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Commit 5245ca43 authored by panos's avatar panos Committed by Jérome Perrin
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New example added with extraction data from a database

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dream/KnowledgeExtraction/KEtool_examples/ParallelStations/JSON_example.json 0 → 100644
View file @ 5245ca43
{
"_class": "Dream.Simulation",
"edges": {
"0": [
"W1",
"M1",
{}
],
"1": [
"W1",
"M2",
{}
],
"2": [
"S1",
"DummyQ",
{}
],
"3": [
"M1",
"E1",
{}
],
"4": [
"M2",
"E1",
{}
],
"5": [
"DummyQ",
"Q1",
{}
],
"6": [
"Q1",
"M1",
{}
],
"7": [
"Q1",
"M2",
{}
]
},
"general": {
"_class": "Dream.Configuration",
"confidenceLevel": "0.95",
"maxSimTime": "1440",
"numberOfReplications": "1",
"trace": "No"
},
"nodes": {
"DummyQ": {
"_class": "Dream.Queue",
"capacity": 1,
"isDummy": "1",
"left": 0.639751552795031,
"name": "DummyQ",
"top": 0.7720588235294118
},
"E1": {
"_class": "Dream.Exit",
"left": 0.40993788819875776,
"name": "Stock",
"top": 0.04656862745098034
},
"M1": {
"_class": "Dream.Machine",
"left": 0.6335403726708074,
"name": "MILL1",
"failures": {
"MTTF": {
},
"MTTR": {
} ,
"repairman": "W1"
},
"processingTime": {
},
"top": 0.40931372549019607
},
"M2": {
"_class": "Dream.Machine",
"failures": {
"MTTF": {
},
"MTTR": {
} ,
"repairman": "W1"
},
"left": 0.1863354037267081,
"name": "MILL2",
"processingTime": {
},
"top": 0.40931372549019607
},
"Q1": {
"_class": "Dream.Queue",
"capacity": 1,
"isDummy": "0",
"left": 0.639751552795031,
"name": "Q1",
"top": 0.5906862745098039
},
"S1": {
"_class": "Dream.Source",
"entity": "Dream.Part",
"interarrivalTime": {
"distributionType": "Fixed",
"mean": 0.5
},
"left": 0.639751552795031,
"name": "Raw Material",
"top": 0.9534313725490196
},
"W1": {
"_class": "Dream.Repairman",
"capacity": 1,
"left": 0.18012422360248448,
"name": "W1",
"top": 0.5906862745098039
}
}
}
\ No newline at end of file
dream/KnowledgeExtraction/KEtool_examples/ParallelStations/ParallelStations_example.py 0 → 100644
View file @ 5245ca43
'''
Created on 15 Jun 2014
@author: Panos
'''
# ===========================================================================
# Copyright 2013 University of Limerick
#
# This file is part of DREAM.
#
# DREAM is free software: you can redistribute it and/or modify
# it under the terms of the GNU Lesser General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# DREAM is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU Lesser General Public License for more details.
