def storage_strategy_test12(area_test12):
s = StorageStrategy(battery_capacity_kWh=5,
max_abs_battery_power_kW=5,
cap_price_strategy=True)
s.owner = area_test12
s.area = area_test12
return s
def storage_strategy_test6(area_test6, market_test6, called):
s = StorageStrategy(initial_soc=41.67)
s.owner = area_test6
s.area = area_test6
s.accept_offer = called
s.offers.post(market_test6.trade.offer, market_test6.id)
return s
def get_setup(config):
GlobalConfig.POWER_FLOW = True
area = Area(
'Grid',
[
Area(
'House 1',
[
Area('H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=6,
hrs_of_day=list(
range(12, 18)),
final_buying_rate=35),
appliance=SwitchableAppliance()),
Area('H1 Storage1',
strategy=StorageStrategy(initial_soc=50),
appliance=SwitchableAppliance()),
Area('H1 Storage2',
strategy=StorageStrategy(initial_soc=50),
appliance=SwitchableAppliance()),
],
grid_fee_percentage=0,
grid_fee_constant=0,
),
Area(
'House 2',
[
Area('H2 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=4,
hrs_of_day=list(
range(12, 16)),
final_buying_rate=35),
appliance=SwitchableAppliance()),
Area('H2 PV',
strategy=PVStrategy(panel_count=4,
initial_selling_rate=30,
final_selling_rate=5,
max_panel_power_W=100),
appliance=PVAppliance()),
],
grid_fee_percentage=0,
grid_fee_constant=0,
),
Area('Cell Tower',
strategy=CellTowerLoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(
range(0, 24)),
final_buying_rate=35),
appliance=SwitchableAppliance()),
Area('DSO',
strategy=InfiniteBusStrategy(energy_buy_rate=10,
energy_sell_rate=30),
appliance=SimpleAppliance()),
],
config=config,
)
return area
def storage_strategy_test4(area_test4, called):
s = StorageStrategy(initial_soc=100,
battery_capacity_kWh=2.1)
s.owner = area_test4
s.area = area_test4
s.accept_offer = called
return s
def get_setup(config):
DeviceRegistry.REGISTRY = device_registry_dict
ConstSettings.BalancingSettings.ENABLE_BALANCING_MARKET = True
area = Area('Grid', [
Area('House 1', [
Area('H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=6,
hrs_of_day=list(range(0, 18)),
final_buying_rate=35)),
Area('H1 Storage1', strategy=StorageStrategy(initial_soc=50)),
Area('H1 Storage2', strategy=StorageStrategy(initial_soc=50)),
]),
Area('House 2', [
Area('H2 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=4,
hrs_of_day=list(range(12, 16)),
final_buying_rate=35)),
Area(
'H2 PV',
strategy=PVStrategy(4, 80),
),
]),
Area('Cell Tower',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(range(0, 24)),
final_buying_rate=35))
],
config=config)
return area
def get_setup(config):
area = Area(
'Grid',
[
Area('House 1', [
Area('H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=6,
hrs_of_day=list(range(12, 18)),
final_buying_rate=25)),
Area('H1 Storage1', strategy=StorageStrategy(initial_soc=50)),
Area('H1 Storage2', strategy=StorageStrategy(initial_soc=50)),
]),
Area('House 2', [
Area('H2 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=4,
hrs_of_day=list(range(12, 16)),
final_buying_rate=35)),
Area(
'H2 PV',
strategy=PVStrategy(3, 80),
),
]),
Area('Cell Tower',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(range(0, 24)),
final_buying_rate=35))
# Area('Commercial Energy Producer',
# strategy=CommercialStrategy(energy_range_wh=(40, 120), energy_price=30)
# ),
],
config=config)
return area
def get_setup(config):
i_c = 12 * 1.2
i_c_f = 1
area = Area('Grid', [
Area('House 1', [
Area('H1 PV', strategy=PVStrategy(60, 80),
appliance=PVAppliance()),
Area('H1 General Load',
strategy=DefinedLoadStrategy(daily_load_profile=os.path.join(
