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sumo-emissions/sumo_project/emissions.py
2018-12-12 10:13:33 +01:00

191 lines
7.4 KiB
Python

import argparse
import sys
import time
from traci import trafficlight
import traci
from typing import List
from parse import search
from shapely.geometry import LineString
import actions
from config import Config
from model import Area, Vehicle, Lane , TrafficLight , Phase , Logic
def init_grid(simulation_bounds, areas_number):
grid = list()
width = simulation_bounds[1][0] / areas_number
height = simulation_bounds[1][1] / areas_number
for i in range(areas_number):
for j in range(areas_number):
# bounds coordinates for the area : (xmin, ymin, xmax, ymax)
ar_bounds = ((i * width, j * height), (i * width, (j + 1) * height),
((i + 1) * width, (j + 1) * height), ((i + 1) * width, j * height))
area = Area(ar_bounds)
area.name = 'Area ({},{})'.format(i, j)
grid.append(area)
traci.polygon.add(area.name, ar_bounds, (0, 255, 0))
return grid
def get_all_lanes() -> List[Lane]:
lanes = []
for lane_id in traci.lane.getIDList():
polygon_lane = LineString(traci.lane.getShape(lane_id))
initial_max_speed = traci.lane.getMaxSpeed(lane_id)
lanes.append(Lane(lane_id, polygon_lane, initial_max_speed))
return lanes
def parse_phase(phase_repr):
duration = search('duration: {:f}', phase_repr)
minDuration = search('minDuration: {:f}', phase_repr)
maxDuration = search('maxDuration: {:f}', phase_repr)
phaseDef = search('phaseDef: {}\n', phase_repr)
if phaseDef is None: phaseDef = ''
else : phaseDef = phaseDef[0]
return Phase(duration[0], minDuration[0], maxDuration[0], phaseDef)
def add_data_to_areas(areas: List[Area]):
lanes = get_all_lanes()
for area in areas:
for lane in lanes: # add lanes
if area.rectangle.intersects(lane.polygon):
area.add_lane(lane)
for tl_id in traci.trafficlight.getIDList(): # add traffic lights
if lane.lane_id in traci.trafficlight.getControlledLanes(tl_id):
logics = []
for l in traci.trafficlight.getCompleteRedYellowGreenDefinition(tl_id): # add logics
phases = []
for phase in traci.trafficlight.Logic.getPhases(l): # add phases to logics
phases.append(parse_phase(phase.__repr__()))
logics.append(Logic(l, phases))
area.add_tl(TrafficLight(tl_id, logics))
def compute_vehicle_emissions(veh_id):
return (traci.vehicle.getCOEmission(veh_id)
+traci.vehicle.getNOxEmission(veh_id)
+traci.vehicle.getHCEmission(veh_id)
+traci.vehicle.getPMxEmission(veh_id)
+traci.vehicle.getCO2Emission(veh_id))
def get_all_vehicles() -> List[Vehicle]:
vehicles = list()
for veh_id in traci.vehicle.getIDList():
veh_pos = traci.vehicle.getPosition(veh_id)
vehicle = Vehicle(veh_id, veh_pos)
vehicle.emissions = compute_vehicle_emissions(veh_id)
vehicles.append(vehicle)
return vehicles
def get_emissions(grid: List[Area], vehicles: List[Vehicle], current_step, config, logger):
for area in grid:
vehicle_emissions = 0
for vehicle in vehicles:
if vehicle.pos in area:
vehicle_emissions += vehicle.emissions
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:
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)
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}%')
actions.adjust_traffic_light_phase_duration(area, config.trafficLights_duration_rf)
if config.lock_area_mode and not area.locked:
if actions.count_vehicles_in_area(area):
logger.info(f'Action - {area.name} blocked')
actions.lock_area(area)
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()
try:
traci.start(config.sumo_cmd)
logger.info(f'Loaded simulation file : {config._SUMOCFG}')
logger.info('Loading data for the simulation')
start = time.perf_counter()
grid = init_grid(traci.simulation.getNetBoundary(), config.areas_number)
add_data_to_areas(grid)
loading_time = round(time.perf_counter() - start, 2)
logger.info(f'Data loaded ({loading_time}s)')
logger.info('Start of the simulation')
step = 0
while step < config.n_steps : # traci.simulation.getMinExpectedNumber() > 0:
traci.simulationStep()
vehicles = get_all_vehicles()
get_emissions(grid, vehicles, step, config, logger)
if config.weight_routing_mode:
actions.adjust_edges_weights()
step += 1
finally:
traci.close(False)
simulation_time = round(time.perf_counter() - start, 2)
logger.info(f'End of the simulation ({simulation_time}s)')
total_emissions = 0
for area in grid:
total_emissions += area.sum_all_emissions()
logger.info(f'Total emissions = {total_emissions} mg')
if not config.without_actions_mode :
ref = config.get_basics_emissions()
if not (ref is None):
diff_with_actions = (ref - total_emissions) / ref
logger.info(f'Reduction percentage of emissions = {diff_with_actions*100} %')
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__':
main(sys.argv[1:])