#
# You should have received a copy of the GNU Lesser General Public License
# along with DREAM. If not, see <http://www.gnu.org/licenses/>.
# ===========================================================================
from Transformations import BasicTransformations
from DistributionFitting import DistFittest
from DistributionFitting import Distributions
from ExcelOutput import Output
import pyodbc
import json
#================================= Extract data from the database ==========================================#
cnxn =pyodbc.connect("Driver={MySQL ODBC 3.51 Driver};SERVER=localhost; PORT=3306;DATABASE=test_database;UID=root; PASSWORD=Pitheos10; ")
cursor1 = cnxn.cursor()
cursor2 = cnxn.cursor()
cursor3 = cnxn.cursor()
a = cursor1.execute("""
select prod_code, stat_code,emp_no, TIMEIN, TIMEOUT
from production_status
""")
MILL1=[]
MILL2=[]
for j in range(a.rowcount):
#get the next line
ind1=a.fetchone()
if ind1.stat_code == 'MILL1':
procTime=[]
procTime.insert(0,ind1.TIMEIN)
procTime.insert(1,ind1.TIMEOUT)
MILL1.append(procTime)
elif ind1.stat_code == 'MILL2':
procTime=[]
procTime.insert(0,ind1.TIMEIN)
procTime.insert(1,ind1.TIMEOUT)
MILL2.append(procTime)
else:
continue
transform = BasicTransformations()
procTime_MILL1=[]
for elem in MILL1:
t1=[]
t2=[]
t1.append(((elem[0].hour)*60)*60 + (elem[0].minute)*60 + elem[0].second)
t2.append(((elem[1].hour)*60)*60 + (elem[1].minute)*60 + elem[1].second)
dt=transform.subtraction(t2, t1)
procTime_MILL1.append(dt[0])
procTime_MILL2=[]
for elem in MILL2:
t1=[]
t2=[]
t1.append(((elem[0].hour)*60)*60 + (elem[0].minute)*60 + elem[0].second)
t2.append(((elem[1].hour)*60)*60 + (elem[1].minute)*60 + elem[1].second)
dt=transform.subtraction(t2, t1)
procTime_MILL2.append(dt[0])
b = cursor2.execute("""
select stat_code, MTTF_hour
from failures
""")
c = cursor3.execute("""
select stat_code, MTTR_hour
from repairs
""")
MTTF_MILL1=[]
MTTF_MILL2=[]
for j in range(b.rowcount):
#get the next line
ind2=b.fetchone()
if ind2.stat_code == 'MILL1':
MTTF_MILL1.append(ind2.MTTF_hour)
elif ind2.stat_code == 'MILL2':
MTTF_MILL2.append(ind2.MTTF_hour)
else:
continue
MTTR_MILL1=[]
MTTR_MILL2=[]
for j in range(c.rowcount):
#get the next line
ind3=c.fetchone()
if ind3.stat_code == 'MILL1':
MTTR_MILL1.append(ind3.MTTR_hour)
elif ind3.stat_code == 'MILL2':
MTTR_MILL2.append(ind3.MTTR_hour)
else:
continue
#======================= Fit data to statistical distributions ================================#
dist_proctime = DistFittest()
distProcTime_MILL1 = dist_proctime.ks_test(procTime_MILL1)
distProcTime_MILL2 = dist_proctime.ks_test(procTime_MILL2)
dist_MTTF = Distributions()
dist_MTTR = Distributions()
distMTTF_MILL1 = dist_MTTF.Weibull_distrfit(MTTF_MILL1)
distMTTF_MILL2 = dist_MTTF.Weibull_distrfit(MTTF_MILL2)
distMTTR_MILL1 = dist_MTTR.Poisson_distrfit(MTTR_MILL1)
distMTTR_MILL2 = dist_MTTR.Poisson_distrfit(MTTR_MILL2)
