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treatment of outliers and small feature-bugfix

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martacki 2022-02-04 20:27:18 +01:00
parent b5dbf4eb32
commit 82a0338e9f
2 changed files with 23 additions and 8 deletions
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17
scripts/cluster_network.py
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@ -272,6 +272,8 @@ def busmap_for_n_clusters(n, n_clusters, solver_name, focus_weights=None, algori
algorithm_kwds.setdefault('tol', 1e-6) algorithm_kwds.setdefault('tol', 1e-6)
def fix_country_assignment_for_hac(n): def fix_country_assignment_for_hac(n):
from scipy.sparse import csgraph
# overwrite country of nodes that are disconnected from their country-topology # overwrite country of nodes that are disconnected from their country-topology
for country in n.buses.country.unique(): for country in n.buses.country.unique():
m = n.copy() m = n.copy()
@ -288,19 +290,18 @@ def busmap_for_n_clusters(n, n_clusters, solver_name, focus_weights=None, algori
neighbor_bus = n.lines.query("bus0 in @disconnected_bus or bus1 in @disconnected_bus").iloc[0][['bus0','bus1']] neighbor_bus = n.lines.query("bus0 in @disconnected_bus or bus1 in @disconnected_bus").iloc[0][['bus0','bus1']]
new_country = list(set(n.buses.loc[neighbor_bus].country)-set([country]))[0] new_country = list(set(n.buses.loc[neighbor_bus].country)-set([country]))[0]
logger.info(f"overwriting country ``{country}`` of bus ``{disconnected_bus}`` to new country ``{new_country}``, " logger.info(f"overwriting country `{country}` of bus `{disconnected_bus}` to new country `{new_country}`, "
"because it is disconnected from its inital inter-country transmission grid.") "because it is disconnected from its inital inter-country transmission grid.")
n.buses.at[disconnected_bus, "country"] = new_country n.buses.at[disconnected_bus, "country"] = new_country
return n return n
if algorithm == "hac": if algorithm == "hac":
from scipy.sparse import csgraph
feature = get_feature_for_hac(n, buses_i=n.buses.index, feature=feature) feature = get_feature_for_hac(n, buses_i=n.buses.index, feature=feature)
n = fix_country_assignment_for_hac(n) n = fix_country_assignment_for_hac(n)
elif feature is not None:
logger.warning(f"Keyword argument feature is only valid for algorithm 'hac'." if (algorithm != "hac") and (feature is not None):
f"given feature ``{feature}`` will be ignored.") logger.warning(f"Keyword argument feature is only valid for algorithm `hac`. "
f"Given feature `{feature}` will be ignored.")
n.determine_network_topology() n.determine_network_topology()
@ -338,7 +339,7 @@ def clustering_for_n_clusters(n, n_clusters, custom_busmap=False, aggregate_carr
line_length_factor=1.25, potential_mode='simple', solver_name="cbc", line_length_factor=1.25, potential_mode='simple', solver_name="cbc",
algorithm="hac", feature=None, extended_link_costs=0, focus_weights=None): algorithm="hac", feature=None, extended_link_costs=0, focus_weights=None):
logger.info(f"Clustering network using algorithm ``{algorithm}`` and feature ``{feature}``...") logger.info(f"Clustering network using algorithm `{algorithm}` and feature `{feature}`...")
if potential_mode == 'simple': if potential_mode == 'simple':
p_nom_max_strategy = np.sum p_nom_max_strategy = np.sum
@ -348,7 +349,7 @@ def clustering_for_n_clusters(n, n_clusters, custom_busmap=False, aggregate_carr
raise AttributeError(f"potential_mode should be one of 'simple' or 'conservative' but is '{potential_mode}'") raise AttributeError(f"potential_mode should be one of 'simple' or 'conservative' but is '{potential_mode}'")
if not custom_busmap: if not custom_busmap:
busmap = busmap_for_n_clusters(n, n_clusters, solver_name, focus_weights, algorithm) busmap = busmap_for_n_clusters(n, n_clusters, solver_name, focus_weights, algorithm, feature)
else: else:
busmap = custom_busmap busmap = custom_busmap

14
scripts/simplify_network.py
View File

@ -407,7 +407,21 @@ if __name__ == "__main__":
n, substation_map = aggregate_to_substations(n) n, substation_map = aggregate_to_substations(n)
busmaps.append(substation_map) busmaps.append(substation_map)
# treatment of outliers (nodes without a profile for considered carrier) for "cluster_network"
if snakemake.config.get("clustering", {}).get("cluster_network", {}).get("algorithm", "hac") == "hac":
carriers = cluster_config.get("feature", "solar+onwind-time").split('-')[0].split('+')
buses_i = list(set(n.buses.index)-set(n.generators.query("carrier in @carriers").bus))
n, busmap_hac = aggregate_to_substations(n, buses_i)
busmaps.append(busmap_hac)
if snakemake.wildcards.simpl: if snakemake.wildcards.simpl:
# treatment of outliers (nodes without a profile for a considered carrier) for "simplify"
if cluster_config.get("algorithm", "hac") == "hac":
carriers = cluster_config.get("feature", "solar+onwind-time").split('-')[0].split('+')
buses_i = list(set(n.buses.index)-set(n.generators.query("carrier in @carriers").bus))
n, busmap_hac = aggregate_to_substations(n, buses_i)
busmaps.append(busmap_hac)
# conduct clustering
n, cluster_map = cluster(n, int(snakemake.wildcards.simpl), snakemake.config, n, cluster_map = cluster(n, int(snakemake.wildcards.simpl), snakemake.config,
algorithm=cluster_config.get('algorithm', 'hac'), algorithm=cluster_config.get('algorithm', 'hac'),
feature=cluster_config.get('feature', None)) feature=cluster_config.get('feature', None))