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nexedi
dream
Commits
16e2ea39
Commit
16e2ea39
authored
Oct 27, 2015
by
Georgios Dagkakis
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count total WIP of the model
parent
575b79d6
Changes
1
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1 changed file
with
56 additions
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39 deletions
+56
-39
dream/simulation/Examples/OperationalFailures.py
dream/simulation/Examples/OperationalFailures.py
+56
-39
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dream/simulation/Examples/OperationalFailures.py
View file @
16e2ea39
...
@@ -8,7 +8,7 @@ import time
...
@@ -8,7 +8,7 @@ import time
start
=
time
.
time
()
start
=
time
.
time
()
# simulation time
# simulation time
maxSimTime
=
2
00
maxSimTime
=
100
00
# the capacity of B123
# the capacity of B123
capacity
=
42
#float('inf')
capacity
=
42
#float('inf')
...
@@ -28,16 +28,16 @@ class OpQueue(Queue):
...
@@ -28,16 +28,16 @@ class OpQueue(Queue):
return
M2
return
M2
return
None
return
None
# calculate average buffer level
#
# calculate average buffer level
def
postProcessing
(
self
):
#
def postProcessing(self):
Queue
.
postProcessing
(
self
,
MaxSimtime
=
maxSimTime
)
#
Queue.postProcessing(self, MaxSimtime=maxSimTime)
totalBufferLevel
=
0
#
totalBufferLevel=0
for
i
in
range
(
0
,
len
(
self
.
wipStatList
)
-
1
):
#
for i in range(0,len(self.wipStatList)-1):
bufferLevel
=
self
.
wipStatList
[
i
][
1
]
#
bufferLevel=self.wipStatList[i][1]
duration
=
self
.
wipStatList
[
i
+
1
][
0
]
-
self
.
wipStatList
[
i
][
0
]
#
duration=self.wipStatList[i+1][0]-self.wipStatList[i][0]
totalBufferLevel
+=
bufferLevel
*
duration
#
totalBufferLevel+=bufferLevel*duration
averageBufferLevel
=
totalBufferLevel
/
maxSimTime
#
averageBufferLevel=totalBufferLevel/maxSimTime
self
.
BufferLevel
.
append
(
averageBufferLevel
)
#
self.BufferLevel.append(averageBufferLevel)
class
OpExit
(
Exit
):
class
OpExit
(
Exit
):
# set numGoodParts=0 at every replication
# set numGoodParts=0 at every replication
...
@@ -95,7 +95,9 @@ class OpMachine(Machine):
...
@@ -95,7 +95,9 @@ class OpMachine(Machine):
# method invoked by the generator at every time period
# method invoked by the generator at every time period
def
controllerMethod
():
def
controllerMethod
():
# at the start of the simulation reset the G.totalWIP counter
if
G
.
env
.
now
==
0
:
G
.
totalWIP
=
0
# for every machine calculate the state (based on transition probabilities)
# for every machine calculate the state (based on transition probabilities)
for
M
in
[
M1
,
M2
,
M3
]:
for
M
in
[
M1
,
M2
,
M3
]:
rn1
=
createRandomNumber
()
rn1
=
createRandomNumber
()
...
@@ -166,6 +168,14 @@ def controllerMethod():
...
@@ -166,6 +168,14 @@ def controllerMethod():
M2
.
locked
=
True
M2
.
locked
=
True
break
break
# count the total WIP for the machines and the Queue
for
obj
in
[
M1
,
M2
,
M3
,
B123
]:
G
.
totalWIP
+=
len
(
obj
.
getActiveObjectQueue
())
# at the end of the simulation append to the list that keeps for all replications
if
G
.
env
.
now
==
G
.
maxSimTime
-
1
:
G
.
AverageWIP
.
append
(
G
.
totalWIP
/
float
(
G
.
maxSimTime
))
# returns a number from the uniform distribution (0,1)
# returns a number from the uniform distribution (0,1)
def
createRandomNumber
():
def
createRandomNumber
():
return
Rnd
.
uniform
(
0
,
1
)
return
Rnd
.
uniform
(
0
,
1
)
...
@@ -200,12 +210,15 @@ for obj in objectList:
...
@@ -200,12 +210,15 @@ for obj in objectList:
# GoodExits will keep the number of good parts produced in every replication
# GoodExits will keep the number of good parts produced in every replication
E
.
GoodExits
=
[]
E
.
GoodExits
=
[]
# variables to keep the WIP
G
.
totalWIP
=
0
G
.
AverageWIP
=
[]
# GoodParts will keep the number of good parts a machine produced in every replication
# GoodParts will keep the number of good parts a machine produced in every replication
for
M
in
[
M1
,
M2
,
M3
]:
for
M
in
[
M1
,
M2
,
M3
]:
M
.
GoodExits
=
[]
M
.
GoodExits
=
[]
# BufferLevel will keep the average buffer level for each replication
B123
.
BufferLevel
=
[]
# the transition probabilities for machines
# the transition probabilities for machines
M1
.
p
=
0.01
M1
.
p
=
0.01
...
