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Add adaptive genetic evolution

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This commit is contained in:
Andreas
2026-07-16 15:14:13 +02:00
parent 4dfd4b275b
commit f7e2ac3619
8 changed files with 1294 additions and 844 deletions
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tests/test_optimization_interval.py
+25 -6
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@@ -227,8 +227,8 @@ def test_hourly_start_solution_is_expanded_to_slots(config_eos: ConfigEOS):
assert migrated[:8] == [0, 0, 0, 0, 1, 1, 1, 1]
def test_quarter_hour_mutation_probability_preserves_hourly_rate(config_eos: ConfigEOS):
"""A finer genome does not mutate four times as many controls per hour."""
def test_quarter_hour_mutation_targets_three_future_controls(config_eos: ConfigEOS):
"""Point mutation scales to roughly three effective future controls."""
config_eos.merge_settings_from_dict(
{
"prediction": {"hours": 48},
@@ -239,7 +239,28 @@ def test_quarter_hour_mutation_probability_preserves_hourly_rate(config_eos: Con
opt.optimize_ev = False
opt.setup_deap_environment({"home_appliance": 0}, start_hour=0)
assert opt.toolbox.mutate_charge_discharge.keywords["indpb"] == pytest.approx(0.05)
active_slots = opt.total_slots - opt._start_day_slot()
expected = min(0.10, opt.POINT_MUTATION_EXPECTED_GENES / active_slots)
assert opt.toolbox.mutate_charge_discharge.keywords["indpb"] == pytest.approx(expected)
def test_point_mutation_keeps_elapsed_slots_unchanged(config_eos: ConfigEOS):
config_eos.merge_settings_from_dict(
{
"prediction": {"hours": 48},
"optimization": {"horizon_hours": 48, "interval": 900},
}
)
get_ems(init=True).set_start_datetime(to_datetime().set(hour=10, minute=0))
opt = GeneticOptimization(fixed_seed=42)
opt.optimize_ev = False
opt.setup_deap_environment({"home_appliance": 0}, start_hour=10)
individual = [0] * opt.total_slots
changed = opt._mutate_point_controls(individual)
assert changed
assert individual[: opt._start_day_slot()] == [0] * opt._start_day_slot()
def test_sub_hourly_home_appliance_is_scheduled(config_eos: ConfigEOS):
@@ -253,9 +274,7 @@ def test_sub_hourly_home_appliance_is_scheduled(config_eos: ConfigEOS):
parameters = load_hourly_parameters().model_copy(
update={
"home_appliances": [
HomeApplianceParameters(
device_id="dishwasher1", consumption_wh=1200, duration_h=2
)
HomeApplianceParameters(device_id="dishwasher1", consumption_wh=1200, duration_h=2)
]
},
deep=True,