mirror of
https://github.com/Ahp06/SUMO_Emissions.git
synced 2024-11-22 11:36:29 +00:00
commit
0ff926e8c9
@ -3,13 +3,14 @@ Created on 17 oct. 2018
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@author: Axel Huynh-Phuc, Thibaud Gasser
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@author: Axel Huynh-Phuc, Thibaud Gasser
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"""
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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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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 shapely.geometry.linestring import LineString
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from model import Area, Vehicle
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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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def compute_edge_weight(edge_id):
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return (traci.edge.getCOEmission(edge_id)
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return (traci.edge.getCOEmission(edge_id)
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@ -58,19 +59,20 @@ def lock_area(area):
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def reverse_actions(area):
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def reverse_actions(area):
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#Reset max speed to original
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#Reset max speed to original
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if not area.limited_speed:
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if area.limited_speed:
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area.limited_speed = False
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area.limited_speed = False
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for lane in area.lanes:
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for lane in area._lanes:
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traci.lane.setMaxSpeed(lane.lane_id, lane.initial_max_speed / 3.6)
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traci.lane.setMaxSpeed(lane.lane_id, lane.initial_max_speed)
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#Reset traffic lights initial duration
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#Reset traffic lights initial duration
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if not area.tls_adjusted:
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if area.tls_adjusted:
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area.tls_adjusted = False
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area.tls_adjusted = False
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for tl in area._tls:
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for initial_logic in tl._logics:
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for initial_logic in tl._logics:
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traci.trafficlights.setCompleteRedYellowGreenDefinition(tl.tl_id, initial_logic)
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traci.trafficlights.setCompleteRedYellowGreenDefinition(tl.tl_id, initial_logic._logic)
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#Unlock the area
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#Unlock the area
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if not area.locked:
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if area.locked:
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area.locked = False
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area.locked = False
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for lane in area._lanes:
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for lane in area._lanes:
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traci.lane.setAllowed(lane.lane_id, '') #empty means all classes are allowed
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traci.lane.setAllowed(lane.lane_id, '') #empty means all classes are allowed
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@ -2,116 +2,111 @@
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Global configuration for the simulation
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Global configuration for the simulation
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"""
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"""
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import datetime
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import json
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import logging
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import os
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import os
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import sys
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import sys
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import datetime
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import logging
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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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class Config:
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# Total of emissions of all pollutants in mg for n steps of simulation without acting on areas
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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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def __init__(self):
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'''Default constructor'''
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def import_config_file(self,config_file):
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with open(config_file,'r') as f:
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data = json.load(f)
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self._SUMOCMD = data["_SUMOCMD"]
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self._SUMOCFG = data["_SUMOCFG"]