d3a_path, 'resources', 'SAM_MF2_Summer.csv'),
max_energy_rate=35),
appliance=SwitchableAppliance()),
Area('H1 Storage1',
strategy=StorageStrategy(battery_capacity_kWh=i_c,
max_abs_battery_power_kW=i_c,
initial_capacity_kWh=i_c_f * i_c),
appliance=SwitchableAppliance()),
]),
Area('House 2', [
Area('H2 PV', strategy=PVStrategy(60, 80),
appliance=PVAppliance()),
Area('H2 General Load',
strategy=DefinedLoadStrategy(daily_load_profile=os.path.join(
d3a_path, 'resources', 'SAM_MF2_Summer.csv'),
max_energy_rate=35),
appliance=SwitchableAppliance()),
Area('H2 Storage1',
strategy=StorageStrategy(battery_capacity_kWh=i_c,
max_abs_battery_power_kW=i_c,
initial_capacity_kWh=i_c_f * i_c),
appliance=SwitchableAppliance()),
]),
Area('House 3', [
Area('H3 General Load',
strategy=DefinedLoadStrategy(daily_load_profile=os.path.join(
d3a_path, 'resources', 'SAM_MF2_Summer.csv'),
max_energy_rate=35),
appliance=SwitchableAppliance()),
Area('H3 Storage1',
strategy=StorageStrategy(battery_capacity_kWh=i_c,
max_abs_battery_power_kW=i_c,
initial_capacity_kWh=i_c_f * i_c),
appliance=SwitchableAppliance()),
]),
Area('House 4', [
Area('H4 General Load',
strategy=DefinedLoadStrategy(daily_load_profile=os.path.join(
d3a_path, 'resources', 'SAM_MF2_Summer.csv'),
max_energy_rate=35),
appliance=SwitchableAppliance()),
Area('H4 Storage1',
strategy=StorageStrategy(battery_capacity_kWh=i_c,
max_abs_battery_power_kW=i_c,
initial_capacity_kWh=i_c_f * i_c),
appliance=SwitchableAppliance()),
]),
],
config=config)
return area
def get_setup(config):
area = Area('Grid', [
Area(
'House 1',
[
Area('H1 Storage1',
strategy=StorageStrategy(initial_soc=10,
battery_capacity_kWh=15.0,
initial_buying_rate=0,
final_buying_rate=23.99,
final_selling_rate=28.01)),
Area('H1 Storage2',
strategy=StorageStrategy(initial_soc=10,
battery_capacity_kWh=15.0,
initial_buying_rate=0,
final_buying_rate=22.99,
final_selling_rate=28.01)),
],
grid_fee_percentage=0,
),
Area(
'House 2',
[
Area('H2 PV', strategy=PVStrategy(1, final_selling_rate=23.0)),
],
grid_fee_percentage=0,
),
],
config=config)
return area
def get_setup(config):
ConstSettings.IAASettings.MARKET_TYPE = 2
ConstSettings.GeneralSettings.EXPORT_OFFER_BID_TRADE_HR = True
area = Area('Grid', [
Area('House 1', [
Area('H1 Storage1',
strategy=StorageStrategy(initial_soc=10,
min_allowed_soc=10,
battery_capacity_kWh=1.2,
max_abs_battery_power_kW=5,
initial_selling_rate=30,
final_buying_rate=25,
final_selling_rate=25.1,
initial_buying_rate=0,
fit_to_limit=True,
update_interval=1)),
Area('H1 Storage2',
strategy=StorageStrategy(initial_soc=10,
min_allowed_soc=10,
battery_capacity_kWh=1.2,
max_abs_battery_power_kW=5,
initial_selling_rate=30,
final_buying_rate=25,
final_selling_rate=25.1,
initial_buying_rate=0,
fit_to_limit=True,
update_interval=1))
]),
],
config=config)
return area
def get_setup(config):
ConstSettings.IAASettings.MARKET_TYPE = 3
ConstSettings.GeneralSettings.MARKET_CLEARING_FREQUENCY_PER_SLOT = 3
ConstSettings.LoadSettings.INITIAL_BUYING_RATE = 35
ConstSettings.LoadSettings.FINAL_BUYING_RATE = 35
ConstSettings.StorageSettings.BUYING_RANGE = RangeLimit(24.99, 25)
ConstSettings.StorageSettings.SELLING_RANGE = RangeLimit(30, 25.01)
area = Area('Grid', [
Area('House 1', [
Area('H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(range(24)),
final_buying_rate=35),
appliance=SwitchableAppliance()),
Area('H1 Storage1',
strategy=StorageStrategy(initial_soc=50),
appliance=SwitchableAppliance()),
Area('H1 Storage2',
strategy=StorageStrategy(initial_soc=50),
