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Erroneous coordinate-based assignment of power plants after spatial aggregation

Open grecht opened this issue 5 months ago • 1 comments

I have found a bug and discussed its origin and implications with @mwetz. We believe this can distort results, as it can e.g. cause large amounts of capacity to be wrongly assigned to a different synchronous area.

Version Checks (indicate both or one)

  • [x] I have confirmed this bug exists on the lastest release of PyPSA-Eur.

  • [ ] I have confirmed this bug exists on the current master branch of PyPSA-Eur.

Issue Description

We observed that the assignments of power plants to regions is inconsistent in the sense that it is affected by the spatial aggregation.

This becomes most apparent when we compare the total capacities in each synchronous area for different levels of spatial aggregation. We take this as an example, but the inconsistencies should also occur in other cases. Here, we compare the total capacities in each synchronous area for the network aggregated to the 39 countries and synchronous areas and the network aggregated to 256 buses.

Differences between total capacities in synchronous areas in 256-bus and 39-bus systems

(39-bus capacities are subtracted from 256-bus capacities)

Continental Europe Nordic Mallorca Corsica Great Britain Ireland Sardinia
CCGT 12410.55 0.00 -7934.55 0.00 2451.50 -2451.50 -4476.00
OCGT 0.00 0.00 0.00 0.00 0.00 0.00 0.00
biomass 150.00 0.00 0.00 -150.00 0.00 0.00 0.00
coal -0.00 0.00 0.00 0.00 0.00 0.00 0.00
lignite 0.00 0.00 0.00 0.00 0.00 0.00 0.00
nuclear 3032.80 0.00 -3032.80 0.00 0.00 0.00 0.00
offwind-ac 0.00 -0.01 0.00 0.00 0.00 -0.06 0.00
offwind-dc 0.00 0.00 0.00 0.00 0.00 0.00 0.00
oil 26.46 0.00 -26.46 0.00 0.00 0.00 0.00
onwind -35.12 0.00 0.00 0.00 0.00 0.00 35.12
ror 335.77 0.00 -147.01 -119.67 1432.90 -1432.90 -69.10
solar -4.43 0.00 0.00 0.05 -0.55 0.55 4.38

You can create this table using the script given in the "Reproducible Example" part.

This shows e.g. that 3 GW of nuclear and 8 GW of CCGTs is assigned to Mallorca in the 39 bus network, but to Continental Europe in the 256 bus network. Similarly, there are capacities wandering between Great Britain and Ireland as well as Sardinia and Continental Europe.

The likely cause

We assume that it is due to the coordinate-based spatial assignment of power plants to buses after the spatial aggregation, and hence based on the centroid coordinates of the resulting regions. That way, the aggregation would have an impact on the spatial assignment of power plants.

The assignment happens here:

https://github.com/PyPSA/pypsa-eur/blob/1750b4e31e30601c52a526b759727c4cad0bb090/scripts/build_powerplants.py#L196

And the network n in this assignment seems to be aggregated, as is evident in this rule:

https://github.com/PyPSA/pypsa-eur/blob/1750b4e31e30601c52a526b759727c4cad0bb090/rules/build_electricity.smk#L40

If this is the cause, this problem should be fixed by assigning the power plants to the buses before the spatial aggregation.

Reproducible Example

  • Build two networks with a different spatial aggregation (e.g. 39 and 256 buses)
  • Run the following code
import pandas as pd
import pypsa

nw_a = pypsa.Network("resources/raw/base_s_39_elec_lvopt.nc")
nw_b = pypsa.Network("resources/raw/base_s_256_elec_lvopt.nc")

nw_a.determine_network_topology()
nw_b.determine_network_topology()


def get_subnw_capacities(nw):
    dfs = {}
    for _, sub_nw_i in nw.sub_networks.iterrows():
        slack_bus = sub_nw_i["slack_bus"]
        sub_nw = sub_nw_i["obj"]
        dfs = dfs | {
            slack_bus: sub_nw.generators()[["carrier", "p_nom"]].groupby("carrier").sum()
        }

    return pd.concat(dfs, axis=1)


sub_nws_a = get_subnw_capacities(nw_a).fillna(0)
sub_nws_b = get_subnw_capacities(nw_b).fillna(0)


print("a:")
print(sub_nws_a.round(2).to_string())
print("\nb:")
print(sub_nws_b.round(2).to_string())
print("\n(b - a):")
print((sub_nws_b - sub_nws_a).round(2).to_string())

Expected Behavior

The assignment of capacities should be consistent such that a region can only contain the capacities connected to its constituent buses. It should not be affected by the aggregation.

