code for creating panel geometries
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18
Utilities/Processes.py
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18
Utilities/Processes.py
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import numpy as np
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def calculate_no_of_panels(system_size, panel_peak_power):
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"""
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Calculate the number of panels needed for a given system size and panel peak power.
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Args:
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system_size (float): The total system size in kWp.
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panel_peak_power (float): The peak power of a single panel in Wp.
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Returns:
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int: The number of panels needed.
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"""
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panel_peak_power_kWp = panel_peak_power / 1000 # Convert Wp to kWp
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no_of_panels = np.ceil(system_size / panel_peak_power_kWp)
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return no_of_panels
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113
Utilities/Shading.py
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Utilities/Shading.py
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import numpy as np
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import pandas as pd
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import logging
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from ladybug_geometry.geometry3d.pointvector import Point3D, Vector3D
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from ladybug_geometry.geometry3d.plane import Plane
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from ladybug_geometry.geometry3d.polyface import Polyface3D
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from Utilities.Processes import calculate_no_of_panels
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logger = logging.getLogger(__name__)
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def define_grid_layout(c):
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# get number of panels required
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no_of_panels = calculate_no_of_panels(
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c["array"]["system_size"], c["panel"]["peak_power"]
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)
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# get maximum number of panels based on spacing and dimensions
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max__panels_per_row = np.floor(
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(
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c["environment"]["roof"]["dimensions"]["width"]
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- 2 * c["array"]["edge_setback"]
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)
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/ c["panel"]["dimensions"]["width"]
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)
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max_number_of_rows = np.floor(
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(
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c["environment"]["roof"]["dimensions"]["length"]
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- 2 * c["array"]["edge_setback"]
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)
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/ (c["array"]["spacing"] + c["panel"]["dimensions"]["thickness"])
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)
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max_no_of_panels = max__panels_per_row * max_number_of_rows
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logger.info(
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f"Number of panels required: {no_of_panels}, Maximum panels possible: {max_no_of_panels}"
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)
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if no_of_panels > max_no_of_panels:
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no_of_panels = max_no_of_panels
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logger.warning(
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f"Number of panels required exceeds maximum possible. Setting number of panels to {no_of_panels}."
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)
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else:
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logger.info(
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f"Number of panels required is within the maximum possible. Setting number of panels to {no_of_panels}."
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)
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# coordinate of panel determined by bottom left corner
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# x - row wise position, y - column wise position, z - height
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# first panel in row 1 is at (0, 0, 0)
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# nth panel in row 1 is at ((n-1)*panel_width, 0, 0)
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# first panel in nth row is at (0, (n-1)*(panel_thickness + spacing), 0)
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# create matrices for x, y, z coordinates of panels
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x = []
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y = []
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z = []
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counter = 0
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for j in range(int(max_number_of_rows)):
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for i in range(int(max__panels_per_row)):
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if counter < no_of_panels:
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x.append(i * c["panel"]["dimensions"]["width"])
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y.append(
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j * (c["panel"]["dimensions"]["thickness"] + c["array"]["spacing"])
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)
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z.append(0)
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counter += 1
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else:
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break
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coordinates = pd.DataFrame(
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{
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"x": x,
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"y": y,
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"z": z,
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}
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)
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return coordinates
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def create_panels(coordinates, c):
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panel_width = c["panel"]["dimensions"]["width"]
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panel_length = c["panel"]["dimensions"]["length"]
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panel_thickness = c["panel"]["dimensions"]["thickness"]
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# For a vertical panel:
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# - The vertical direction (panel height) is along the Z-axis.
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y_axis = Vector3D(0, 0, 1) # points upward
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# - The horizontal direction along the panel's width.
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# Here, we assume the width runs in the positive X-direction.
