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19 changes: 19 additions & 0 deletions src/power_grid_model_ds/_core/power_grid_model_interface.py
Original file line number Diff line number Diff line change
Expand Up @@ -100,6 +100,25 @@ def calculate_power_flow(
)
return self.output_data

def calculate_state_estimation(
self,
calculation_method: CalculationMethod = CalculationMethod.iterative_linear,
update_data: dict | None = None,
**kwargs,
):
"""Initialize the PowerGridModel and calculate state estimation over input data.

If input data is not available, self.create_input_from_grid() will be called to create it.

Returns output of the state estimation calculation (also stored in self.output_data)
"""
self.model = self.model or self.setup_model()

self.output_data = self.model.calculate_state_estimation(
calculation_method=calculation_method, update_data=update_data, **kwargs
)
return self.output_data

def _create_power_grid_array(self, array_name: str) -> np.ndarray:
"""Create power grid model array"""
internal_array = getattr(self.grid, array_name)
Expand Down
35 changes: 34 additions & 1 deletion tests/integration/loadflow/test_power_grid_model.py
Original file line number Diff line number Diff line change
Expand Up @@ -8,7 +8,7 @@

import numpy as np
import pytest
from power_grid_model import ComponentType, TapChangingStrategy, initialize_array
from power_grid_model import ComponentType, MeasuredTerminalType, TapChangingStrategy, initialize_array

from power_grid_model_ds._core.data_source.generator.grid_generators import RadialGridGenerator
from power_grid_model_ds._core.model.grids.base import Grid
Expand Down Expand Up @@ -114,6 +114,39 @@ def test_grid_with_automatic_tap_regulator(self, grid_with_tap_regulator: Grid):
assert output["transformer_tap_regulator"]["tap_pos"][0] > 0


class TestCalculateStateEstimation:
def test_simple_grid_with_sensors(self, simple_loadflow_grid: Grid):
core_interface = PowerGridModelInterface(grid=simple_loadflow_grid)
input_data = core_interface.create_input_from_grid()

voltage_sensors = initialize_array("input", "sym_voltage_sensor", 2)
voltage_sensors["id"] = [10, 11]
voltage_sensors["measured_object"] = [0, 1]
voltage_sensors["u_sigma"] = [1.0, 1.0]
voltage_sensors["u_measured"] = [10_500.0, 10_497.5]
voltage_sensors["u_angle_measured"] = [0.0, -0.0002]

power_sensors = initialize_array("input", "sym_power_sensor", 2)
power_sensors["id"] = [12, 13]
power_sensors["measured_object"] = [3, 4]
power_sensors["measured_terminal_type"] = [MeasuredTerminalType.source, MeasuredTerminalType.load]
power_sensors["power_sigma"] = [100.0, 100.0]
power_sensors["p_measured"] = [-250_000.0, 250_000.0]
power_sensors["q_measured"] = [-50_000.0, 50_000.0]
power_sensors["p_sigma"] = [100.0, 100.0]
power_sensors["q_sigma"] = [100.0, 100.0]

input_data["sym_voltage_sensor"] = voltage_sensors
input_data["sym_power_sensor"] = power_sensors

output = core_interface.calculate_state_estimation()

assert output is core_interface.output_data
assert output["node"]["u"][0] == pytest.approx(10_498.75, 0.1)
assert output["node"]["u"][1] == pytest.approx(10_498.75, 0.1)
assert all(output["line"]["i_from"] > 0)


@pytest.fixture
def base_grid() -> Grid:
grid_generator = RadialGridGenerator(grid_class=Grid, nr_nodes=5, nr_sources=1, nr_nops=0)
Expand Down