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self.areas_number = data["areas_number"]
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self.emissions_threshold = data["emissions_threshold"]
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self.n_steps = data["n_steps"]
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self.window_size = data["window_size"]
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self.without_actions_mode = data["without_actions_mode"]
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self.limit_speed_mode = data["limit_speed_mode"]
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self.speed_rf = data["speed_rf"]
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self.adjust_traffic_light_mode = data["adjust_traffic_light_mode"]
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self.trafficLights_duration_rf = data["trafficLights_duration_rf"]
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self.weight_routing_mode = data["weight_routing_mode"]
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self.lock_area_mode = data["lock_area_mode"]
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self.check_config()
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def check_config(self):
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#Weight routing mode cannot be combinated with other actions
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if self.weight_routing_mode:
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self.limit_speed_mode = False
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self.adjust_traffic_light_mode = False
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self.lock_area_mode = False
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#If without_actions_mode is choosen
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if self.without_actions_mode:
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self.limit_speed_mode = False
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self.adjust_traffic_light_mode = False
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self.weight_routing_mode = False
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self.lock_area_mode = False
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def __repr__(self) -> str:
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return (str(f'grid : {self.areas_number}x{self.areas_number}\n')
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+ str(f'step number = {self.n_steps}\n')
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+ str(f'window size = {self.window_size}\n')
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+ str(f'weight routing mode = {self.weight_routing_mode}\n')
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+ str(f'lock area mode = {self.lock_area_mode}\n')
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+ str(f'limit speed mode = {self.limit_speed_mode}, RF = {self.speed_rf*100}%\n')
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+ str(f'adjust traffic light mode = {self.adjust_traffic_light_mode} , RF = {self.trafficLights_duration_rf*100}%\n'))
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def init_traci(self):
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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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tools = os.path.join(os.environ['SUMO_HOME'], 'tools')
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sys.path.append(tools)
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sys.path.append(tools)
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else:
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else:
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sys.exit("please declare environment variable 'SUMO_HOME'")
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sys.exit("please declare environment variable 'SUMO_HOME'")
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_SUMOCMD = 'sumo' # use 'sumo-gui' cmd for UI
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sumo_binary = os.path.join(os.environ['SUMO_HOME'], 'bin', self._SUMOCMD)
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_SUMOCFG = "mulhouse_simulation/osm.sumocfg"
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self.sumo_cmd = [sumo_binary, "-c", self._SUMOCFG]
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sumo_binary = os.path.join(os.environ['SUMO_HOME'], 'bin', _SUMOCMD)
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sumo_cmd = [sumo_binary, "-c", _SUMOCFG]
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###############################################################################
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def init_logger(self, save_logs = False):
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################################## LOGS #######################################
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now = datetime.datetime.now()
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###############################################################################
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current_date = now.strftime("%Y_%m_%d_%H_%M_%S")
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now = datetime.datetime.now()
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if not os.path.exists('logs'):
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current_date = now.strftime("%Y_%m_%d_%H_%M_%S")
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os.makedirs('logs')
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LOG_FILENAME = f'sumo_logs_{current_date}.log'
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# create logger
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log_filename = f'logs/sumo_logs_{current_date}.log'
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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 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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handler.setFormatter(formatter)
