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Improvement of logistics in manufacturing system by the use of simulation modelling: A real industrial case study

Straka, Martin

Abstract

The current practice and the requirements of industrial enterprises in all industrial areas require a detailed display of manufacturing systems course of events. In this paper, we studied the effects and impacts of computer simulation to improve the actual industrial production. We also verified whether the proposed simulation model and its intervention in the logistics of concrete production in a concrete manufacturing enterprise will correspond to reality. The EXTENDSIM simulation software was used. The simulation results utilization in practice has increased the actual production several times. The simulation results indicated that it is necessary to double the intensity of company supply, i.e. a frequency of entry set to 0.15 days for each timber type. This adjustment increased the performance of unutilized devices and the whole manufacturing system several times, up to 54,475 produced building timber elements, which represents an increase of production by about 199.6 % while maintaining company flexibility.

Full text

    18  A dvancesinProductionEngineering&ManagementISSN1854‐6250 Volume15|Number1|March2020|pp18–30 Journalhome:apem‐journal.org https://doi.org/10.14743/apem2020.1.346 Originalscientificpaper   Improvementoflogisticsinmanufacturingsystembythe useofsimulationmodelling:Arealindustrialcasestudy Straka,M.a,*,Khouri,S.b,Lenort,R.c,Besta,P.d aInstituteofLogisticsandTransport,TechnicaluniversityofKosice,Kosice,SlovakRepublic bInstituteofEarthResources,TechnicaluniversityofKosice,Kosice,SlovakRepublic cDepartmentofLogistics,QualityandAutomotiveTechnology,ŠKODAAUTOUniversity,MladaBoleslav,CzechRepublic dDepartmentofEconomicsandManagementinMetallurgy,VŠB–TechnicalUniversityofOstrava,Ostrava,CzechRepublic   ABSTRACTARTICLEINFO The current practice and the requirements of industrial enterprises in all industrialareasrequireadetaileddisplayofmanufacturingsystemscourseo f  events.Inthispaper,westudiedtheeffectsandimpactsofcomputersimula‐ tiontoimprovetheactualindustrialproduction.Wealsoverifiedwhetherthe proposed simulation modeland itsintervention inthe logisticsofconcrete productioninaconcretemanufacturingenterprisewillcorrespondtoreality. TheEXTENDSIMsimulationsoftwarewasused.Thesimulationresultsutiliza‐ tioninpracticehasincreasedtheactualproductionseveraltimes.Thesimula‐ tionresultsindicatedthatitisnecessarytodoubletheintensityofcompany supply,i.e.afrequencyofentrysetto0.15daysforeachtimbertype. This adjustmentincreasedtheperformanceofunutilizeddevicesandthe whole manufacturingsystemseveraltimes,upto54,475producedbuildingtimber elements,whichrepresentsanincreaseofproductionbyabout199.6%while maintainingcompanyflexibility. ©2020CPE,UniversityofMaribor.Allrightsreserved. Keywords: Manufacturing; Logistics; Simulation; Modelling; Optimization; EXTENDSIM *Correspondingauthor: [email protected] (Straka,M.) A rticlehistory: Received29September2017 Revised24February2020 Accepted16March2020   1.Introduction Thesolutionofmanufacturinglogisticsproblemsinspecificmarketarearequirestheutilization ofthemeansofalgorithmization,heuristics,mathematicalstatistics, modellingandcomputer simulation.Acombinationofthedefinedapproachesispossibleforthedesigning,anditsolves theproblemsofanymanufacturingsystem.Theobjectiveofthelogisticssolutionsistoinfluence andmanagematerialflowsintherightway.Theexecutionofaconcretemanufacturingsystem fromacomplexpointofviewofalltypesofflowsispossibleonlybytakingadvantageofcom‐ putersimulation.Theapplicationofmathematicalmodellingforthedesigningofmaterial,in‐ formationandfinancialflowstogetherispracticallyimpossible(andwhatabouttheeffectofthe humanfactor,indetermination,haphazardandsoon).Allthesefactsmakecomputersimulation theperfectfacility(inmanytasks,theonlypossibleone)forthesolutionofspecificproblemsof manufacturingsystems.Theforegoingresultsclearlyshowtheimportanceofcomputersimula‐ tionforimprovingtheefficiencyoflogisticsinmanufacturing.Theproblemrelatestoaneffec‐ tiveutilizationofthecomputersimulationwithEXTENDSIMsimulationsystemtoimprovethe efficiency of logistics in manufacturing of concrete productioncompany,engagedinthepro‐ cessingofrawtimberandtheproductionofbuildingtimberintheformofbeams,planks,and boardsfromdifferenttypesofwood,suchasoak,beech,spruceandpine. Improvementoflogisticsinmanufacturingsystembytheuseofsimulationmodelling:Arealindustrialcasestudy  AdvancesinProductionEngineering&Management15(1)202019  Timberproduction,ingeneral,belongstothemostcommontypesofindustrialproductions. Timberasabuildingmaterialisequallypopularinallthecontinentsoftheworld.Themethods ofprocessingrawtimberareidentical,andtheyworkonthesame,respectivelysimilardevices underthesame,respectivelysimilarconditions.Thisimpliestheimportanceoftacklingthisis‐ suefortheindustrialsectorinquestionandtheuniversalcharacteroftheusageofthisapproach toincreasetheefficiencyoflogisticsinmanufacturingbymeansofcomputersimulationandthe EXTENDSIMsimulationsystem.  Theaimofthispaperistoclearlydefineaprocedurewhichmustbefollowedtosolveequal orsimilartypesoftasksthroughtheutilizationofconcreteEXTENDSIMsimulationsystemserv‐ ingtheneedsofindustrialpractice.Thetasksthatmustbeexecutedarerelatedtosomegiven resolutionproceduresthataregenerallyapplicabletostreamlinethelogisticsinmanufacturing usingcomputersimulation.Thequalityofthesolutionsandtheirimpactsonthemanufacturing systemdependonthequalityoftheperformedanalysis,qualityandaccuracyofdataacquired forthepurposeofthesimulationmodel,andtheknowledgeandexperienceofthecreatorofthe simulationmodelwiththeworkwithaconcretesimulationsystem. The subsequent correct evaluationoftheresultsandthedefinitionofconclusionsfortheimplementationofmeasuresin practiceareequallyimportantaswell. 2.Literaturereview Inordertobeabletounderstandtheessenceofthefunctioningofthemeansofsimulation,itis necessarytodefineandunderstandthebasicprinciplesandrelationsofsimulationandmodel‐ lingandthepartsconcerned.Thegoalofasimulationistoobtaininformationaboutthesystem anditselementsaccordingtopresumedordefinedchangeofcharacteristicsoftheelementsand theirconnection.  Asimulationofthesystemsmakesitpossibletoexperimentbesidesrealobjects,resp.these objectsdonothavetoexist.Simulationasatermmeansanimitation ofsomereal situation, thing,condition,action,eventofprocess[1,2].Simulationisaresearchmethod,theessenceof whichconsistsofthereplacementofanessentialdynamicsystembyitsmodel,simulator,and weperformexperimentswiththepurposeofgettingtheinformationabouttheessentialsystem. Usingasimulation,itispossibletoobtainanswerstosomeveryimportantquestions,suchas: “Howisthesystemgoingtobehavewhenthefollowing(any)changeshappen?Whichpartofthe systemcontainscriticalpoints?Howlongisthedistancetheconveyormustovercomeiftwo morestationsareaddedinthesystem?Howlongwillittaketoruntheproduction?Howmany peopleareneededtomeetthedeadlineoftheproject?”.Inasimplifiedway,itispossibleto characterizesimulationbythreesteps:  designofthesimulationmodelofarealsystem,  carryingouttheexperimentswiththesimulationmodel,  reverseduseoftheobtainedresultstoimprovethesystem.  Inourview,theobjectsofthesimulationwillbeproductionprocessesrepresentingthepro‐ cessesinthegroupofaggregates,machinesanddevices,onwhichtheproductionprocessesare progressing.Theamountoftheproductionoperationsdependsonthetypeofproductandon theuseddevices,onwhichtheproductionoperationsaretakingplace.Continuousproduction processesaretheprocessesleadingtoasmooth,continuouschangeofthestateoftheproduc‐ tionprocess(workofthebreaker,mills,andconveyorbelts).Discrete(discontinuous)produc‐ tionprocessesaretheprocessesleadingtoachangeofthestateoftheproductionprocessat certaintimemoments(transportofmaterialbycars,wagons,loadingofmaterialsbyanexcava‐ tor).Combinedproductionprocessesarecharacterizedbycombiningthediscreteandcontinu‐ ousproductionprocesses(transportofmaterialbycarsfromquarryintoaballcrusher).  