#======================= Output preparation: output the updated values in the JSON file of this example ================================#
jsonFile = open('JSON_example.json','r') #It opens the JSON file
data = json.load(jsonFile) #It loads the file
jsonFile.close()
nodes = data.get('nodes',[]) #It creates a variable that holds the 'nodes' dictionary
for element in nodes:
processingTime = nodes[element].get('processingTime',{}) #It creates a variable that gets the element attribute 'processingTime'
MTTF_Nodes = nodes[element].get('MTTF',{}) #It creates a variable that gets the element attribute 'MTTF'
MTTR_Nodes = nodes[element].get('MTTR',{}) #It creates a variable that gets the element attribute 'MTTR'
if element == 'M1':
nodes['M1']['processingTime'] = distProcTime_MILL1 #It checks using if syntax if the element is 'M1'
nodes['M1']['failures']['MTTF'] = distMTTF_MILL1
nodes['M1']['failures']['MTTR'] = distMTTR_MILL1
elif element == 'M2':
nodes['M2']['processingTime'] = distProcTime_MILL2 #It checks using if syntax if the element is 'M2'
nodes['M2']['failures']['MTTF'] = distMTTF_MILL2
nodes['M2']['failures']['MTTR'] = distMTTR_MILL2
jsonFile = open('JSON_ParallelStations_Output.json',"w") #It opens the JSON file
jsonFile.write(json.dumps(data, indent=True)) #It writes the updated data to the JSON file
jsonFile.close() #It closes the file
#=================== Calling the ExcelOutput object, outputs the outcomes of the statistical analysis in xls files ==========================#
export=Output()
export.PrintStatisticalMeasures(procTime_MILL1,'procTimeMILL1_StatResults.xls')
export.PrintStatisticalMeasures(procTime_MILL2,'procTimeMILL2_StatResults.xls')
export.PrintStatisticalMeasures(MTTF_MILL1,'MTTFMILL1_StatResults.xls')
export.PrintStatisticalMeasures(MTTF_MILL2,'MTTFMILL2_StatResults.xls')
export.PrintStatisticalMeasures(MTTR_MILL1,'MTTRMILL1_StatResults.xls')
export.PrintStatisticalMeasures(MTTR_MILL2,'MTTRMILL2_StatResults.xls')
export.PrintDistributionFit(procTime_MILL1,'procTimeMILL1_DistFitResults.xls')
export.PrintDistributionFit(procTime_MILL2,'procTimeMILL2_DistFitResults.xls')
export.PrintDistributionFit(MTTF_MILL1,'MTTFMILL1_DistFitResults.xls')
export.PrintDistributionFit(MTTF_MILL2,'MTTFMILL2_DistFitResults.xls')
export.PrintDistributionFit(MTTR_MILL1,'MTTRMILL1_DistFitResults.xls')
export.PrintDistributionFit(MTTR_MILL2,'MTTRMILL2_DistFitResults.xls')
\ No newline at end of file
dream/KnowledgeExtraction/KEtool_examples/ParallelStations/test_database.sql 0 → 100644
View file @ 5245ca43
CREATE DATABASE IF NOT EXISTS `test_database` /*!40100 DEFAULT CHARACTER SET utf8 */;
USE `test_database`;
-- MySQL dump 10.13 Distrib 5.6.13, for Win32 (x86)
--
-- Host: localhost Database: test_database
-- ------------------------------------------------------
-- Server version 5.6.17
/*!40101 SET @OLD_CHARACTER_SET_CLIENT=@@CHARACTER_SET_CLIENT */;
/*!40101 SET @OLD_CHARACTER_SET_RESULTS=@@CHARACTER_SET_RESULTS */;
