def fuzzy_side(n: int, p: list, w: list, c: list, m: int, best: float,
worst: float, avg: float, pop: list, fc: FuzzyController):
fs = set([ks.fitness(pop[i], p, w, c, m, n) for i in range(100)])
pop_size = 100
'''Determinarea T1, T2, T3'''
t1 = len(fs) / pop_size
t2 = (best - avg) / best
sorted_pop = sorted(pop,
key=lambda x: ks.fitness(x, p, w, c, m, n),
reverse=True)
best_sol = sorted_pop[0]
worst_sol = sorted_pop[-1]
t3 = hamming_distance(best_sol, worst_sol, n) / n
rc, pc, rm, pm = fc.apply_rules(t1, t2, t3)
if rc == "low":
op_c = "2-point"
elif rc == "medium":
op_c = random.choice(["k-point", "uniform"])
else:
op_c = random.choice(["segregation", "inversion"])
if rm == "low":
op_m = random.choice(["interchanging", "revers"])
elif rc == "medium":
op_m = "binary_m"
else:
op_m = "parity"
return op_c, pc, op_m, pm
def fga(n: int, p: list, w: list, c: list, m: int):
pop = initialize_pop(n, p, w, c, m)
best, worst, avg = evaluate_pop(pop, n, p, w, c, m)
g = 0
last_improvement = g
max_generations = 10**6 # numarul maxim de generatii
t = time.time()
fc = FuzzyController(n)
while (g - last_improvement <
100) and (g < max_generations) and (time.time() - t <= 250):
op_c, pc, op_m, pm = fuzzy_side(n, p, w, c, m, best, worst, avg, pop,
fc)
# print(op_c, " ", op_m)
crossover_count = int((100 * pc) // 2)
children = crossover(n, m, pop, crossover_count, p, w, c, g, op_c)
mutants = mutation(children, n, pm, op_m)
pop = nex_generation(mutants, pop, p, w, c, m, n, g).copy()
new_best, worst, avg = evaluate_pop(pop, n, p, w, c, m)
if new_best > best:
last_improvement = g
best = new_best
g += 1
return best
def main(args):
global capture
global hmax, hmin
global stats, startTime
highgui.cvNamedWindow('Camera', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Red Hue', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Green Hue', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Value', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Red Laser', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Green Laser', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvMoveWindow('Camera', 0, 10)
highgui.cvMoveWindow('Value', 10, 420)
highgui.cvMoveWindow('Red Laser', 360, 10)
highgui.cvMoveWindow('Green Laser', 360, 360)
highgui.cvMoveWindow('Red Hue',700, 10 )
highgui.cvMoveWindow('Green Hue',700, 420)
highgui.cvCreateTrackbar("Brightness Trackbar","Camera",0,255, change_brightness);
highgui.cvCreateTrackbar("vmin Trackbar","Value",vmin,255, change_vmin);
highgui.cvCreateTrackbar("vmax Trackbar","Value",vmax,255, change_vmax);
highgui.cvCreateTrackbar("red hmin Trackbar","Red Hue",red_hmin,180, change_red_hmin);
highgui.cvCreateTrackbar("red hmax Trackbar","Red Hue",red_hmax,180, change_red_hmax);
highgui.cvCreateTrackbar("green hmin Trackbar","Green Hue",green_hmin,180, change_green_hmin);
highgui.cvCreateTrackbar("green hmax Trackbar","Green Hue",green_hmax,180, change_green_hmax);
print "grabbing camera"
capture = highgui.cvCreateCameraCapture(0)
print "found camera"
highgui.cvSetCaptureProperty(capture,highgui.CV_CAP_PROP_FRAME_WIDTH, iwidth)
highgui.cvSetCaptureProperty(capture,highgui.CV_CAP_PROP_FRAME_HEIGHT, iheight)
frame = highgui.cvQueryFrame(capture)
frameSize = cv.cvGetSize(frame)
hsv = cv.cvCreateImage(frameSize,8,3)
mask = cv.cvCreateImage(frameSize,8,1)
red_hue = cv.cvCreateImage(frameSize,8,1)
green_hue = cv.cvCreateImage(frameSize,8,1)
saturation = cv.cvCreateImage(frameSize,8,1)
value = cv.cvCreateImage(frameSize,8,1)
red_laser = cv.cvCreateImage(frameSize,8,1)
green_laser = cv.cvCreateImage(frameSize,8,1)
turret = FuzzyController(frameSize.width,frameSize.height,True)
while 1:
frame = highgui.cvQueryFrame(capture)
cv.cvCvtColor(frame, hsv, cv.CV_BGR2HSV)
cv.cvSplit(hsv,red_hue,saturation,value,None)
cv.cvSplit(hsv,green_hue,saturation,value,None)
cv.cvInRangeS(red_hue, cv.cvScalar(red_hmin), cv.cvScalar(red_hmax), red_hue)
cv.cvInRangeS(green_hue, cv.cvScalar(green_hmin), cv.cvScalar(green_hmax), green_hue)
cv.cvInRangeS(value, cv.cvScalar(vmin), cv.cvScalar(vmax), value)
cv.cvAnd(red_hue, value, red_laser)
cv.cvAnd(green_hue, value, green_laser)