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# add handler to logger
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logger.addHandler(handler)
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###############################################################################
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logger = logging.getLogger("sumo_logger")
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########################## SIMULATION CONFIGURATION ###########################
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logger.setLevel(logging.INFO)
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###############################################################################
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formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s")
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CELLS_NUMBER = 10
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if save_logs :
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EMISSIONS_THRESHOLD = 500000
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file_handler = logging.FileHandler(log_filename)
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n_steps = 200
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file_handler.setFormatter(formatter)
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logger.addHandler(file_handler)
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###############################################################################
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handler = logging.StreamHandler()
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########################## ACTIONS CONFIGURATION ##############################
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handler.setFormatter(formatter)
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###############################################################################
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logger.addHandler(handler)
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#Set this mode to True if you want running a basic simulation without actions
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return logger
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without_actions_mode = False
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#Limit the speed into areas when the threshold is exceeded
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def get_basics_emissions(self):
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speed_rf = 0.1
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if self.n_steps == 100:
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limit_speed_mode = True
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return self.total_emissions100
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if self.n_steps == 200:
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return self.total_emissions200
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if self.n_steps == 300:
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return self.total_emissions300
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#Decrease all traffic lights duration into the area when the threshold is exceeded
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trafficLights_duration_rf = 0.2
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adjust_traffic_light_mode = True
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#Vehicles are routed according to the less polluted route (HEAVY)
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weight_routing_mode = False
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#Lock the area when the threshold is exceeded (NOT FIXED)
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lock_area_mode = False
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#Weight routing mode cannot be combinated with other actions
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if weight_routing_mode:
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limit_speed_mode = False
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adjust_traffic_light_mode = False
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#If without_actions_mode is choosen
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if without_actions_mode:
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limit_speed_mode = False
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adjust_traffic_light_mode = False
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weight_routing_mode = False
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lock_area_mode = False
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###############################################################################
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########################## SIMULATION REFERENCES ##############################
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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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###############################################################################
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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 == 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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+ str(f'step number = {n_steps}\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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+ str(f'adjust traffic light mode = {adjust_traffic_light_mode} , RF = {trafficLights_duration_rf*100}%\n'))
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22
sumo_project/configs/default_config.json
Normal file
22
sumo_project/configs/default_config.json
Normal file
@ -0,0 +1,22 @@
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{
