|
| 1 | +import argparse |
| 2 | + |
| 3 | + |
| 4 | +def main(scen, contin=0.2): |
| 5 | + """Updates the reserve margin. |
| 6 | + For a given scenario, regional reserve margin (=peak load factor) values |
| 7 | + are updated based on the electricity demand in the industry and res/comm |
| 8 | + sector. |
| 9 | + This is based on the approach described in Johnsonn et al. (2017): |
| 10 | + DOI: https://doi.org/10.1016/j.eneco.2016.07.010 |
| 11 | + (see section 2.2.1. Firm capacity requirement) |
| 12 | +
|
| 13 | + Parameters |
| 14 | + ---------- |
| 15 | + scen : :class:`message_ix.Scenario` |
| 16 | + scenario to which changes should be applied |
| 17 | + contin : float |
| 18 | + Backup capacity for contingency reasons as percentage of peak capacity |
| 19 | + (default 20%) |
| 20 | + """ |
| 21 | + |
| 22 | + demands = scen.par("demand") |
| 23 | + demands = ( |
| 24 | + demands[demands.commodity.isin(["i_spec", "rc_spec"])] |
| 25 | + .set_index(["node", "commodity", "year", "level", "time", "unit"]) |
| 26 | + .sort_index() |
| 27 | + ) |
| 28 | + input_eff = ( |
| 29 | + scen.par("input", {"technology": ["elec_t_d"]}) |
| 30 | + .set_index( |
| 31 | + [ |
| 32 | + "node_loc", |
| 33 | + "year_act", |
| 34 | + "year_vtg", |
| 35 | + "commodity", |
| 36 | + "level", |
| 37 | + "mode", |
| 38 | + "node_origin", |
| 39 | + "technology", |
| 40 | + "time", |
| 41 | + "time_origin", |
| 42 | + "unit", |
| 43 | + ] |
| 44 | + ) |
| 45 | + .sort_index() |
| 46 | + ) |
| 47 | + |
| 48 | + with scen.transact("Update reserve-margin constraint"): |
| 49 | + for reg in demands.index.get_level_values("node").unique(): |
| 50 | + if "_GLB" in reg: |
| 51 | + continue |
| 52 | + for year in demands.index.get_level_values("year").unique(): |
| 53 | + rc_spec = float( |
| 54 | + demands.loc[reg, "rc_spec", year, "useful", "year"].iloc[0].value |
| 55 | + ) |
| 56 | + i_spec = float( |
| 57 | + demands.loc[reg, "i_spec", year, "useful", "year"].iloc[0].value |
| 58 | + ) |
| 59 | + inp = float( |
| 60 | + input_eff.loc[ |
| 61 | + reg, |
| 62 | + year, |
| 63 | + year, |
| 64 | + "electr", |
| 65 | + "secondary", |
| 66 | + "M1", |
| 67 | + reg, |
| 68 | + "elec_t_d", |
| 69 | + "year", |
| 70 | + "year", |
| 71 | + ] |
| 72 | + .iloc[0] |
| 73 | + .value |
| 74 | + ) |
| 75 | + val = ( |
| 76 | + ((i_spec * 1.0 + rc_spec * 2.0) / (i_spec + rc_spec)) |
| 77 | + * (1.0 + contin) |
| 78 | + * inp |
| 79 | + * -1.0 |
| 80 | + ) |
| 81 | + scen.add_par( |
| 82 | + "relation_activity", |
| 83 | + { |
| 84 | + "relation": ["res_marg"], |
| 85 | + "node_rel": [reg], |
| 86 | + "year_rel": [year], |
| 87 | + "node_loc": [reg], |
| 88 | + "technology": ["elec_t_d"], |
| 89 | + "year_act": [year], |
| 90 | + "mode": ["M1"], |
| 91 | + "value": [val], |
| 92 | + "unit": ["GWa"], |
| 93 | + }, |
| 94 | + ) |
| 95 | + |
| 96 | + |
| 97 | +if __name__ == "__main__": |
| 98 | + descr = """ |
| 99 | + Reserve margin calculation |
| 100 | +
|
| 101 | + Example usage: |
| 102 | + python res_marg.py --version [X] [model name] [scenario name] |
| 103 | +
|
| 104 | + """ |
| 105 | + parser = argparse.ArgumentParser( |
| 106 | + description=descr, formatter_class=argparse.RawDescriptionHelpFormatter |
| 107 | + ) |
| 108 | + version = "--version : string\n ix-scenario name" |
| 109 | + parser.add_argument("--version", help=version) |
| 110 | + model = "model : string\n ix-model name" |
| 111 | + parser.add_argument("model", help=model) |
| 112 | + scenario = "scenario : string\n ix-scenario name" |
| 113 | + parser.add_argument("scenario", help=scenario) |
| 114 | + |
| 115 | + # parse cli |
| 116 | + args = parser.parse_args() |
| 117 | + model = args.model |
| 118 | + scenario = args.scenario |
| 119 | + version = int(args.version) if args.version else None |
| 120 | + |
| 121 | + import ixmp |
| 122 | + import message_ix |
| 123 | + |
| 124 | + mp = ixmp.Platform() |
| 125 | + scen = message_ix.Scenario(mp, model, scenario, version=version, cache=True) |
| 126 | + |
| 127 | + main(scen) |
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