appliance=SwitchableAppliance()),
Area('H1 PV', strategy=PVStrategy(4), appliance=PVAppliance()),
Area('H1 CEP',
strategy=CommercialStrategy(energy_rate=30),
appliance=SimpleAppliance()),
]),
],
config=config)
return area
def storage_strategy_test8(area_test8):
s = StorageStrategy(initial_soc=99,
battery_capacity_kWh=101,
max_abs_battery_power_kW=401)
s.owner = area_test8
s.area = area_test8
return s
def get_setup(config):
from d3a.models.const import ConstSettings
ConstSettings.GeneralSettings.MAX_OFFER_TRAVERSAL_LENGTH = 1
area = Area('Grid', [
Area('House 1', [
Area('H1 Storage1',
strategy=StorageStrategy(risk=0,
initial_capacity_kWh=1.5,
battery_capacity_kWh=15.0,
break_even=(23.99, 28.01)),
appliance=SwitchableAppliance()),
Area('H1 Storage2',
strategy=StorageStrategy(risk=0,
initial_capacity_kWh=1.5,
battery_capacity_kWh=15.0,
break_even=(22.99, 28.01)),
appliance=SwitchableAppliance()),
]),
Area('House 2', [
Area('H2 PV',
strategy=PVStrategy(
1, 0, min_selling_rate=23.0, initial_rate_option=2),
appliance=PVAppliance()),
]),
],
config=config)
return area
def get_setup(config):
ConstSettings.IAASettings.MIN_BID_AGE = 0
ConstSettings.IAASettings.MIN_OFFER_AGE = 0
area = Area('Grid', [
Area('House 1', [
Area('H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=6,
hrs_of_day=list(range(12, 18)),
final_buying_rate=35)),
Area('H1 Storage1',
strategy=StorageStrategy(initial_soc=100,
battery_capacity_kWh=20)),
Area('H1 Storage2',
strategy=StorageStrategy(initial_soc=100,
battery_capacity_kWh=20)),
],
grid_fee_constant=2),
Area('House 2', [
Area('load',
strategy=LoadHoursExternalStrategy(avg_power_W=200,
hrs_per_day=24,
hrs_of_day=list(
range(0, 24)),
final_buying_rate=35)),
Area('pv', strategy=PVExternalStrategy(panel_count=4)),
],
external_connection_available=True,
grid_fee_constant=1),
Area('Market Maker', strategy=MarketMakerStrategy(energy_rate=30)),
],
grid_fee_constant=10,
config=config)
return area
def get_setup(config):
ConstSettings.IAASettings.AlternativePricing.PRICING_SCHEME = 1
area = Area('Grid', [
Area('House 1', [
Area('H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(range(0, 24))),
appliance=SwitchableAppliance()),
Area('H1 Storage1',
strategy=StorageStrategy(initial_soc=50),
appliance=SwitchableAppliance()),
Area('H1 PV', strategy=PVStrategy(4, 0), appliance=PVAppliance()),
]),
Area('House 2', [
Area('H2 General Load',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(range(0, 24))),
appliance=SwitchableAppliance()),
Area('H2 PV', strategy=PVStrategy(4, 0), appliance=PVAppliance()),
Area('H2 Storage1',
strategy=StorageStrategy(initial_soc=100),
appliance=SwitchableAppliance()),
]),
Area('Commercial Energy Producer',
strategy=CommercialStrategy(energy_rate=30),
appliance=SimpleAppliance()),
],
config=config)
return area
def storage_strategy_test7_1(area_test7):
s = StorageStrategy(initial_soc=99.67, battery_capacity_kWh=3.01,
max_abs_battery_power_kW=5.21, final_buying_rate=26,
final_selling_rate=27)
s.owner = area_test7
s.area = area_test7
return s
def storage_strategy_test11(area_test11, called):
s = StorageStrategy(battery_capacity_kWh=100,
initial_capacity_kWh=50,
max_abs_battery_power_kW=1)
s.owner = area_test11
s.area = area_test11
s.accept_offer = called
return s
def storage_strategy_test1(area_test1, called):
s = StorageStrategy(max_abs_battery_power_kW=2.01,
initial_buying_rate=23.6, final_buying_rate=23.6,
initial_selling_rate=23.7, final_selling_rate=23.7)
s.owner = area_test1
s.area = area_test1
s.accept_offer = called
return s
