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https://github.com/Ahp06/SUMO_Emissions.git
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Added floating window for data recovery
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@ -3,13 +3,14 @@ Created on 17 oct. 2018
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@author: Axel Huynh-Phuc, Thibaud Gasser
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"""
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import traci
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from traci._trafficlight import Logic
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from typing import Iterable
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import traci
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from shapely.geometry.linestring import LineString
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from model import Area, Vehicle
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from traci._trafficlight import Logic
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def compute_edge_weight(edge_id):
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return (traci.edge.getCOEmission(edge_id)
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@ -2,15 +2,15 @@
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Global configuration for the simulation
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"""
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import os
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import sys
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import datetime
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import logging
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import os
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import sys
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###############################################################################
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############################# SIMULATION FILE #################################
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###############################################################################
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if 'SUMO_HOME' in os.environ:
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tools = os.path.join(os.environ['SUMO_HOME'], 'tools')
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sys.path.append(tools)
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@ -28,13 +28,13 @@ sumo_cmd = [sumo_binary, "-c", _SUMOCFG]
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now = datetime.datetime.now()
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current_date = now.strftime("%Y_%m_%d_%H_%M_%S")
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LOG_FILENAME = f'sumo_logs_{current_date}.log'
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log_filename = f'sumo_logs_{current_date}.log'
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# create logger
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logger = logging.getLogger("sumo_logger")
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logger.setLevel(logging.INFO)
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# create console handler and set level to info
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handler = logging.FileHandler(LOG_FILENAME)
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# create handler and set level to info
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handler = logging.FileHandler(log_filename)
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# create formatter
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formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s")
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# add formatter to handler
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@ -46,9 +46,10 @@ logger.addHandler(handler)
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########################## SIMULATION CONFIGURATION ###########################
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###############################################################################
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CELLS_NUMBER = 10
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EMISSIONS_THRESHOLD = 500000
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areas_number = 10 # Simulation boundary will be divided into areas_number x areas_number areas
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emissions_threshold = 500000
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n_steps = 200
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window_size = 100
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###############################################################################
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########################## ACTIONS CONFIGURATION ##############################
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@ -88,28 +89,27 @@ if without_actions_mode:
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###############################################################################
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# Total of emissions of all pollutants in mg for n steps of simulation without locking areas
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total_emissions200 = 43970763.15084749
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total_emissions300 = 87382632.08217141
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total_emissions400 = 140757491.8489904
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total_emissions500 = 202817535.43856794
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# These constants are simulation dependant, you must change them according to your simulation
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total_emissions100 = 13615949.148296086
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total_emissions200 = 43970763.15084738
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total_emissions300 = 87382632.0821697
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###############################################################################
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########################## CONFIGURATION METHODS ##############################
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###############################################################################
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def get_basics_emissions():
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if n_steps == 100:
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return total_emissions100
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if n_steps == 200:
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return total_emissions200
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if n_steps == 300:
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return total_emissions300
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if n_steps == 400:
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return total_emissions400
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if n_steps == 500:
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return total_emissions500
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def show_config():
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return (str(f'Grid : {CELLS_NUMBER}x{CELLS_NUMBER}\n')
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return (str(f'Grid : {areas_number}x{areas_number}\n')
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+ str(f'step number = {n_steps}\n')
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+ str(f'window size = {window_size}\n')
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+ str(f'weight routing mode = {weight_routing_mode}\n')
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+ str(f'lock area mode = {lock_area_mode}\n')
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+ str(f'limit speed mode = {limit_speed_mode}, RF = {speed_rf*100}%\n')
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@ -14,12 +14,15 @@ from traci import trafficlight
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logger = config.logger
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def init_grid(simulation_bounds, cells_number):
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def init_grid(simulation_bounds, areas_number):
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"""
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Create all areas according to simulation bounds and the areas number choosen
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"""
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grid = list()
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width = simulation_bounds[1][0] / cells_number
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height = simulation_bounds[1][1] / cells_number
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for i in range(cells_number):
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for j in range(cells_number):
