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cluster_network, simplify_network: Improve debugging facilities for clustering

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This commit is contained in:
Jonas Hoersch 2019-01-22 11:24:07 +01:00
parent 4247051c3c
commit 6feebedc0d
2 changed files with 17 additions and 9 deletions
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9
scripts/cluster_network.py
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@ -111,7 +111,11 @@ def distribute_clusters_optim(n, n_clusters, solver_name=None):
return pd.Series(m.n.get_values(), index=L.index).astype(int)
def busmap_for_n_clusters(n, n_clusters):
def busmap_for_n_clusters(n, n_clusters, **kmeans_kwds):
kmeans_kwds.setdefault('n_init', 1000)
kmeans_kwds.setdefault('max_iter', 30000)
kmeans_kwds.setdefault('tol', 1e-6)
n.determine_network_topology()
if 'snakemake' in globals():
@ -123,10 +127,11 @@ def busmap_for_n_clusters(n, n_clusters):
def busmap_for_country(x):
prefix = x.name[0] + x.name[1] + ' '
logger.debug("Determining busmap for country {}".format(prefix[:-1]))
if len(x) == 1:
return pd.Series(prefix + '0', index=x.index)
weight = weighting_for_country(n, x)
return prefix + busmap_by_kmeans(n, weight, n_clusters[x.name], buses_i=x.index, n_init=1000, max_iter=30000, tol=1e-6)
return prefix + busmap_by_kmeans(n, weight, n_clusters[x.name], buses_i=x.index, **kmeans_kwds)
return n.buses.groupby(['country', 'sub_network'], group_keys=False).apply(busmap_for_country)
def plot_busmap_for_n_clusters(n, n_clusters=50):

17
scripts/simplify_network.py
View File

@ -241,16 +241,18 @@ if __name__ == "__main__":
from vresutils.snakemake import MockSnakemake, Dict
snakemake = MockSnakemake(
path='..',
wildcards=Dict(simpl=''),
wildcards=Dict(simpl='1024', network='elec'),
input=Dict(
network='networks/elec.nc',
regions_onshore='resources/regions_onshore.geojson',
regions_offshore='resources/regions_offshore.geojson'
network='networks/{network}.nc',
tech_costs="data/costs.csv",
regions_onshore="resources/regions_onshore.geojson",
regions_offshore="resources/regions_offshore.geojson"
),
output=Dict(
network='networks/elec_s{simpl}.nc',
regions_onshore='resources/regions_onshore_s{simpl}.geojson',
regions_offshore='resources/regions_offshore_s{simpl}.geojson'
network='networks/{network}_s{simpl}.nc',
regions_onshore="resources/regions_onshore_{network}_s{simpl}.geojson",
regions_offshore="resources/regions_offshore_{network}_s{simpl}.geojson",
clustermaps='resources/clustermaps_{network}_s{simpl}.h5'
)
)
@ -268,6 +270,7 @@ if __name__ == "__main__":
if snakemake.wildcards.simpl:
n_clusters = int(snakemake.wildcards.simpl)
logger.info("Clustering to {} buses".format(n_clusters))
renewable_carriers = pd.Index([tech
for tech in n.generators.carrier.unique()