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"_SUMOCMD": "sumo",
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"_SUMOCFG": "simulations/mulhouse_simulation/osm.sumocfg",
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"areas_number": 10,
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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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"without_actions_mode": true,
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"limit_speed_mode": false,
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"speed_rf": 0.1,
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"adjust_traffic_light_mode": false,
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"trafficLights_duration_rf": 0.2,
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"weight_routing_mode": false,
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"lock_area_mode": false
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}
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@ -1,25 +1,24 @@
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import argparse
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import sys
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import time
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from traci import trafficlight
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import traci
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from typing import List
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from typing import List
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import traci
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import time
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from shapely.geometry import LineString
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from parse import search
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from parse import search
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from shapely.geometry import LineString
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import actions
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import actions
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import config
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from config import Config
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import sys
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from model import Area, Vehicle, Lane , TrafficLight , Phase , Logic
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from model import Area, Vehicle, Lane , TrafficLight , Phase , Logic
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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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grid = list()
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grid = list()
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width = simulation_bounds[1][0] / cells_number
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width = simulation_bounds[1][0] / areas_number
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height = simulation_bounds[1][1] / cells_number
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height = simulation_bounds[1][1] / areas_number
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for i in range(cells_number):
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for i in range(areas_number):
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for j in range(cells_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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# 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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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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((i + 1) * width, (j + 1) * height), ((i + 1) * width, j * height))
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@ -29,6 +28,7 @@ def init_grid(simulation_bounds, cells_number):
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traci.polygon.add(area.name, ar_bounds, (0, 255, 0))
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traci.polygon.add(area.name, ar_bounds, (0, 255, 0))
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return grid
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return grid
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def get_all_lanes() -> List[Lane]:
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def get_all_lanes() -> List[Lane]:
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lanes = []
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lanes = []
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for lane_id in traci.lane.getIDList():
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for lane_id in traci.lane.getIDList():
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@ -37,6 +37,7 @@ def get_all_lanes() -> List[Lane]:
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lanes.append(Lane(lane_id, polygon_lane, initial_max_speed))
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lanes.append(Lane(lane_id, polygon_lane, initial_max_speed))
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return lanes
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return lanes
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def parse_phase(phase_repr):
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def parse_phase(phase_repr):
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duration = search('duration: {:f}', phase_repr)
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duration = search('duration: {:f}', phase_repr)
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minDuration = search('minDuration: {:f}', phase_repr)
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minDuration = search('minDuration: {:f}', phase_repr)
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@ -48,6 +49,7 @@ def parse_phase(phase_repr):
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return Phase(duration[0], minDuration[0], maxDuration[0], phaseDef)