@@ -222,21 +235,25 @@ M3.r=0.1
...
@@ -222,21 +235,25 @@ M3.r=0.1
M3
.
f
=
0.2
M3
.
f
=
0.2
# call the runSimulation giving the objects and the length of the experiment
# call the runSimulation giving the objects and the length of the experiment
runSimulation
(
objectList
,
maxSimTime
,
numberOfReplications
=
1
,
trace
=
'No'
)
runSimulation
(
objectList
,
maxSimTime
,
numberOfReplications
=
20
,
trace
=
'No'
)
#print the results
#print the results
PRt
=
sum
(
E
.
Exits
)
/
float
(
len
(
E
.
Exits
))
PRt
=
sum
(
E
.
Exits
)
/
float
(
len
(
E
.
Exits
))
PRg
=
sum
(
E
.
GoodExits
)
/
float
(
len
(
E
.
GoodExits
))
PRg
=
sum
(
E
.
GoodExits
)
/
float
(
len
(
E
.
GoodExits
))
B123ABF
=
sum
(
B123
.
BufferLevel
)
/
float
(
len
(
B123
.
BufferLevel
))
#
B123ABF=sum(B123.BufferLevel)/float(len(B123.BufferLevel))
print
E
.
Exits
print
E
.
Exits
print
E
.
GoodExits
print
E
.
GoodExits
print
G
.
AverageWIP
print
'PRt='
,
PRt
/
float
(
maxSimTime
)
print
'PRt='
,
PRt
/
float
(
maxSimTime
)
print
'PRg='
,
PRg
/
float
(
maxSimTime
)
print
'PRg='
,
PRg
/
float
(
maxSimTime
)
print
'B123 average buffer level='
,
B123ABF
#
print 'B123 average buffer level=',B123ABF
for
M
in
[
M1
,
M2
,
M3
]:
for
M
in
[
M1
,
M2
,
M3
]:
GE
=
sum
(
M
.
GoodExits
)
/
float
(
len
(
M
.
GoodExits
))
GE
=
sum
(
M
.
GoodExits
)
/
float
(
len
(
M
.
GoodExits
))
print
'PRg'
+
M
.
id
,
'='
,
GE
/
float
(
maxSimTime
)
print
'PRg'
+
M
.
id
,
'='
,
GE
/
float
(
maxSimTime
)
AVGWIP
=
sum
(
G
.
AverageWIP
)
/
float
(
len
(
G
.
AverageWIP
))
print
'AVGWIP='
,
AVGWIP
# ExcelHandler.outputTrace('OperationalFailures')
# ExcelHandler.outputTrace('OperationalFailures')
print
"running time="
,
time
.
time
()
-
start
print
"running time="
,
time
.
time
()
-
start
...
@@ -246,26 +263,26 @@ from rpy2.robjects.packages import importr
...
@@ -246,26 +263,26 @@ from rpy2.robjects.packages import importr
from
rpy2.rinterface
import
NA_Real
from
rpy2.rinterface
import
NA_Real
# to plot B123 if we want
#
#
to plot B123 if we want
base
=
importr
(
"base"
)
#
base = importr("base")
stats
=
importr
(
"stats"
)
#
stats = importr("stats")
grdevices
=
importr
(
"grDevices"
)
#
grdevices = importr("grDevices")
graphics
=
importr
(
"graphics"
)
#
graphics = importr("graphics")
#
graphWipStatList
=
list
(
B123
.
wipStatList
)
#
graphWipStatList=list(B123.wipStatList)
index
=
0
#
index=0
for
i
in
range
(
len
(
B123
.
wipStatList
)
-
1
):
#
for i in range(len(B123.wipStatList)-1):
if
B123
.
wipStatList
[
i
][
0
]
==
B123
.
wipStatList
[
i
+
1
][
0
]:
#
if B123.wipStatList[i][0]==B123.wipStatList[i+1][0]:
del
graphWipStatList
[
index
]
#
del graphWipStatList[index]
else
:
#
else:
index
+=
1
#
index+=1
#
#
simTime
=
[
x
[
0
]
for
x
in
graphWipStatList
]
#
simTime = [x[0] for x in graphWipStatList]
bufferLevel
=
[
x
[
1
]
for
x
in
graphWipStatList
]
#
bufferLevel = [x[1] for x in graphWipStatList]
#
grdevices
.
png
(
"B123 Buffer Level.png"
)
#
grdevices.png("B123 Buffer Level.png")
graphics
.
plot
(
simTime
,
bufferLevel
,
xlab
=
"Simulation Time"
,
ylab
=
"Buffer Level"
,
col
=
"red"
,
type
=
"l"
,
tck
=
1
)
#
graphics.plot(simTime, bufferLevel, xlab="Simulation Time", ylab="Buffer Level", col="red", type="l", tck=1)
graphics
.
title
(
"Buffer level time series"
)
#
graphics.title("Buffer level time series")
grdevices
.
dev_off
()
#
grdevices.dev_off()
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