/*!40101 SET @OLD_COLLATION_CONNECTION=@@COLLATION_CONNECTION */;
/*!40101 SET NAMES utf8 */;
/*!40103 SET @OLD_TIME_ZONE=@@TIME_ZONE */;
/*!40103 SET TIME_ZONE='+00:00' */;
/*!40014 SET @OLD_UNIQUE_CHECKS=@@UNIQUE_CHECKS, UNIQUE_CHECKS=0 */;
/*!40014 SET @OLD_FOREIGN_KEY_CHECKS=@@FOREIGN_KEY_CHECKS, FOREIGN_KEY_CHECKS=0 */;
/*!40101 SET @OLD_SQL_MODE=@@SQL_MODE, SQL_MODE='NO_AUTO_VALUE_ON_ZERO' */;
/*!40111 SET @OLD_SQL_NOTES=@@SQL_NOTES, SQL_NOTES=0 */;
--
-- Table structure for table `employees`
--
DROP TABLE IF EXISTS `employees`;
/*!40101 SET @saved_cs_client = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `employees` (
`emp_no` int(4) NOT NULL,
`first_name` varchar(50) DEFAULT NULL,
`last_name` varchar(50) DEFAULT NULL,
PRIMARY KEY (`emp_no`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8;
/*!40101 SET character_set_client = @saved_cs_client */;
--
-- Dumping data for table `employees`
--
LOCK TABLES `employees` WRITE;
/*!40000 ALTER TABLE `employees` DISABLE KEYS */;
INSERT INTO `employees` VALUES (1,'Bill','Lannister'),(2,'George','Stark'),(3,'Ivor','Baelish'),(4,'Nicolas','Baratheon'),(5,'Robert','Clegane'),(6,'Paul','Tarly');
/*!40000 ALTER TABLE `employees` ENABLE KEYS */;
UNLOCK TABLES;
--
-- Table structure for table `failures`
--
DROP TABLE IF EXISTS `failures`;
/*!40101 SET @saved_cs_client = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `failures` (
`fail_id` int(11) NOT NULL,
`stat_code` varchar(45) DEFAULT NULL,
`MTTF_hour` float DEFAULT NULL,
PRIMARY KEY (`fail_id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8;
/*!40101 SET character_set_client = @saved_cs_client */;
--
-- Dumping data for table `failures`
--
LOCK TABLES `failures` WRITE;
/*!40000 ALTER TABLE `failures` DISABLE KEYS */;
INSERT INTO `failures` VALUES (1,'MILL1',1),(2,'MILL2',0.5),(3,'MILL1',0.5),(4,'MILL1',0.6),(5,'MILL1',0.8),(6,'MILL2',1),(7,'MILL2',0.6),(8,'MILL1',0.5),(9,'MILL2',0.3),(10,'MILL2',0.8),(11,'MILL1',0.9),(12,'MILL2',0.65),(13,'MILL2',0.35),(14,'MILL2',0.4),(15,'MILL1',0.2),(16,'MILL1',0.6),(17,'MILL1',0.65),(18,'MILL2',0.8),(19,'MILL1',0.9),(20,'MILL1',1),(21,'MILL2',0.4),(22,'MILL2',0.5),(23,'MILL2',0.65),(24,'MILL2',0.8),(25,'MILL2',0.9),(26,'MILL1',1),(27,'MILL1',0.45),(28,'MILL1',0.55),(29,'MILL1',0.4),(30,'MILL2',0.5),(31,'MILL1',1),(32,'MILL2',0.5),(33,'MILL1',0.5),(34,'MILL1',0.6),(35,'MILL1',0.8),(36,'MILL2',1),(37,'MILL2',0.6),(38,'MILL1',0.5),(39,'MILL2',0.3),(40,'MILL2',0.8),(41,'MILL1',0.9),(42,'MILL2',0.65),(43,'MILL2',0.35),(44,'MILL2',0.4),(45,'MILL1',0.2),(46,'MILL1',0.6),(47,'MILL1',0.65),(48,'MILL2',0.8),(49,'MILL1',0.9),(50,'MILL1',1),(51,'MILL2',0.4),(52,'MILL2',0.5),(53,'MILL2',0.65),(54,'MILL2',0.8),(55,'MILL2',0.9),(56,'MILL1',1),(57,'MILL1',0.45),(58,'MILL1',0.55),(59,'MILL1',0.4),(60,'MILL2',0.5),(61,'MILL1',1),(62,'MILL2',0.5),(63,'MILL1',0.5),(64,'MILL1',0.6),(65,'MILL1',0.8),(66,'MILL2',1),(67,'MILL2',0.6),(68,'MILL1',0.5),(69,'MILL2',0.3),(70,'MILL2',0.8),(71,'MILL1',0.9),(72,'MILL2',0.65),(73,'MILL2',0.35),(74,'MILL2',0.4),(75,'MILL1',0.2),(76,'MILL1',0.6),(77,'MILL1',0.65),(78,'MILL2',0.8),(79,'MILL1',0.9),(80,'MILL1',1);