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x_axis = Vector3D(1, 0, 0) # points east
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panels = []
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for index, row in coordinates.iterrows():
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# Create the bottom-left corner of the panel
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panel_origin = Point3D(row["x"], row["y"], row["z"])
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# Create the plane for the panel
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panel_plane = Plane(origin=panel_origin, y_axis=y_axis, x_axis=x_axis)
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# Create the panel geometry
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panel = Polyface3D.from_box(
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width=panel_width,
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depth=panel_length,
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height=panel_thickness,
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base_plane=panel_plane,
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)
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panels.append(panel)
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return panels
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0
Utilities/__init__.py
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0
Utilities/__init__.py
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config.yml
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config.yml
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array:
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system_size: 500 # in kWp
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spacing: 1 # spacing between adjacent panel rows in m
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edge_setback: 1.8 # distance from the edge of the roof to the array
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environment:
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roof:
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dimensions:
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# dimensions all in m
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length: 100
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width: 125
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albedo: 0.8 # % of light reflected from the surface
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tilt: 0 # degrees from horizontal
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location:
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latitude: 3.1186108758412945
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longitude: 101.57639813680093
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panel:
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peak_power: 710 # in Wp
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bifaciality: 0.85 # rear face efficiency relative to front face
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# dimensions all in m
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dimensions:
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length: 2.384
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width: 1.303
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thickness: 0.033
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29
main.py
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main.py
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# %%
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import yaml
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import logging
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from Utilities.Shading import define_grid_layout
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logging.basicConfig(
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level=logging.INFO,
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format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
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datefmt="%Y-%m-%d %H:%M:%S",
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)
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stream_handler = logging.StreamHandler()
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stream_handler.setLevel(logging.INFO)
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stream_formatter = logging.Formatter("%(levelname)s: %(message)s")
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stream_handler.setFormatter(stream_formatter)
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logging.getLogger().addHandler(stream_handler)
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logger = logging.getLogger(__name__)
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config_path = "config.yml"
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with open(config_path, "r") as file:
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c = yaml.safe_load(file)
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logger.info("Configuration loaded successfully.")
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logger.debug(f"Configuration: {c}")
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coordinates = define_grid_layout(c)
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# %%
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44
requirements.txt
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requirements.txt
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asttokens==3.0.0
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certifi==2025.1.31
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charset-normalizer==3.4.1
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colorama==0.4.6
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comm==0.2.2
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debugpy==1.8.13
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decorator==5.2.1
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executing==2.2.0
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h5py==3.13.0
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idna==3.10
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ipykernel==6.29.5
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ipython==9.0.2
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ipython_pygments_lexers==1.1.1
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jedi==0.19.2
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jupyter_client==8.6.3
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jupyter_core==5.7.2
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ladybug-geometry==1.34.1
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matplotlib-inline==0.1.7
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nest-asyncio==1.6.0
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nominatim==0.1
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numpy==2.2.4
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packaging==24.2
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pandas==2.2.3
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parso==0.8.4
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platformdirs==4.3.7
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prompt_toolkit==3.0.50
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psutil==7.0.0
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pure_eval==0.2.3
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pvlib==0.12.0
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Pygments==2.19.1
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python-dateutil==2.9.0.post0
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pytz==2025.2
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pywin32==310
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PyYAML==6.0.2
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pyzmq==26.3.0
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requests==2.32.3
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scipy==1.15.2
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six==1.17.0
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stack-data==0.6.3
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tornado==6.4.2
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traitlets==5.14.3
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tzdata==2025.2
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urllib3==2.3.0
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wcwidth==0.2.13
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test_sim.py
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test_sim.py
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# %%
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import pvlib
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from pvlib.modelchain import ModelChain
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from pvlib.pvsystem import PVSystem
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from pvlib.location import Location
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# %%
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location = Location(
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latitude=3.1114844514593343, longitude=101.5785743614895, tz="Asia/Kuala_Lumpur"
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)
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system = PVSystem(
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surface_tilt=90,
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surface_azimuth=90,
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)
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sandia_modules = pvlib.pvsystem.retrieve_sam("SandiaMod")
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cec_inverters = pvlib.pvsystem.retrieve_sam("CECInverter")
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