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return Phase(duration[0], minDuration[0], maxDuration[0], phaseDef)
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def add_data_to_areas(areas: List[Area]):
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def add_data_to_areas(areas: List[Area]):
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lanes = get_all_lanes()
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lanes = get_all_lanes()
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for area in areas:
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for area in areas:
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@ -57,12 +59,13 @@ def add_data_to_areas(areas: List[Area]):
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for tl_id in traci.trafficlight.getIDList(): # add traffic lights
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for tl_id in traci.trafficlight.getIDList(): # add traffic lights
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if lane.lane_id in traci.trafficlight.getControlledLanes(tl_id):
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if lane.lane_id in traci.trafficlight.getControlledLanes(tl_id):
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logics = []
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logics = []
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for l in traci.trafficlight.getCompleteRedYellowGreenDefinition(tl_id): #add logics
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for l in traci.trafficlight.getCompleteRedYellowGreenDefinition(tl_id): # add logics
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phases = []
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phases = []
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for phase in traci.trafficlight.Logic.getPhases(l): #add phases to logics
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for phase in traci.trafficlight.Logic.getPhases(l): # add phases to logics
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phases.append(parse_phase(phase.__repr__()))
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phases.append(parse_phase(phase.__repr__()))
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logics.append(Logic(l,phases))
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logics.append(Logic(l, phases))
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area.add_tl(TrafficLight(tl_id,logics))
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area.add_tl(TrafficLight(tl_id, logics))
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def compute_vehicle_emissions(veh_id):
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def compute_vehicle_emissions(veh_id):
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return (traci.vehicle.getCOEmission(veh_id)
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return (traci.vehicle.getCOEmission(veh_id)
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@ -81,18 +84,21 @@ def get_all_vehicles() -> List[Vehicle]:
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vehicles.append(vehicle)
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vehicles.append(vehicle)
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return vehicles
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return vehicles
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|
|
||||||
def get_emissions(grid: List[Area], vehicles: List[Vehicle]):
|
|
||||||
|
def get_emissions(grid: List[Area], vehicles: List[Vehicle], current_step, config, logger):
|
||||||
for area in grid:
|
for area in grid:
|
||||||
|
vehicle_emissions = 0
|
||||||
for vehicle in vehicles:
|
for vehicle in vehicles:
|
||||||
if vehicle.pos in area:
|
if vehicle.pos in area:
|
||||||
area.emissions += vehicle.emissions
|
vehicle_emissions += vehicle.emissions
|
||||||
if area.emissions > config.EMISSIONS_THRESHOLD:
|
|
||||||
|
area.emissions_by_step.append(vehicle_emissions)
|
||||||
|
|
||||||
|
if area.sum_emissions_into_window(current_step, config.window_size) >= config.emissions_threshold:
|
||||||
|
|
||||||
if config.limit_speed_mode and not area.limited_speed:
|
if config.limit_speed_mode and not area.limited_speed:
|
||||||
logger.info(f'Action - Decreased max speed into {area.name} by {config.speed_rf*100}%')
|
logger.info(f'Action - Decreased max speed into {area.name} by {config.speed_rf*100}%')
|
||||||
actions.limit_speed_into_area(area, vehicles, config.speed_rf)
|
actions.limit_speed_into_area(area, vehicles, config.speed_rf)
|
||||||
traci.polygon.setColor(area.name, (255, 0, 0))
|
|
||||||
traci.polygon.setFilled(area.name, True)
|
|
||||||
if config.adjust_traffic_light_mode and not area.tls_adjusted:
|
if config.adjust_traffic_light_mode and not area.tls_adjusted:
|
||||||
logger.info(f'Action - Decreased traffic lights duration by {config.trafficLights_duration_rf*100}%')
|
logger.info(f'Action - Decreased traffic lights duration by {config.trafficLights_duration_rf*100}%')
|
||||||
actions.adjust_traffic_light_phase_duration(area, config.trafficLights_duration_rf)
|
actions.adjust_traffic_light_phase_duration(area, config.trafficLights_duration_rf)
|
||||||
@ -102,53 +108,83 @@ def get_emissions(grid: List[Area], vehicles: List[Vehicle]):
|
|||||||
logger.info(f'Action - {area.name} blocked')
|
logger.info(f'Action - {area.name} blocked')
|
||||||
actions.lock_area(area)
|
actions.lock_area(area)
|
||||||
|
|
||||||
def main():
|
traci.polygon.setColor(area.name, (255, 0, 0))
|
||||||
|
traci.polygon.setFilled(area.name, True)
|
||||||
|
|
||||||
|
else:
|
||||||
|
actions.reverse_actions(area)
|
||||||
|
|
||||||
|
|
||||||
|
def run(config, logger):
|
||||||
grid = list()
|
grid = list()
|
||||||
try:
|
try:
|
||||||
traci.start(config.sumo_cmd)
|
traci.start(config.sumo_cmd)
|
||||||
|
logger.info(f'Loaded simulation file : {config._SUMOCFG}')
|
||||||
logger.info('Loading data for the simulation')
|
logger.info('Loading data for the simulation')
|
||||||
