diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000..e028788 --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,15 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "name": "Python: Main", + "type": "python", + "request": "launch", + "module": "markovs_household.main", + "justMyCode": true + } + ] +} \ No newline at end of file diff --git a/markovs_household/config/config.py b/markovs_household/config/config.py index 8257413..87454f7 100644 --- a/markovs_household/config/config.py +++ b/markovs_household/config/config.py @@ -1,4 +1,6 @@ from dataclasses import dataclass +from datetime import datetime +from pathlib import Path import yaml @@ -7,16 +9,25 @@ class Configuration: consider_load_shifting: bool simulate_typical_days: bool - switch_on_probabilities_datapath: str - usage_probabilities_file: str + start: datetime + end: datetime + probabilities_path: str + nr_houses: int @staticmethod def parse_config(path): + path = Path(path).resolve() + with open(path, "r") as ymlfile: config = yaml.safe_load(ymlfile) + dt_fmt = "%Y-%m-%d %H:%M" + start = datetime.strptime(config["start"], dt_fmt) + end = datetime.strptime(config["end"], dt_fmt) return Configuration( - config["consider_load_shifting"], - config["simulate_typical_days"], - config["switch_on_probabilities_datapath"], - config["usage_probabilities_file"], + consider_load_shifting=config["consider_load_shifting"], + simulate_typical_days=config["simulate_typical_days"], + probabilities_path=config["probabilities_path"], + nr_houses=config["nr_houses"], + start=start, + end=end, ) diff --git a/markovs_household/data/appliance.py b/markovs_household/data/appliance.py index c299d19..46056af 100644 --- a/markovs_household/data/appliance.py +++ b/markovs_household/data/appliance.py @@ -60,7 +60,7 @@ class Appliance: _operation_intervals: List[TimeInterval] = field(default_factory=list) _random_generator: ClassVar[random.Random] = random.Random(42) - def handle_simulation_step(self, current_time: datetime) -> None: + def step(self, current_time: datetime) -> None: """ Handles a simulation step to check stochastically check if the appliance is turned on at this point in time. If the appliance is turned on an operation interval is added to the appliances operation intervals. diff --git a/markovs_household/data/household.py b/markovs_household/data/household.py index afbde58..8fa2ebb 100644 --- a/markovs_household/data/household.py +++ b/markovs_household/data/household.py @@ -1,11 +1,15 @@ import math import random from dataclasses import dataclass +from datetime import datetime from typing import Dict, List from markovs_household.data.appliance import Appliance, ApplianceCategory, ApplianceType from markovs_household.data.household_categories import HouseholdIncome, HouseholdType -from markovs_household.input.appliances_input import HouseholdAppliancesInput +from markovs_household.input.appliances_input import ( + ApplianceInitStrategy, + HouseholdAppliancesInput, +) @dataclass(frozen=True) @@ -17,6 +21,39 @@ class Household: appliances: List[Appliance] + def step(self, time: datetime): + [appliance.step(time) for appliance in self.appliances] + + @classmethod + def initialize_households( + cls, + hh_input: HouseholdAppliancesInput, + strategy: ApplianceInitStrategy, + nr_houses: int, + ) -> list["Household"]: + # Initialize Households + households: list[Household] = [] + match strategy: + case ApplianceInitStrategy.AVERAGE: + avg_appliances = hh_input.get_household_average_appliances() + for _ in range(nr_houses): + appliances = [] + for cat in ApplianceCategory: + cat_qty = avg_appliances[cat] + nr, rmd = int(cat_qty), cat_qty % 1 + nr = int(nr) + if rmd > random.random(): + nr += 1 + appliance_type = hh_input.get_appliance_types()[cat] + [ + appliances.append(Appliance(appliance_type)) + for _ in range(nr) + ] + households.append(cls(appliances)) + case _: + raise NotImplementedError(f"Strategy {strategy} not implemented yet") + return households + @classmethod def from_average_household(cls, inp: HouseholdAppliancesInput) -> "Household": """ diff --git a/markovs_household/input/appliances_input.py b/markovs_household/input/appliances_input.py index e874841..19e4a1b 100644 --- a/markovs_household/input/appliances_input.py +++ b/markovs_household/input/appliances_input.py @@ -1,6 +1,7 @@ import os.path from abc import ABC, abstractmethod from dataclasses import dataclass +from enum import Enum from typing import Dict import pandas as pd @@ -19,6 +20,13 @@ ) +class ApplianceInitStrategy(Enum): + AVERAGE = "average" + INCOME = "income" + INHABITANTS = "inhabitants" + TYPE = "type" + + class HouseholdAppliancesInput(ABC): @abstractmethod def get_appliance_types(self) -> Dict[ApplianceCategory, ApplianceType]: @@ -65,7 +73,12 @@ def __init__(self, dir_path: str, delimiter: str): for appliance in ApplianceCategory: if appliance.value not in average_hh.columns: raise ValueError(f"Appliance {appliance.value} doesn't exist!") - average_hh_dict[appliance] = average_hh[appliance.value] + val = average_hh[appliance.value] + if len(val) != 1: + raise ValueError( + f"Appliance {appliance.value} has more than one or no values!" + ) + average_hh_dict[appliance] = val.iloc[0] self.average_hh = average_hh_dict def get_category_dict(data: pd.DataFrame): diff --git a/markovs_household/load_profile.ipynb b/markovs_household/load_profile.ipynb new file mode 100644 index 0000000..237ea7f --- /dev/null +++ b/markovs_household/load_profile.ipynb @@ -0,0 +1,1338 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "path = \"/Users/thomas/PycharmProjects/MarkovsHousehold/tests/resources/appliances/load_ts.xlsx\"" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from markovs_household.utils.appliance import ApplianceCategory\n", + "\n", + "device_sheets = {\n", + " \"Waschmaschine\": ApplianceCategory.WASHING_MACHINE.value,\n", + " \"Trockner\": ApplianceCategory.DRYER.value,\n", + " \"Geschirrspueler\": ApplianceCategory.DISH_WASHER.value,\n", + " \"Elektroherd\": ApplianceCategory.STOVE.value,\n", + " \"Kuehlgeraete\": ApplianceCategory.FRIDGE.value,\n", + " \"Gefriergeraete\": ApplianceCategory.FREEZER.value,\n", + " \"Fernseher\": ApplianceCategory.TELEVISION.value,\n", + " \"Videorecorder\": ApplianceCategory.VIDEO_RECORDER.value,\n", + " \"PC\": ApplianceCategory.PC.value,\n", + " \"Telekommunikation\": ApplianceCategory.TELECOMMUNICATION.value,\n", + " \"Beleuchtung\": ApplianceCategory.LIGHTING.value,\n", + " \"Warmwasser\": ApplianceCategory.WATER_HEATING.value,\n", + " \"Restlast\": ApplianceCategory.OTHER_LOAD.value\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "reversed_sheets = {\n", + " ApplianceCategory.WASHING_MACHINE: \"Waschmaschine\",\n", + " ApplianceCategory.DRYER: \"Trockner\",\n", + " ApplianceCategory.DISH_WASHER: \"Spuelmaschine\",\n", + " ApplianceCategory.STOVE: \"Elektroherd\",\n", + " ApplianceCategory.FRIDGE: \"Kuehlgeraet\",\n", + " ApplianceCategory.FREEZER: \"Gefriergeraete\",\n", + " ApplianceCategory.TELEVISION: \"Fernseher\",\n", + " ApplianceCategory.VIDEO_RECORDER: \"Videorecorder\",\n", + " ApplianceCategory.PC: \"PC\",\n", + " ApplianceCategory.TELECOMMUNICATION: \"Telekommunikation\",\n", + " ApplianceCategory.LIGHTING: \"Beleuchtung\",\n", + " ApplianceCategory.WATER_HEATING: \"Warmwasser\"\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_excel(path, engine=\"openpyxl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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version = "4.8.0" @@ -1175,7 +1787,18 @@ platformdirs = ">=3.9.1,<4" docs = ["furo (>=2023.5.20)", "proselint (>=0.13)", "sphinx (>=7.0.1)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"] test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"] +[[package]] +name = "wcwidth" +version = "0.2.8" +description = "Measures the displayed width of unicode strings in a terminal" +optional = false +python-versions = "*" +files = [ + {file = "wcwidth-0.2.8-py2.py3-none-any.whl", hash = "sha256:77f719e01648ed600dfa5402c347481c0992263b81a027344f3e1ba25493a704"}, + {file = "wcwidth-0.2.8.tar.gz", hash = "sha256:8705c569999ffbb4f6a87c6d1b80f324bd6db952f5eb0b95bc07517f4c1813d4"}, +] + [metadata] lock-version = "2.0" -python-versions = "~3.10" -content-hash = "d9049d44ed7f605527771c1bc871ead7cc8220a66c17afd8f8d80228cdcab2b9" +python-versions = "~3.10.4" +content-hash = "cd0a450909dcda9ded6c242de1e26f4ab8c392fa05eea4607a4232b75bcb3a49" diff --git a/pyproject.toml b/pyproject.toml index 656e495..9d198d8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -21,6 +21,9 @@ flake8 = "~6.1.0" isort = "~5.12.0" flake8-isort = "~6.0.0" +[tool.poetry.group.dev.dependencies] +ipykernel = "^6.25.2" + [build-system] requires = ["poetry-core>=1.0.0"] build-backend = "poetry.core.masonry.api" diff --git a/tests/data/test_appliance.py b/tests/data/test_appliance.py index b382a89..09a8313 100644 --- a/tests/data/test_appliance.py +++ b/tests/data/test_appliance.py @@ -76,8 +76,8 @@ def test_handle_smiulation_step(): ) appliance = Appliance(appliance_type) initial_time = datetime(year=2022, month=1, day=4, hour=0, minute=11) - appliance.handle_simulation_step(initial_time) + appliance.step(initial_time) assert len(appliance.get_operation_intervals()) == 0 next_time = datetime(year=2022, month=1, day=4, hour=0, minute=24) - appliance.handle_simulation_step(next_time) + appliance.step(next_time) assert len(appliance.get_operation_intervals()) == 1 diff --git a/tests/resources/appliances/average_hh.csv b/tests/resources/appliances/average_hh.csv index 48a2159..5cb72d9 100644 --- a/tests/resources/appliances/average_hh.csv +++ b/tests/resources/appliances/average_hh.csv @@ -1,2 +1,2 @@ washing_machine;dryer;dish_washer;stove;fridge;freezer;television;video_recorder;pc;telecommunication;lighting;water_heating;other_load -0,972;0,394;0,686;0,984;1,219;0,561;1,58;0,9;1,649;2,963;2,5;0,3;1 \ No newline at end of file +0.972;0.394;0.686;0.984;1.219;0.561;1.58;0.9;1.649;2.963;2.5;0.3;1 \ No newline at end of file diff --git a/tests/resources/appliances/by_income.csv b/tests/resources/appliances/by_income.csv index 1a45788..873fc11 100644 --- a/tests/resources/appliances/by_income.csv +++ b/tests/resources/appliances/by_income.csv @@ -1,9 +1,9 @@ income;washing_machine;dryer;dish_washer;stove;fridge;freezer;television;video_recorder;pc;telecommunication;lighting;water_heating;other_load -below 900;0,835;0,154;0,306;0,885;1,024;0,286;1,05;0,559;0,953;1,807;1;0,1;1,3 -from 900 to 1300;0,924;0,219;0,462;0,926;1,059;0,388;1,232;0,637;1,038;2,093;1,2;0,1;1,4 -from 1300 to 1500;0,946;0,269;0,555;0,944;1,099;0,456;1,349;0,721;1,166;2,302;1,8;0,1;1,5 -from 1500 to 2000;0,964;0,33;0,645;0,963;1,14;0,515;1,486;0,83;1,352;2,574;2;0,2;1,6 -from 2000 to 2600;0,996;0,444;0,77;0,998;1,238;0,635;1,665;0,949;1,656;3,082;2,3;0,2;1,8 -from 2600 to 3600;1,02;0,53;0,875;1,03;1,317;0,691;1,871;1,105;2,095;3,644;2,8;0,3;2 -from 3600 to 5000;1,041;0,616;0,954;1,068;1,447;0,751;2,03;1,221;2,499;4,177;3;0,3;2,3 -from 5000 to 18000;1,075;0,694;1,009;1,099;1,59;0,82;2,15;1,335;3,04;4,708;3,2;0,3;2,8 \ No newline at end of file +below 900;0.835;0.154;0.306;0.885;1.024;0.286;1.05;0.559;0.953;1.807;1;0.1;1.3 +from 900 to 1300;0.924;0.219;0.462;0.926;1.059;0.388;1.232;0.637;1.038;2.093;1.2;0.1;1.4 +from 1300 to 1500;0.946;0.269;0.555;0.944;1.099;0.456;1.349;0.721;1.166;2.302;1.8;0.1;1.5 +from 1500 to 2000;0.964;0.33;0.645;0.963;1.14;0.515;1.486;0.83;1.352;2.574;2;0.2;1.6 +from 2000 to 2600;0.996;0.444;0.77;0.998;1.238;0.635;1.665;0.949;1.656;3.082;2.3;0.2;1.8 +from 2600 to 3600;1.02;0.53;0.875;1.03;1.317;0.691;1.871;1.105;2.095;3.644;2.8;0.3;2 +from 3600 to 5000;1.041;0.616;0.954;1.068;1.447;0.751;2.03;1.221;2.499;4.177;3;0.3;2.3 +from 5000 to 18000;1.075;0.694;1.009;1.099;1.59;0.82;2.15;1.335;3.04;4.708;3.2;0.3;2.8 \ No newline at end of file diff --git a/tests/resources/appliances/by_inhabitants.csv b/tests/resources/appliances/by_inhabitants.csv index 684033d..53d77cd 100644 --- a/tests/resources/appliances/by_inhabitants.csv +++ b/tests/resources/appliances/by_inhabitants.csv @@ -1,6 +1,6 @@ inhabitants;washing_machine;dryer;dish_washer;stove;fridge;freezer;television;video_recorder;pc;telecommunication;lighting;water_heating;other_load -1;0,894;0,223;0,459;0,927;1,055;0,346;1,166;0,645;1,021;1,935;1;0,097;1 -2;1,007;0,431;0,772;1,004;1,282;0,661;1,703;0,923;1,656;3,096;2;0,153;1,5 -3;1,032;0,556;0,894;1,036;1,356;0,711;2,034;1,218;2,451;4,063;2,333;0,208;2 -4;1,05;0,661;0,961;1,052;1,416;0,796;2,099;1,322;2,743;4,601;2,833;0,25;2,5 -5;1,098;0,732;0,988;1,079;1,494;0,904;2,155;1,362;3,133;5,312;3;0,292;3,5 \ No newline at end of file +1;0.894;0.223;0.459;0.927;1.055;0.346;1.166;0.645;1.021;1.935;1;0.097;1 +2;1.007;0.431;0.772;1.004;1.282;0.661;1.703;0.923;1.656;3.096;2;0.153;1.5 +3;1.032;0.556;0.894;1.036;1.356;0.711;2.034;1.218;2.451;4.063;2.333;0.208;2 +4;1.05;0.661;0.961;1.052;1.416;0.796;2.099;1.322;2.743;4.601;2.833;0.25;2.5 +5;1.098;0.732;0.988;1.079;1.494;0.904;2.155;1.362;3.133;5.312;3;0.292;3.5 \ No newline at end of file diff --git a/tests/resources/appliances/by_type.csv b/tests/resources/appliances/by_type.csv index c4d394b..28ffada 100644 --- a/tests/resources/appliances/by_type.csv +++ b/tests/resources/appliances/by_type.csv @@ -1,3 +1,3 @@ type;washing_machine;dryer;dish_washer;stove;fridge;freezer;television;video_recorder;pc;telecommunication;lighting;water_heating;other_load -flat;0,926;0,269;0,545;0,94;1,088;0,368;1,354;0,807;1,453;2,535;1,5;0,1;1 -house;1,032;0,561;0,873;1,043;1,393;0,817;1,88;1,023;1,91;3,53;2,5;0,3;1,5 \ No newline at end of file +flat;0.926;0.269;0.545;0.94;1.088;0.368;1.354;0.807;1.453;2.535;1.5;0.1;1 +house;1.032;0.561;0.873;1.043;1.393;0.817;1.88;1.023;1.91;3.53;2.5;0.3;1.5 \ No newline at end of file diff --git a/tests/resources/config.yaml b/tests/resources/config.yaml index 8ea54ea..6d9d9a9 100644 --- a/tests/resources/config.yaml +++ b/tests/resources/config.yaml @@ -1,5 +1,6 @@ consider_load_shifting: False simulate_typical_days: False -switch_on_probabilities_datapath: tests/input/switch_on_probabilities -usage_probabilities_file: tests/input/usage_probabilities/usage_probabilities.csv - +probabilities_path: "tests/resources" +start: '2023-01-01 00:00' +end: '2023-02-01 00:00' +nr_houses: 2 \ No newline at end of file