2023-03-06 08:27:45 +00:00
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# -*- coding: utf-8 -*-
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2023-03-06 17:49:23 +00:00
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# SPDX-FileCopyrightText: : 2021-2023 The PyPSA-Eur Authors
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#
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# SPDX-License-Identifier: MIT
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2021-11-03 19:34:43 +00:00
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"""
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2023-03-06 08:27:45 +00:00
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Build import locations for fossil gas from entry-points, LNG terminals and
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production sites with data from SciGRID_gas and Global Energy Monitor.
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"""
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import logging
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logger = logging.getLogger(__name__)
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import geopandas as gpd
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import pandas as pd
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from cluster_gas_network import load_bus_regions
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def read_scigrid_gas(fn):
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df = gpd.read_file(fn)
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df = pd.concat([df, df.param.apply(pd.Series)], axis=1)
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df.drop(["param", "uncertainty", "method"], axis=1, inplace=True)
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return df
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2023-02-16 17:27:57 +00:00
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def build_gem_lng_data(lng_fn):
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df = pd.read_excel(lng_fn[0], sheet_name="LNG terminals - data")
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df = df.set_index("ComboID")
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remove_status = ["Cancelled"]
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remove_country = ["Cyprus", "Turkey"]
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remove_terminal = ["Puerto de la Luz LNG Terminal", "Gran Canaria LNG Terminal"]
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df = df.query(
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"Status != 'Cancelled' \
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& Country != @remove_country \
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& TerminalName != @remove_terminal \
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& CapacityInMtpa != '--'"
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)
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geometry = gpd.points_from_xy(df["Longitude"], df["Latitude"])
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return gpd.GeoDataFrame(df, geometry=geometry, crs="EPSG:4326")
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def build_gas_input_locations(lng_fn, entry_fn, prod_fn, countries):
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# LNG terminals
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lng = build_gem_lng_data(lng_fn)
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2022-12-15 10:42:21 +00:00
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# Entry points from outside the model scope
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entry = read_scigrid_gas(entry_fn)
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entry["from_country"] = entry.from_country.str.rstrip()
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entry = entry.loc[
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~(entry.from_country.isin(countries) & entry.to_country.isin(countries))
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& ~entry.name.str.contains("Tegelen") # only take non-EU entries
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| (entry.from_country == "NO") # malformed datapoint # entries from NO to GB
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]
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# production sites inside the model scope
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prod = read_scigrid_gas(prod_fn)
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prod = prod.loc[
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(prod.geometry.y > 35) & (prod.geometry.x < 30) & (prod.country_code != "DE")
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]
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mcm_per_day_to_mw = 437.5 # MCM/day to MWh/h
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mtpa_to_mw = 1649.224 # mtpa to MWh/h
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lng["p_nom"] = lng["CapacityInMtpa"] * mtpa_to_mw
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entry["p_nom"] = entry["max_cap_from_to_M_m3_per_d"] * mcm_per_day_to_mw
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prod["p_nom"] = prod["max_supply_M_m3_per_d"] * mcm_per_day_to_mw
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lng["type"] = "lng"
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entry["type"] = "pipeline"
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prod["type"] = "production"
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sel = ["geometry", "p_nom", "type"]
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return pd.concat([prod[sel], entry[sel], lng[sel]], ignore_index=True)
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if __name__ == "__main__":
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if "snakemake" not in globals():
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from _helpers import mock_snakemake
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snakemake = mock_snakemake(
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"build_gas_input_locations",
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simpl="",
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clusters="37",
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)
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2023-05-15 08:33:17 +00:00
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logging.basicConfig(level=snakemake.params["logging"]["level"])
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regions = load_bus_regions(
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snakemake.input.regions_onshore, snakemake.input.regions_offshore
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)
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# add a buffer to eastern countries because some
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# entry points are still in Russian or Ukrainian territory.
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buffer = 9000 # meters
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eastern_countries = ["FI", "EE", "LT", "LV", "PL", "SK", "HU", "RO"]
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add_buffer_b = regions.index.str[:2].isin(eastern_countries)
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regions.loc[add_buffer_b] = (
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regions[add_buffer_b].to_crs(3035).buffer(buffer).to_crs(4326)
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)
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countries = regions.index.str[:2].unique().str.replace("GB", "UK")
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gas_input_locations = build_gas_input_locations(
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snakemake.input.lng,
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snakemake.input.entry,
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snakemake.input.production,
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countries,
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)
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gas_input_nodes = gpd.sjoin(gas_input_locations, regions, how="left")
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gas_input_nodes.rename(columns={"index_right": "bus"}, inplace=True)
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gas_input_nodes.to_file(snakemake.output.gas_input_nodes, driver="GeoJSON")
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gas_input_nodes_s = (
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gas_input_nodes.groupby(["bus", "type"])["p_nom"].sum().unstack()
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)
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gas_input_nodes_s.columns.name = "p_nom"
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gas_input_nodes_s.to_csv(snakemake.output.gas_input_nodes_simplified)
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