start = time.perf_counter()
|
start = time.perf_counter()
|
||||||
|
|
||||||
grid = init_grid(traci.simulation.getNetBoundary(), config.CELLS_NUMBER)
|
grid = init_grid(traci.simulation.getNetBoundary(), config.areas_number)
|
||||||
add_data_to_areas(grid)
|
add_data_to_areas(grid)
|
||||||
|
|
||||||
loading_time = round(time.perf_counter() - start,2)
|
loading_time = round(time.perf_counter() - start, 2)
|
||||||
logger.info(f'Data loaded ({loading_time}s)')
|
logger.info(f'Data loaded ({loading_time}s)')
|
||||||
|
|
||||||
logger.info('Start of the simulation')
|
logger.info('Start of the simulation')
|
||||||
step = 0
|
step = 0
|
||||||
while step < config.n_steps : #traci.simulation.getMinExpectedNumber() > 0:
|
while step < config.n_steps : # traci.simulation.getMinExpectedNumber() > 0:
|
||||||
traci.simulationStep()
|
traci.simulationStep()
|
||||||
|
|
||||||
vehicles = get_all_vehicles()
|
vehicles = get_all_vehicles()
|
||||||
get_emissions(grid, vehicles)
|
get_emissions(grid, vehicles, step, config, logger)
|
||||||
|
|
||||||
if config.weight_routing_mode:
|
if config.weight_routing_mode:
|
||||||
logger.info('Action - Lane weights adjusted')
|
|
||||||
actions.adjust_edges_weights()
|
actions.adjust_edges_weights()
|
||||||
|
|
||||||
step += 1
|
step += 1
|
||||||
|
|
||||||
finally:
|
finally:
|
||||||
traci.close(False)
|
traci.close(False)
|
||||||
simulation_time = round(time.perf_counter() - start,2)
|
simulation_time = round(time.perf_counter() - start, 2)
|
||||||
logger.info(f'End of the simulation ({simulation_time}s)')
|
logger.info(f'End of the simulation ({simulation_time}s)')
|
||||||
|
|
||||||
total_emissions = 0
|
total_emissions = 0
|
||||||
for area in grid:
|
for area in grid:
|
||||||
total_emissions += area.emissions
|
total_emissions += area.sum_all_emissions()
|
||||||
|
|
||||||
logger.info(f'Total emissions = {total_emissions} mg')
|
logger.info(f'Total emissions = {total_emissions} mg')
|
||||||
|
|
||||||
if not config.without_actions_mode:
|
if not config.without_actions_mode :
|
||||||
ref = config.get_basics_emissions()
|
ref = config.get_basics_emissions()
|
||||||
diff_with_actions = (ref - total_emissions)/ref
|
if not (ref is None):
|
||||||
|
diff_with_actions = (ref - total_emissions) / ref
|
||||||
logger.info(f'Reduction percentage of emissions = {diff_with_actions*100} %')
|
logger.info(f'Reduction percentage of emissions = {diff_with_actions*100} %')
|
||||||
|
|
||||||
logger.info('With the configuration : \n' + str(config.show_config()))
|
|
||||||
logger.info('Logs END')
|
def main(args):
|
||||||
|
parser = argparse.ArgumentParser(description="")
|
||||||
|
parser.add_argument("-f", "--configfile", type=str, default='configs/default_config.json', required=False)
|
||||||
|
parser.add_argument("-save", "--save", action="store_true")
|
||||||
|
parser.add_argument("-ref", "--ref", action="store_true")
|
||||||
|
args = parser.parse_args(args)
|
||||||
|
|
||||||
|
# > py ./emissions.py -f configs/config1.json -save
|
||||||
|
# will load the configuration file "config1.json" and save logs into the logs directory
|
||||||
|
|
||||||
|
# > py ./emissions.py -f configs/config1.json -save -ref & py ./emissions.py -f configs/config1.json -save
|
||||||
|
# same as above but also launches a reference simulation by using -ref option
|
||||||
|
|
||||||
|
config = Config()
|
||||||
|
config.import_config_file(args.configfile)
|
||||||
|
config.init_traci()
|
||||||
|
logger = config.init_logger(save_logs=args.save)
|
||||||
|
if args.ref:
|
||||||
|
config.without_actions_mode = True
|
||||||
|
config.check_config()
|
||||||
|
logger.info(f'Reference simulation')
|
||||||
|
logger.info(f'Loaded configuration file : {args.configfile}')
|
||||||
|
|
||||||
|
run(config, logger)
|
||||||
|
|
||||||
|
|
||||||
if __name__ == '__main__':
|
if __name__ == '__main__':
|
||||||
main()
|
main(sys.argv[1:])
|
||||||
|
BIN
sumo_project/imgs/simulation_example.PNG
Normal file
BIN
sumo_project/imgs/simulation_example.PNG
Normal file
Binary file not shown.
After Width: | Height: | Size: 489 KiB |
@ -1,9 +1,9 @@
|
|||||||
|
from traci._trafficlight import Logic as SUMO_Logic
|
||||||
from typing import Tuple, Set
|
from typing import Tuple, Set
|
||||||
|
|
||||||
from shapely.geometry import Point, LineString
|
from shapely.geometry import Point, LineString
|
||||||
from shapely.geometry import Polygon
|
from shapely.geometry import Polygon
|
||||||
from shapely.geometry.base import BaseGeometry
|
from shapely.geometry.base import BaseGeometry
|
||||||
from traci._trafficlight import Logic as SUMO_Logic
|
|
||||||
|
|
||||||
|
|
||||||
class Lane:
|
class Lane:
|
||||||
@ -51,7 +51,7 @@ class Area:
|
|||||||
self.tls_adjusted = False
|
self.tls_adjusted = False
|
||||||
self.rectangle = Polygon(coords)
|
self.rectangle = Polygon(coords)
|
||||||
self.name = name
|
self.name = name
|
||||||
self.emissions = 0.0
|
self.emissions_by_step = []
|
||||||
self._lanes: Set[Lane] = set()
|
self._lanes: Set[Lane] = set()
|
||||||
self._tls: Set[TrafficLight] = set()
|
self._tls: Set[TrafficLight] = set()
|
||||||
|
|
||||||
@ -77,6 +77,19 @@ class Area:
|
|||||||
def remove_lane(self, lane: Lane):
|
def remove_lane(self, lane: Lane):
|
||||||
self._lanes.remove(lane)
|
self._lanes.remove(lane)
|
||||||
|
|
||||||
|
def sum_all_emissions(self):
|
||||||
|
sum = 0
|
||||||
|
for emission in self.emissions_by_step:
|
||||||
|
sum += emission
|
||||||
|
return sum
|
||||||
|
|
||||||
|
def sum_emissions_into_window(self, current_step, window_size):
|
||||||
|
sum = 0
|
||||||
|
q = current_step // window_size #Returns the integral part of the quotient
|
||||||
|
for i in range(q*window_size, current_step):
|
||||||
|
sum += self.emissions_by_step[i]
|
||||||
|
return sum
|
||||||
|
|
||||||
@classmethod
|
@classmethod
|
||||||
def from_bounds(cls, xmin, ymin, xmax, ymax):
|
def from_bounds(cls, xmin, ymin, xmax, ymax):
|
||||||
return cls((
|
return cls((
|
||||||
|
Loading…
Reference in New Issue
Block a user