def storage_strategy_test14(area_test14, called):
s = StorageStrategy(initial_soc=50, battery_capacity_kWh=30,
max_abs_battery_power_kW=10, initial_selling_rate=25,
final_selling_rate=24, initial_buying_rate=0, final_buying_rate=23.9)
s.owner = area_test14
s.area = area_test14
s.accept_offer = called
return s
def storage_strategy_test13(area_test13, called):
s = StorageStrategy(battery_capacity_kWh=5, max_abs_battery_power_kW=5,
initial_selling_rate=35.1, final_selling_rate=35,
initial_buying_rate=34, final_buying_rate=34)
s.owner = area_test13
s.area = area_test13
s.accept_offer = called
return s
def storage_strategy_test11(area_test11, called):
s = StorageStrategy(battery_capacity_kWh=100, initial_soc=50,
max_abs_battery_power_kW=1, initial_buying_rate=30,
final_buying_rate=30, initial_selling_rate=33, final_selling_rate=32)
s.owner = area_test11
s.area = area_test11
s.accept_offer = called
return s
def storage_strategy_test12(area_test12):
s = StorageStrategy(battery_capacity_kWh=5,
initial_capacity_kWh=2.5,
max_abs_battery_power_kW=5,
break_even=(16.99, 17.01),
cap_price_strategy=True)
s.owner = area_test12
s.area = area_test12
return s
def storage_strategy_test13(area_test13, called):
s = StorageStrategy(battery_capacity_kWh=5,
initial_capacity_kWh=2.5,
max_abs_battery_power_kW=5,
break_even=(34, 35.1))
s.owner = area_test13
s.area = area_test13
s.accept_offer = called
return s
def test_storage_strategy_increases_rate_when_fit_to_limit_is_false():
storage = StorageStrategy(
fit_to_limit=False,
initial_selling_rate=30, final_selling_rate=25, energy_rate_decrease_per_update=1,
initial_buying_rate=10, final_buying_rate=20, energy_rate_increase_per_update=1)
storage.area = FakeArea(1)
storage.event_activate()
assert all([rate == -1 for rate in storage.bid_update.energy_rate_change_per_update.values()])
assert all([rate == 1 for rate in storage.offer_update.energy_rate_change_per_update.values()])
def storage_strategy_test7_3(area_test7):
s = StorageStrategy(initial_soc=19.96, battery_capacity_kWh=5.01,
max_abs_battery_power_kW=5.21, final_selling_rate=17,
initial_buying_rate=15, final_buying_rate=16)
s.owner = area_test7
s.area = area_test7
s.offers.posted = {Offer('id', 30, 1, 'FakeArea'): area_test7.current_market.id}
s.market = area_test7.current_market
return s
def get_setup(config):
area = Area(
'Grid',
[
Area(
'House 1',
[
Area('H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=6,
hrs_of_day=list(
range(12, 18)),
final_buying_rate=35),
appliance=SwitchableAppliance()),
Area('H1 Storage1',
strategy=StorageStrategy(initial_soc=50),
appliance=SwitchableAppliance()),
Area('H1 Storage2',
strategy=StorageStrategy(initial_soc=50),
appliance=SwitchableAppliance()),
],
transfer_fee_pct=0,
transfer_fee_const=0,
),
Area(
'House 2',
[
Area('H2 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=4,
hrs_of_day=list(
range(12, 16)),
final_buying_rate=35),
appliance=SwitchableAppliance()),
Area('H2 PV',
strategy=PVStrategy(panel_count=4,
initial_selling_rate=30,
final_selling_rate=5),
appliance=PVAppliance()),
],
transfer_fee_pct=0,
transfer_fee_const=0,
),
Area('Cell Tower',
strategy=CellTowerLoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(
range(0, 24)),
final_buying_rate=35),
appliance=SwitchableAppliance()),
# Area('Commercial Energy Producer',
# strategy=CommercialStrategy(energy_rate=30),
# appliance=SimpleAppliance()
# ),
],
config=config)
return area
def storage_strategy_test7_1(area_test7):
s = StorageStrategy(initial_capacity_kWh=3.0,
battery_capacity_kWh=3.01,