green_cenX,green_cenY = averageWhitePoints(green_laser)
draw_target(frame, green_cenX, green_cenY, "GREEN")
red_cenX, red_cenY = averageWhitePoints(red_laser)
draw_target(frame, red_cenX, red_cenY, "RED")
if(green_cenX >= 0 and green_cenY >= 0):# and move_count <= 0):
turret.update(green_cenX,green_cenY)
highgui.cvShowImage('Camera',frame)
highgui.cvShowImage('Red Hue', red_hue)
highgui.cvShowImage('Green Hue', green_hue)
highgui.cvShowImage('Value',value)
highgui.cvShowImage('Red Laser',red_laser)
highgui.cvShowImage('Green Laser',green_laser)
if stats:
printRunningStats((green_cenX, green_cenY), (red_cenX, red_cenY))
k = highgui.cvWaitKey(10)
if k == '\x1b' or k == 'q':
sys.exit()
if k == 'p':
if stats:
printTotalStats()
stats = False
else:
startTime = time()
stats = True
'''
Created on Jan 1, 2002
@author: douglas
'''
__author__ = 'gustavo'
from FuzzyController import FuzzyController
from PyQt4 import QtCore, QtGui
import PyQt4
fuzzyControler = FuzzyController("container_crane.fcl")
#print(fuzzyControler)
input = {
"s_comunicatividad":5,
"t_receptividad":7,
"e_empatia":4
}
input= {
's_receptividad': 4.8672389428309346,
's_comunicatividad': 2.6292891970049093,
't_comunicatividad': 8.0503738351059724,
't_receptividad': 9.1297355325614813,
'e_empatia': 4.6655176048198079
}
print fuzzyControler.calculate(input)
def main(args):
global capture
global hmax, hmin
highgui.cvNamedWindow('Camera', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Hue', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Satuation', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Value', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvNamedWindow('Laser', highgui.CV_WINDOW_AUTOSIZE)
highgui.cvMoveWindow('Camera', 0, 10)
highgui.cvMoveWindow('Hue', 0, 350)
highgui.cvMoveWindow('Satuation', 360, 10)
highgui.cvMoveWindow('Value', 360, 350)
highgui.cvMoveWindow('Laser', 700, 40)
highgui.cvCreateTrackbar("Brightness Trackbar","Camera",0,255, change_brightness);
highgui.cvCreateTrackbar("hmin Trackbar","Hue",hmin,180, change_hmin);
highgui.cvCreateTrackbar("hmax Trackbar","Hue",hmax,180, change_hmax);
highgui.cvCreateTrackbar("smin Trackbar","Satuation",smin,255, change_smin);
highgui.cvCreateTrackbar("smax Trackbar","Satuation",smax,255, change_smax);
highgui.cvCreateTrackbar("vmin Trackbar","Value",vmin,255, change_vmin);
highgui.cvCreateTrackbar("vmax Trackbar","Value",vmax,255, change_vmax);
print "grabbing camera"
capture = highgui.cvCreateCameraCapture(0)
print "found camera"
highgui.cvSetCaptureProperty(capture,highgui.CV_CAP_PROP_FRAME_WIDTH, 320)
highgui.cvSetCaptureProperty(capture,highgui.CV_CAP_PROP_FRAME_HEIGHT, 240)
frame = highgui.cvQueryFrame(capture)
frameSize = cv.cvGetSize(frame)
hsv = cv.cvCreateImage(frameSize,8,3)
mask = cv.cvCreateImage(frameSize,8,1)
hue = cv.cvCreateImage(frameSize,8,1)
satuation = cv.cvCreateImage(frameSize,8,1)
value = cv.cvCreateImage(frameSize,8,1)
laser = cv.cvCreateImage(frameSize,8,1)
turret = FuzzyController(frameSize.width,frameSize.height,True)
move_count = 0
while 1:
frame = highgui.cvQueryFrame(capture)
cv.cvCvtColor(frame, hsv, cv.CV_BGR2HSV)
#cv.cvInRangeS(hsv,hsv_min,hsv_max,mask)
cv.cvSplit(hsv,hue,satuation,value,None)
cv.cvInRangeS(hue,cv.cvScalar(hmin),cv.cvScalar(hmax),hue)
cv.cvInRangeS(satuation,cv.cvScalar(smin),cv.cvScalar(smax),satuation)
cv.cvInRangeS(value,cv.cvScalar(vmin),cv.cvScalar(vmax),value)
#cv.cvInRangeS(hue,0,180,hue)
cv.cvAnd(hue, value, laser)
#cv.cvAnd(laser, value, laser)
cenX,cenY = averageWhitePoints(laser)
#print cenX,cenY
draw_target(frame,cenX,cenY)
if(cenX != 0 and cenY != 0):# and move_count <= 0):
turret.update(cenX,cenY,False)
"""
turret.reset()
move_count = 3
if(cenX < 100):
turret.left(20)
elif(cenX > 200):
turret.right(20)
if(cenY < 80):
turret.up(40)
elif(cenY > 170):
print "DOWN please.."
turret.down(40)
print cenY
"""
#move_count -= 1
#draw_target(frame,200,1)
highgui.cvShowImage('Camera',frame)
highgui.cvShowImage('Hue',hue)
highgui.cvShowImage('Satuation',satuation)
highgui.cvShowImage('Value',value)
highgui.cvShowImage('Laser',laser)
k = highgui.cvWaitKey(10)
if k == 'q':
sys.exit()
