Week 6 - Data analysis
PROGRAM
#Importing libraries
import matplotlib.pyplot as plt
import numpy as np
from numpy import trapz as trp
#Compatability check
try:
f=open('engine_data.out','r')
except FileNotFoundError:
print('File not recognized. Please provide a valid CONVERGE output file!')
sys.exit()
#input
file = 'engine_data.out'
count = 0
count_header = 0
column_title = []
column_units = []
for line in open(file,'r'):
if '#' not in line:
count = count + 1
columns = len(str.split(line))
else:
count_header = count_header +1
if count_header == 3:
line_content = str.split(line)
for i in range(0,len(line_content)):
column_title.append(line_content[i])
elif count_header == 4:
line_content = str.split(line)
for i in range(0,len(line_content)):
column_units.append(line_content[i])
if (count_header < 4 or count < 1 or columns < 8):
print('Invalid data file')
else:
data = np.zeros((count,columns,1))
row = 0
for line in open(file,'r'):
if '#' not in line:
column = 0
data_line = str.split(line)
while (column < columns):
data[row,column] = float(data_line[column])
column = column + 1
row = row + 1
column_number = 1
while (column_number <= columns):
plt.plot(data[:,column_number-1])
plt.ylabel(column_title[column_number]+column_units[column_number])
plt.savefig(column_title[column_number]+'.png')
plt.figure()
column_number = column_number + 1
x_column_number = 8
y_column_number = 2
x_data = np.array(data[:,x_column_number-1])
y_data = np.array(data[:,y_column_number-1])
plt.plot(x_data,y_data)
plt.xlabel(column_title[x_column_number]+column_units[x_column_number])
plt.ylabel(column_title[y_column_number]+column_units[y_column_number])
plt.savefig(column_title[y_column_number]+' VS '+column_title[x_column_number]+'.png')
area = trp(y = y_data.transpose(), x = x_data.transpose())
print('Area under pv diagram:',area,'(MJ)')
#Power in kw = Nm * RPM / 9550
RPM = 1500
power = area * 1e+06*RPM/(9550)
print('Power:',power,'(kw)')
fuel_per_stroke = 20*1e-06
fuel_per_sec = fuel_per_stroke*RPM*60
Spec_fuel_cons = fuel_per_sec/ (power * 1e+03)
print('Specific Fuel Consumption:',Spec_fuel_cons,'(g/J)')
PLOTS