Installed Versions

name: pypsa-eur channels: - bioconda - conda-forge dependencies: - _libgcc_mutex=0.1=conda_forge - _openmp_mutex=4.5=2_gnu - _python_abi3_support=1.0=hd8ed1ab_2 - adwaita-icon-theme=48.1=unix_0 - affine=2.4.0=pyhd8ed1ab_1 - alsa-lib=1.2.14=hb9d3cd8_0 - ampl-asl=1.0.0=h5888daf_2 - amply=0.1.6=pyhd8ed1ab_1 - anyio=4.10.0=pyhe01879c_0 - appdirs=1.4.4=pyhd8ed1ab_1 - argon2-cffi=25.1.0=pyhd8ed1ab_0 - argon2-cffi-bindings=25.1.0=py312h4c3975b_0 - argparse-dataclass=2.0.0=pyhd8ed1ab_0 - arrow=1.3.0=pyhd8ed1ab_1 - astroid=3.3.11=py312h7900ff3_0 - asttokens=3.0.0=pyhd8ed1ab_1 - async-lru=2.0.5=pyh29332c3_0 - at-spi2-atk=2.38.0=h0630a04_3 - at-spi2-core=2.40.3=h0630a04_0 - atk-1.0=2.38.0=h04ea711_2 - atlite=0.4.1=pyhd8ed1ab_1 - attrs=25.3.0=pyh71513ae_0 - aws-c-auth=0.9.0=h0fbd49f_19 - aws-c-cal=0.9.2=he7b75e1_1 - aws-c-common=0.12.4=hb03c661_0 - aws-c-compression=0.3.1=h92c474e_6 - aws-c-event-stream=0.5.5=h149bd38_3 - aws-c-http=0.10.4=h37a7233_0 - aws-c-io=0.21.2=h6252d9a_1 - aws-c-mqtt=0.13.3=h19deb91_3 - 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throttler @ file:///home/conda/feedstock_root/build_artifacts/throttler_1691135466785/work tinycss2 @ file:///home/conda/feedstock_root/build_artifacts/tinycss2_1729802851396/work tomli @ file:///home/conda/feedstock_root/build_artifacts/bld/rattler-build_tomli_1753796677/work tomlkit @ file:///home/conda/feedstock_root/build_artifacts/tomlkit_1749127122469/work toolz @ file:///home/conda/feedstock_root/build_artifacts/toolz_1733736030883/work tornado @ file:///home/conda/feedstock_root/build_artifacts/tornado_1754732015395/work tqdm @ file:///home/conda/feedstock_root/build_artifacts/tqdm_1735661334605/work traitlets @ file:///home/conda/feedstock_root/build_artifacts/traitlets_1733367359838/work tsam==2.3.9 types-python-dateutil @ file:///home/conda/feedstock_root/build_artifacts/types-python-dateutil_1754722729856/work typing_extensions @ file:///home/conda/feedstock_root/build_artifacts/bld/rattler-build_typing_extensions_1751643513/work typing_utils @ file:///home/conda/feedstock_root/build_artifacts/typing_utils_1733331286120/work tzdata @ file:///home/conda/feedstock_root/build_artifacts/python-tzdata_1742745135198/work ukkonen @ file:///home/conda/feedstock_root/build_artifacts/ukkonen_1725784043978/work unicodedata2 @ file:///home/conda/feedstock_root/build_artifacts/unicodedata2_1736692508163/work Unidecode @ file:///home/conda/feedstock_root/build_artifacts/bld/rattler-build_unidecode_1733714839/work uri-template @ file:///home/conda/feedstock_root/build_artifacts/uri-template_1733323593477/work/dist urllib3 @ file:///home/conda/feedstock_root/build_artifacts/urllib3_1750271362675/work validators @ file:///home/conda/feedstock_root/build_artifacts/validators_1746267078840/work virtualenv @ file:///home/conda/feedstock_root/build_artifacts/virtualenv_1754419300065/work wcwidth @ file:///home/conda/feedstock_root/build_artifacts/wcwidth_1733231326287/work webcolors @ file:///home/conda/feedstock_root/build_artifacts/webcolors_1733359735138/work webencodings @ file:///home/conda/feedstock_root/build_artifacts/webencodings_1733236011802/work websocket-client @ file:///home/conda/feedstock_root/build_artifacts/websocket-client_1733157342724/work wheel==0.45.1 widgetsnbextension @ file:///home/conda/feedstock_root/build_artifacts/widgetsnbextension_1744291053367/work wrapt @ file:///home/conda/feedstock_root/build_artifacts/wrapt_1736869451908/work xarray @ file:///home/conda/feedstock_root/build_artifacts/xarray_1749743207754/work xlrd @ file:///home/conda/feedstock_root/build_artifacts/xlrd_1610224409810/work xyzservices @ file:///home/conda/feedstock_root/build_artifacts/xyzservices_1745598038694/work yte @ file:///home/conda/feedstock_root/build_artifacts/yte_1749657154018/work zict @ file:///home/conda/feedstock_root/build_artifacts/zict_1733261551178/work zipp @ file:///home/conda/feedstock_root/build_artifacts/zipp_1749421620841/work zstandard==0.23.0

grecht avatar Aug 20 '25 08:08 grecht