max_abs_battery_power_kW=5.21,
initial_rate_option=2,
break_even=(26, 27))
s.owner = area_test7
s.area = area_test7
return s
def get_setup(config):
ConstSettings.GeneralSettings.DEFAULT_UPDATE_INTERVAL = 5
area = Area(
'Grid',
[
Area(
'House 1',
[
Area('H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=6,
hrs_of_day=list(
range(12, 18)),
final_buying_rate=25),
grid_fee_percentage=0),
Area('H1 Storage1',
strategy=StorageStrategy(initial_soc=50),
grid_fee_percentage=0),
Area('H1 Storage2',
strategy=StorageStrategy(initial_soc=50),
grid_fee_percentage=0),
],
grid_fee_percentage=0,
grid_fee_constant=0,
),
Area(
'House 2',
[
Area('H2 General Load',
strategy=LoadHoursStrategy(avg_power_W=200,
hrs_per_day=4,
hrs_of_day=list(
range(12, 16)),
final_buying_rate=35),
grid_fee_percentage=0),
Area('H2 PV',
strategy=PVStrategy(10),
grid_fee_percentage=0),
],
grid_fee_percentage=0,
grid_fee_constant=0,
),
Area('Cell Tower',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(range(0, 24)),
final_buying_rate=35),
grid_fee_percentage=0)
# Area('Commercial Energy Producer',
# strategy=CommercialStrategy(energy_range_wh=(40, 120), energy_price=30),
#
# ),
],
config=config)
return area
def test_storage_populates_break_even_profile_correctly():
from d3a.models.read_user_profile import default_profile_dict
s = StorageStrategy(break_even=(22, 23))
assert all([be[0] == 22 and be[1] == 23 for _, be in s.break_even.items()])
assert set(s.break_even.keys()) == set(default_profile_dict().keys())
s = StorageStrategy(break_even={0: (22, 23), 10: (24, 25), 20: (27, 28)})
assert set(s.break_even.keys()) == set(default_profile_dict().keys())
assert all([s.break_even[f"{i:02}:00"] == (22, 23) for i in range(10)])
assert all([s.break_even[f"{i:02}:00"] == (24, 25) for i in range(10, 20)])
assert all([s.break_even[f"{i:02}:00"] == (27, 28) for i in range(20, 24)])
def get_setup(config):
ConstSettings.IAASettings.MARKET_TYPE = 2
ConstSettings.IAASettings.BID_OFFER_MATCH_TYPE = \
BidOfferMatchAlgoEnum.PAY_AS_CLEAR.value
# ConstSettings.GeneralSettings.SUPPLY_DEMAND_PLOTS = False
ConstSettings.GeneralSettings.MARKET_CLEARING_FREQUENCY_PER_SLOT = 3
ConstSettings.GeneralSettings.DEFAULT_UPDATE_INTERVAL = 5
area = Area('Grid', [
Area('House 1', [
Area(
'H1 General Load',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=6,
hrs_of_day=list(range(12, 18)),
initial_buying_rate=35,
final_buying_rate=35),
),
Area(
'H1 Storage1',
strategy=StorageStrategy(initial_soc=50),
),
Area(
'H1 Storage2',
strategy=StorageStrategy(initial_soc=50),
),
]),
Area('House 2', [
Area(
'H2 General Load',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=4,
hrs_of_day=list(range(12, 16)),
final_buying_rate=35),
),
Area(
'H2 PV',
strategy=PVStrategy(4),
),
Area(
'H2 CEP',
strategy=CommercialStrategy(energy_rate=10),
),
]),
Area(
'Cell Tower',
strategy=LoadHoursStrategy(avg_power_W=100,
hrs_per_day=24,
hrs_of_day=list(range(0, 24)),
final_buying_rate=35),
),
],
config=config)
return area
def test_first_market_cycle_with_initial_capacity(storage_strategy_test8: StorageStrategy,
area_test8: FakeArea):
storage_strategy_test8.event_activate()
storage_strategy_test8.event_market_cycle()
sell_market = area_test8.all_markets[0]
assert(isclose(storage_strategy_test8.state.offered_sell_kWh[sell_market.time_slot],
100.0 - storage_strategy_test8.state.capacity *
storage_strategy_test8.state.min_allowed_soc_ratio, rel_tol=1e-02))
assert len(storage_strategy_test8.offers.posted_in_market(
area_test8._markets_return["Fake Market"].id)
) > 0
