set_ylabel("Annual Cost (USD/yr)", fontsize=12) +ax.set_title("Water vs Electricity Costs by Case", fontsize=14, fontweight="bold") +ax.set_xticks(x) +ax.set_xticklabels(case_labels) +ax.legend() +ax.grid(axis="y", alpha=0.3) + +plt.tight_layout() +plt.savefig("cost_comparison.png", dpi=300, bbox_inches="tight") + +fig, ax = plt.subplots(figsize=(10, 6)) +for i in range(len(cases)): + ax.plot(water_usages[i], marker="o", label="Water Usage (galUS)", alpha=0.8) + +ax.set_xlabel("Case", fontsize=12) +ax.set_ylabel("Water Usage (galUS)", fontsize=12) +ax.set_title("Water Usage by Case", fontsize=14, fontweight="bold") +ax.legend(case_labels) +ax.grid(alpha=0.3) + +plt.tight_layout() +plt.savefig("water_usage.png", dpi=300, bbox_inches="tight") + +fig, ax = plt.subplots(figsize=(10, 6)) +for i in range(len(cases)): + ax.plot(electricity_usages[i], marker="o", label="Electricity Usage (MW)", alpha=0.8) + +ax.set_xlabel("Case", fontsize=12) +ax.set_ylabel("Electricity Usage (MW)", fontsize=12) +ax.set_title("Electricity Usage by Case", fontsize=14, fontweight="bold") +ax.legend(case_labels) +ax.grid(alpha=0.3) + +plt.tight_layout() +plt.savefig("electricity_usage.png", dpi=300, bbox_inches="tight") + +plt.show() diff --git a/examples/33_data_center/tech_config.yaml b/examples/33_data_center/tech_config.yaml new file mode 100644 index 000000000..37e0b599d --- /dev/null +++ b/examples/33_data_center/tech_config.yaml @@ -0,0 +1,58 @@ +name: technology_config +description: This plant produces electricity from natural gas using a combined cycle turbine +technologies: + water_feedstock: + performance_model: + model: FeedstockPerformanceModel + cost_model: + model: FeedstockCostModel + model_inputs: + shared_parameters: + commodity: water + commodity_rate_units: galUS/h + performance_parameters: + rated_capacity: 1.e6 # galUS/h + cost_parameters: + cost_year: 2026 + price: 0.01 + annual_cost: 0. + start_up_cost: 0. + data_center: + performance_model: + model: DataCenterPerformanceModel + cost_model: + model: DataCenterCostModel + model_inputs: + shared_parameters: + system_capacity_mw: 160. + performance_parameters: + compute_electrical_efficiency: 0.92 + cooling_load_ratio: 0.2 + water_use_gal_per_mwh: 1200. + demand_profile: 100.0 # MW + cost_parameters: + capex_per_mw: 4.0625e6 # $/MW + fixed_opex_per_mw_per_year: 1.5e5 # $/MW/year + variable_opex_per_mwh: 0.0 # $/MWh + cost_year: 2026 + grid_buy: + performance_model: + model: GridPerformanceModel + cost_model: + model: GridCostModel + model_inputs: + shared_parameters: + interconnection_size: 1.e6 # kW + cost_parameters: + cost_year: 2026 + electricity_buy_price: 0.04574 # $/kWh - only buying, no selling + interconnection_capex_per_kw: 0.0 # $/kW capital cost + interconnection_opex_per_kw: 0.0 # $/kW/year O&M cost + fixed_interconnection_cost: 0.0 # $ one-time fixed cost + # fin_combiner: + # performance_model: + # model: GenericCombinerPerformanceModel + # model_inputs: + # performance_parameters: + # commodity: electricity + # commodity_rate_units: kW diff --git a/examples/33_data_center/tech_config_advanced.yaml b/examples/33_data_center/tech_config_advanced.yaml new file mode 100644 index 000000000..828ab2aaa --- /dev/null +++ b/examples/33_data_center/tech_config_advanced.yaml @@ -0,0 +1,58 @@ +name: technology_config +description: This plant produces electricity from natural gas using a combined cycle turbine +technologies: + water_feedstock: + performance_model: + model: FeedstockPerformanceModel + cost_model: + model: FeedstockCostModel + model_inputs: + shared_parameters: + commodity: water + commodity_rate_units: galUS/h + performance_parameters: + rated_capacity: 1.e6 # galUS/h + cost_parameters: + cost_year: 2026 + price: 0.01 + annual_cost: 0. + start_up_cost: 0. + data_center: + performance_model: + model: DataCenterPerformanceModel + cost_model: + model: DataCenterCostModel + model_inputs: + shared_parameters: + system_capacity_mw: 160. + performance_parameters: + compute_electrical_efficiency: 0.97 + cooling_load_ratio: 0.2 + water_use_gal_per_mwh: 265. + demand_profile: 100. # MW + cost_parameters: + capex_per_mw: 4.0625e6 # $/MW + fixed_opex_per_mw_per_year: 3.4e6 # $/MW/year + variable_opex_per_mwh: 0.0 # $/MWh + cost_year: 2026 + grid_buy: + performance_model: + model: GridPerformanceModel + cost_model: + model: GridCostModel + model_inputs: + shared_parameters: + interconnection_size: 1.e6 # kW + cost_parameters: + cost_year: 2026 + electricity_buy_price: 0.04574 # $/kWh - only buying, no selling + interconnection_capex_per_kw: 0.0 # $/kW capital cost + interconnection_opex_per_kw: 0.0 # $/kW/year O&M cost + fixed_interconnection_cost: 0.0 # $ one-time fixed cost + # fin_combiner: + # performance_model: + # model: GenericCombinerPerformanceModel + # model_inputs: + # performance_parameters: + # commodity: electricity + # commodity_rate_units: kW diff --git a/examples/33_data_center/tech_config_conservative.yaml b/examples/33_data_center/tech_config_conservative.yaml new file mode 100644 index 000000000..e3ac4745c --- /dev/null +++ b/examples/33_data_center/tech_config_conservative.yaml @@ -0,0 +1,58 @@ +name: technology_config +description: This plant produces electricity from natural gas using a combined cycle turbine +technologies: + water_feedstock: + performance_model: + model: FeedstockPerformanceModel + cost_model: + model: FeedstockCostModel + model_inputs: + shared_parameters: + commodity: water + commodity_rate_units: galUS/h + performance_parameters: + rated_capacity: 1.e6 # galUS/h + cost_parameters: + cost_year: 2026 + price: 0.01 + annual_cost: 0. + start_up_cost: 0. + data_center: + performance_model: + model: DataCenterPerformanceModel + cost_model: + model: DataCenterCostModel + model_inputs: + shared_parameters: + system_capacity_mw: 160. + performance_parameters: + compute_electrical_efficiency: 0.90 + cooling_load_ratio: 0.2 + water_use_gal_per_mwh: 2400. + demand_profile: 100. # MW + cost_parameters: + capex_per_mw: 4.0625e6 # $/MW + fixed_opex_per_mw_per_year: 1.03e7 # $/MW/year + variable_opex_per_mwh: 0.0 # $/MWh + cost_year: 2026 + grid_buy: + performance_model: + model: GridPerformanceModel + cost_model: + model: GridCostModel + model_inputs: + shared_parameters: + interconnection_size: 1.e6 # kW + cost_parameters: + cost_year: 2026 + electricity_buy_price: 0.04574 # $/kWh - only buying, no selling + interconnection_capex_per_kw: 0.0 # $/kW capital cost + interconnection_opex_per_kw: 0.0 # $/kW/year O&M cost + fixed_interconnection_cost: 0.0 # $ one-time fixed cost + # fin_combiner: + # performance_model: + # model: GenericCombinerPerformanceModel + # model_inputs: + # performance_parameters: + # commodity: electricity + # commodity_rate_units: kW diff --git a/examples/33_data_center/tech_config_moderate.yaml b/examples/33_data_center/tech_config_moderate.yaml new file mode 100644 index 000000000..d6e0d1260 --- /dev/null +++ b/examples/33_data_center/tech_config_moderate.yaml @@ -0,0 +1,58 @@ +name: technology_config +description: This plant produces electricity from natural gas using a combined cycle turbine +technologies: + water_feedstock: + performance_model: + model: FeedstockPerformanceModel + cost_model: + model: FeedstockCostModel + model_inputs: + shared_parameters: + commodity: water + commodity_rate_units: galUS/h + performance_parameters: + rated_capacity: 1.e6 # galUS/h + cost_parameters: + cost_year: 2026 + price: 0.01 + annual_cost: 0. + start_up_cost: 0. + data_center: + performance_model: + model: DataCenterPerformanceModel + cost_model: + model: DataCenterCostModel + model_inputs: + shared_parameters: + system_capacity_mw: 100. + performance_parameters: + compute_electrical_efficiency: 0.92 + cooling_load_ratio: 0.2 + water_use_gal_per_mwh: 1200. + demand_profile: 100. # MW + cost_parameters: + capex_per_mw: 4.0625e6 # $/MW + fixed_opex_per_mw_per_year: 5.6e6 # $/MW/year + variable_opex_per_mwh: 0.0 # $/MWh + cost_year: 2026 + grid_buy: + performance_model: + model: GridPerformanceModel + cost_model: + model: GridCostModel + model_inputs: + shared_parameters: + interconnection_size: 1.e6 # kW + cost_parameters: + cost_year: 2026 + electricity_buy_price: 0.04574 # $/kWh - only buying, no selling + interconnection_capex_per_kw: 0.0 # $/kW capital cost + interconnection_opex_per_kw: 0.0 # $/kW/year O&M cost + fixed_interconnection_cost: 0.0 # $ one-time fixed cost + # fin_combiner: + # performance_model: + # model: GenericCombinerPerformanceModel + # model_inputs: + # performance_parameters: + # commodity: electricity + # commodity_rate_units: kW