/*!40000 ALTER TABLE `failures` ENABLE KEYS */;
UNLOCK TABLES;
--
-- Table structure for table `production_status`
--
DROP TABLE IF EXISTS `production_status`;
/*!40101 SET @saved_cs_client = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `production_status` (
`prod_id` int(11) NOT NULL AUTO_INCREMENT,
`prod_code` varchar(45) DEFAULT NULL,
`stat_code` varchar(45) DEFAULT NULL,
`emp_no` varchar(45) DEFAULT NULL,
`TIMEIN` time DEFAULT NULL,
`TIMEOUT` time DEFAULT NULL,
PRIMARY KEY (`prod_id`)
) ENGINE=InnoDB AUTO_INCREMENT=71 DEFAULT CHARSET=utf8;
/*!40101 SET character_set_client = @saved_cs_client */;
--
-- Dumping data for table `production_status`
--
LOCK TABLES `production_status` WRITE;
/*!40000 ALTER TABLE `production_status` DISABLE KEYS */;
INSERT INTO `production_status` VALUES (1,'PE-0001','MILL1','2','08:49:29','08:50:50'),(2,'AP-0129','MILL2','3','08:47:24','08:48:14'),(3,'AP-0129','MILL1','2','08:51:10','08:52:04'),(4,'PE-0001','MILL2','3','08:49:09','08:50:00'),(5,'AP-0129','MILL2','3','08:50:23','08:51:32'),(6,'PE-0001','MILL1','2','08:52:39','08:53:01'),(7,'PE-0001','MILL2','3','08:51:50','08:52:40'),(8,'AP-0129','MILL1','2','08:53:16','08:54:01'),(9,'PE-0001','MILL2','1','08:52:59','08:53:48'),(10,'AP-0129','MILL1','4','08:54:14','08:55:09'),(11,'PE-0001','MILL2','1','08:54:01','08:54:45'),(12,'AP-0129','MILL2','1','08:55:00','08:55:45'),(13,'AP-0129','MILL1','4','08:55:15','08:56:05'),(14,'AP-0129','MILL2','1','08:55:45','08:56:30'),(15,'PE-0001','MILL1','4','08:56:10','08:57:05'),(16,'PE-0001','MILL2','1','08:56:45','08:57:15'),(17,'AP-0129','MILL1','4','08:57:05','08:58:05'),(18,'PE-0001','MILL1','4','08:58:15','08:59:15'),(19,'AP-0129','MILL2','1','08:57:30','08:58:20'),(20,'AP-0129','MILL1','4','08:59:15','09:00:10'),(21,'PE-0001','MILL2','1','08:58:40','08:59:30'),(22,'PE-0001','MILL1','4','09:00:19','09:01:00'),(23,'AP-0129','MILL2','1','08:59:45','09:00:30'),(24,'AP-0129','MILL2','1','09:00:50','09:01:40'),(25,'PE-0001','MILL1','5','09:01:00','09:01:45'),(26,'PE-0001','MILL2','6','09:01:40','09:02:30'),(27,'AP-0129','MILL1','5','09:01:45','09:02:30'),(28,'AP-0129','MILL2','6','09:02:30','09:03:25'),(29,'AP-0129','MILL2','6','09:03:25','09:04:10'),(30,'PE-0001','MILL1','5','09:02:30','09:03:25'),(31,'PE-0001','MILL1','5','09:03:35','09:04:15'),(32,'AP-0129','MILL2','6','09:04:20','09:05:10'),(33,'PE-0001','MILL2','6','09:05:10','09:06:20'),(34,'AP-0129','MILL1','5','09:04:15','09:05:10'),(35,'AP-0129','MILL1','5','09:05:10','09:06:05'),(36,'PE-0001','MILL1','2','08:49:29','08:50:50'),(37,'AP-0129','MILL2','3','08:47:24','08:48:14'),(38,'AP-0129','MILL1','2','08:51:10','08:52:04'),(39,'PE-0001