Theoriginsofthe creation ofsimulationmodels goes backtothe1950’s,whenuniversal, generalprogrammingsystemswereusedtocreatesimulationmodels.Agradualdevelopment andprogressiseveryareaofproduction,scienceandpracticerequired increasingly difficult Straka,Khouri,Lenort,Besta  20AdvancesinProductionEngineering&Management15(1)2020 simulationmodelsandapplications.Generalprogrammingsystemsprovedtobemaladroitand notdynamicenoughtocreatefastchangesinthesimulationmodels.Aspecialcategoryofpro‐ grammingsystemshasgraduallybeeninvented.Thesesystemsarecalledsimulationsystems. Simulationsystemsareadaptedforthepurposesofsimulation.Theyallowustocreateprogram simulationmodelsinsuchformtocreatemodelsrepresentingthesimulatedsystems[3‐5].The simulationmodelsallowustoperformquickchangesinthecreatedmodels,incasetheyare needed,insuchawaythatthecreatedmodelscorrespondtothechangesthatcanoccurinareal system.  Theevolutionalphasesofthesimulationsystemschangeintimeandnaturallyevolve[6].The recentstateischaracterizedbyobjectandrealisticallyorientedsimulationwiththesupportof 3Danimationsandvideoonaprofessionallevel.Accordingtothefunctionalaspectsofthesimu‐ lation,simulationsystemsareorientedtoactivities,eventsandprocesses,whereinachangeof statecanoccurcontinuously,discretelyorinacombinedform[6‐8]. Eachareaofproblemsolvingrelatingtologisticscombinesandusestherequiredmethodology, methods,proceduresandtoolsspecifictothegivenarea,butalsothemethodsofotherareas. Thevariabilityofsomesolutionswithinthelogisticsclearlypredeterminestheusageofmethods basedontheprincipleofmulti‐criteriadecision‐making,statistics,modelling,theprinciplesof heuristicsandcomputersimulation[9‐11]. Toachievethehighestperformancewithmaximumproductionefficiency, logistics, from the strategic, tactical and operational levels, defines respectively proposes actions that lead to achievementoftherequiredresultsbyusingalltheavailablemeansofscienceandtechnology, economicsandcomputerscience[12,13].  Theaimoflogisticsistocreateaunited,integrated,optimizedmaterialflow,whichisarisen fromdifferentpartsofthesysteminthewaytoensureacontinuousexchangeofgoodsandser‐ vices[14].Logisticshasgraduallybeendevelopingandmanydefinitionshavealsobeendevel‐ opedtogetherwithit,whilenewperspectivesonitsscopeanditslevelofactivityarestillbeing formed.AccordingtoHesket,GlaskowskyandIvie[15],logisticsisthemanagementofallactivi‐ tiesthatfacilitatethemovementandcoordinationofofferanddemandincreatingoftimeand placebenefits.AccordingtoSchulte[16],logistics is anintegrated, market‐orientedplanning, creation,implementationandcontrolofflowsofmaterial,goods,informationfromsuppliersto enterprises,inenterprisesandfromenterprisestoclientsatoptimalcosts.AccordingtoMalin‐ dzak[17],logisticsistheway,philosophyofflowsmanagement(material,informationandfi‐ nancial), at which there are applied systematic approach, methods of planning, algorithmic thinkingandcoordinationinordertoachievetheglobaloptimization.AccordingtoStraka[18], logisticsisasysteminwhichthereisanaffecttoelementsinordertosetcoordinatedmaterial, informationandfinanceflow,resultingin,respectively,aimingatsatisfyingcustomerrequire‐ ments and respective economic effect. According to Merkuyev, Merjuyeva, Piera and Guasch Petit[19],simulationmodelshaveprovedtobeusefulforexaminingtheperformanceofdiffer‐ ent system configurations and/or alternative operating procedures for complex logistic and manufacturingsystems.Itiswidelyacknowledgedthatsimulationisapowerfulcomputer‐based toolenablingdecision‐makersinbusinessandindustrytoimprovetheirorganisationalandop‐ erational efficiency. Combining simulation with experimental design or intelligent search has beensuccessfullyadoptedforsimulationoptimization[20,21].  Logisticsasascientificdisciplinewasfirstdefinedbackinthe50s.Subsequently,therewas thedevelopmentoftheMRPI–MaterialRequirementsPlanningsystem.Laterinthe60’s,the MRPII–ManufacturingResourcesPlanningsystemwascreated,wheretheoriginalMRPwas supplemented by the algorithmsfor capacity calculations [22]. In the 70s, the method called Just‐in‐timewasdiscoveredforthefirsttime.Duringthe80’s,theadvancementsincomputer technologyhelpedtoacceleratetheinformationflows.Later,fullyintegratedlogisticssystems graduallystartedtoemerge,whichresultedincostsavingsandgradualreplacementofmanual workbymechanisation[23,24].Theareaoflogisticscoversavarietyoftechnicalmeans,suchas