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width = simulation_bounds[1][0] / areas_number
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height = simulation_bounds[1][1] / areas_number
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for i in range(areas_number):
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for j in range(areas_number):
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# bounds coordinates for the area : (xmin, ymin, xmax, ymax)
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ar_bounds = ((i * width, j * height), (i * width, (j + 1) * height),
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((i + 1) * width, (j + 1) * height), ((i + 1) * width, j * height))
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@ -81,13 +84,17 @@ def get_all_vehicles() -> List[Vehicle]:
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vehicles.append(vehicle)
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return vehicles
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def get_emissions(grid: List[Area], vehicles: List[Vehicle]):
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def get_emissions(grid: List[Area], vehicles: List[Vehicle], current_step):
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for area in grid:
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vehicle_emissions = 0
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for vehicle in vehicles:
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if vehicle.pos in area:
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area.emissions += vehicle.emissions
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if area.emissions > config.EMISSIONS_THRESHOLD:
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vehicle_emissions += vehicle.emissions
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area.emissions_by_step.append(vehicle_emissions)
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if area.sum_emissions_by_step(current_step, config.window_size) > config.emissions_threshold:
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if config.limit_speed_mode and not area.limited_speed:
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logger.info(f'Action - Decreased max speed into {area.name} by {config.speed_rf*100}%')
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actions.limit_speed_into_area(area, vehicles, config.speed_rf)
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@ -96,21 +103,22 @@ def get_emissions(grid: List[Area], vehicles: List[Vehicle]):
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if config.adjust_traffic_light_mode and not area.tls_adjusted:
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logger.info(f'Action - Decreased traffic lights duration by {config.trafficLights_duration_rf*100}%')
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actions.adjust_traffic_light_phase_duration(area, config.trafficLights_duration_rf)
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if config.lock_area_mode and not area.locked:
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if actions.count_vehicles_in_area(area):
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logger.info(f'Action - {area.name} blocked')
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actions.lock_area(area)
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def main():
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grid = list()
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try:
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traci.start(config.sumo_cmd)
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logger.info(f'Loaded simulation file : {config._SUMOCFG}')
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logger.info('Loading data for the simulation')
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start = time.perf_counter()
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grid = init_grid(traci.simulation.getNetBoundary(), config.CELLS_NUMBER)
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grid = init_grid(traci.simulation.getNetBoundary(), config.areas_number)
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add_data_to_areas(grid)
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loading_time = round(time.perf_counter() - start,2)
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@ -122,7 +130,7 @@ def main():
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traci.simulationStep()
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vehicles = get_all_vehicles()
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get_emissions(grid, vehicles)
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get_emissions(grid, vehicles,step)
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if config.weight_routing_mode:
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logger.info('Action - Lane weights adjusted')
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@ -137,14 +145,15 @@ def main():
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total_emissions = 0
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for area in grid:
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total_emissions += area.emissions
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total_emissions += area.sum_all_emissions()
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logger.info(f'Total emissions = {total_emissions} mg')
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if not config.without_actions_mode:
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if not config.without_actions_mode :
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ref = config.get_basics_emissions()
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diff_with_actions = (ref - total_emissions)/ref
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logger.info(f'Reduction percentage of emissions = {diff_with_actions*100} %')
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if not (ref is None):
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diff_with_actions = (ref - total_emissions)/ref
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logger.info(f'Reduction percentage of emissions = {diff_with_actions*100} %')
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logger.info('With the configuration : \n' + str(config.show_config()))
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logger.info('Logs END')
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@ -1,9 +1,9 @@
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from traci._trafficlight import Logic as SUMO_Logic
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from typing import Tuple, Set
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from shapely.geometry import Point, LineString
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from shapely.geometry import Polygon
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from shapely.geometry.base import BaseGeometry
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from traci._trafficlight import Logic as SUMO_Logic
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class Lane:
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@ -51,7 +51,7 @@ class Area:
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self.tls_adjusted = False
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self.rectangle = Polygon(coords)
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self.name = name
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self.emissions = 0.0
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self.emissions_by_step = []
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self._lanes: Set[Lane] = set()
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self._tls: Set[TrafficLight] = set()
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@ -76,6 +76,19 @@ class Area:
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def remove_lane(self, lane: Lane):
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self._lanes.remove(lane)
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def sum_all_emissions(self):
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sum = 0
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for emission in self.emissions_by_step:
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sum += emission
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return sum
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def sum_emissions_by_step(self, current_step, window_size):
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sum = 0
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q = current_step // window_size #Returns the integral part of the quotient
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for i in range(q*window_size, current_step):
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sum += self.emissions_by_step[i]
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return sum
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@classmethod
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def from_bounds(cls, xmin, ymin, xmax, ymax):
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