','MILL2','3','08:49:09','08:50:00'),(40,'AP-0129','MILL2','3','08:50:23','08:51:32'),(41,'PE-0001','MILL1','2','08:52:39','08:53:01'),(42,'PE-0001','MILL2','3','08:51:50','08:52:40'),(43,'AP-0129','MILL1','2','08:53:16','08:54:01'),(44,'PE-0001','MILL2','1','08:52:59','08:53:48'),(45,'AP-0129','MILL1','4','08:54:14','08:55:09'),(46,'PE-0001','MILL2','1','08:54:01','08:54:45'),(47,'AP-0129','MILL2','1','08:55:00','08:55:45'),(48,'AP-0129','MILL1','4','08:55:15','08:56:05'),(49,'AP-0129','MILL2','1','08:55:45','08:56:30'),(50,'PE-0001','MILL1','4','08:56:10','08:57:05'),(51,'PE-0001','MILL2','1','08:56:45','08:57:15'),(52,'AP-0129','MILL1','4','08:57:05','08:58:05'),(53,'PE-0001','MILL1','4','08:58:15','08:59:15'),(54,'AP-0129','MILL2','1','08:57:30','08:58:20'),(55,'AP-0129','MILL1','4','08:59:15','09:00:10'),(56,'PE-0001','MILL2','1','08:58:40','08:59:30'),(57,'PE-0001','MILL1','4','09:00:19','09:01:00'),(58,'AP-0129','MILL2','1','08:59:45','09:00:30'),(59,'AP-0129','MILL2','1','09:00:50','09:01:40'),(60,'PE-0001','MILL1','5','09:01:00','09:01:45'),(61,'PE-0001','MILL2','6','09:01:40','09:02:30'),(62,'AP-0129','MILL1','5','09:01:45','09:02:30'),(63,'AP-0129','MILL2','6','09:02:30','09:03:25'),(64,'AP-0129','MILL2','6','09:03:25','09:04:10'),(65,'PE-0001','MILL1','5','09:02:30','09:03:25'),(66,'PE-0001','MILL1','5','09:03:35','09:04:15'),(67,'AP-0129','MILL2','6','09:04:20','09:05:10'),(68,'PE-0001','MILL2','6','09:05:10','09:06:20'),(69,'AP-0129','MILL1','5','09:04:15','09:05:10'),(70,'AP-0129','MILL1','5','09:05:10','09:06:05');
/*!40000 ALTER TABLE `production_status` ENABLE KEYS */;
UNLOCK TABLES;
--
-- Table structure for table `products`
--
DROP TABLE IF EXISTS `products`;
/*!40101 SET @saved_cs_client = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `products` (
`prod_id` int(11) NOT NULL AUTO_INCREMENT,
`prod_code` varchar(45) NOT NULL,
`Name` varchar(75) DEFAULT NULL,
PRIMARY KEY (`prod_id`,`prod_code`)
) ENGINE=InnoDB AUTO_INCREMENT=3 DEFAULT CHARSET=utf8;
/*!40101 SET character_set_client = @saved_cs_client */;
--
-- Dumping data for table `products`
--
LOCK TABLES `products` WRITE;
/*!40000 ALTER TABLE `products` DISABLE KEYS */;
INSERT INTO `products` VALUES (1,'PE-0001','xxx'),(2,'AP-0129','yyy');
/*!40000 ALTER TABLE `products` ENABLE KEYS */;
UNLOCK TABLES;
--
-- Table structure for table `repairs`
--
DROP TABLE IF EXISTS `repairs`;
/*!40101 SET @saved_cs_client = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `repairs` (
`rep_id` int(11) NOT NULL,
`stat_code` varchar(45) DEFAULT NULL,
`MTTR_hour` float DEFAULT NULL,
PRIMARY KEY (`rep_id`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8;
/*!40101 SET character_set_client = @saved_cs_client */;
--
-- Dumping data for table `repairs`
--
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-- Dump completed on 2014-06-16 12:01:14
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