theelementsofconventionaltransport,theelementsofproductionfacilities,robots[25‐27]and, recently,alsomoderndrones[28]. Improvementoflogisticsinmanufacturingsystembytheuseofsimulationmodelling:Arealindustrialcasestudy  AdvancesinProductionEngineering&Management15(1)2020 21 3.Presentationoftheproblem The investigated company is focused on timber processing of production of building timber products,suchasbeams,planksandboards.Theyarecurrentlyverypopularfortheconstruc‐ tionoflowcosthousesthecoreofwhichisformedfrombeams,planksandboards.Thatiswhy thereisahighdemandfortheproductsofthecompanyfortheneedsofthebuildingindustry. Thebasicelementoftheproductsofthecompanyistimber.The company produces beams, planksandboardsoftherequireddimensions andtypesbymeansoftimbercutting, edging, planning,millingandtrimming.Therawmaterialissuppliedfromvarioussourcesandthemain typesofwoodsareoak,beech,spruceandpine.Allthetypesofrawtimberfortheproduction companiesarerepresentedinthesamevolume.Thesupplytheproductioncompanyiscarried outbythecontractedtransportcompaniessupplyingonetruckoftimberofeachtimbertype onceaweek.  Thedescribedproductioncompanyhasitsheadquartersinthesouth‐eastofSlovakiainthe vicinityofKošicecity.Thecompanyprovidesacomplextimberprocessing,i.e.fromtheinputsof raw timber through its storage, cutting and drying, to manufacturingofbeams,planksand boards.Thewastegeneratedduringtheproductionisprocessedinacontractingcompanyto producepelletsandwoodchipsusedforheating.  Asthereisanincreasingdemandfortheproductsofthecompany,whichisdemonstratedby theincreaseinthebuildingactivitieswithintheregion,therearesituationsduringwhichthe companyisnotabletomeetalltherequirementsofthemarketintheshortterm.Thisisalsothe reasonwhythecompanyisinterestedinidentifyingthebottlenecks[29]inproductionandde‐ signofthelogisticsinmanufacturinginordertoproduceandpurchasenewdevicesthatcould increasetheirproductionwithaminimuminvestment[30‐32].Theentireproductionprocessof rawtimberprocessingwasdevelopedtoitspresentformonlybasedontheexperienceofthe companyoperatorsandworkers.Sincewooddryingisthelongeststageintheprocessingofraw timberintermsofthetechnologicalprogress,thecompanyboughtadryingkilnforthebatch dryingofwoodmaterial.Thecapacityofthekilndryingdeviceis40m3.Dryinginthisdevice takes50daysonaverage,accordingtothetypeandthicknessofthewoodenelements.Within thetechnologicalprocess,therawtimbermaterialisgraduallyshiftingthroughtheworkplaces: receivingrawtimbermaterialanditsstorage–cuttingheadsaw–edgingsaw–wooddrying– crosscutsaw–planning,milling,trimming–productsdespatch(Fig.1).Cuttingswasteispacked intosacksatspecialworkplaceforthedisposalofwaste.  Fig.1Schemaofthecompanylogisticsinthemanufacturingsystem  Capacityutilizationofthedevicesisperformedbymeansofthepreparationofrawtimber,its dryingandthecrowdednessofthesysteminadvance.Thepassage time through the timber manufacturingsystemdependsonthecapacityoftheindividualdevices,theircadenceandthe timenecessaryfortheexecutionofthemanufacturingoperationandoverloadingofthemanu‐ facturingsystemasawholeunit(Table1).Statistically,mostofthetimeinrealoperationisre‐ quiredfordryingoftherawtimbermaterial.Thecompanyprovidestransportoftheproductsto customersbymeansofoutsourcingcompanies. Eachworkstationisequippedwithitsownbuffernecessaryfortheregulationofdifferent productioncapacitiesandtoensurethefluencyofproduction.Ineachpartofthetechnological process,itisnecessarytohaveanenoughsemi‐finishedtimberelement.Thatiswhyasignifi‐ cantamountofsemi‐finishedproductsandunfinishedtimberelementsisboundineachpartof thesystemandasignificantamountofcapitalisboundinwarehousing,resourcesandinsemi‐ finishedproducts.   Straka,Khouri,Lenort,Besta  22AdvancesinProductionEngineering&Management15(1)2020 Table1Parametersofworkstationsdelay,anddevicesdelayinlogisticsinmanufacturing Timber Timber entry Cutting head resaw Edging saw Kiln drying Air seasoning Cross cut saw Wood planning Wood milling Wood trimming Packing cuttings waste Oak 3pieces /day/ type 60min 3.5min 75days 6months 2min 5min 15min 5min 5‐8min Beech 60min 3.5min 75days Spruce 40min 3.0min 25days Pine 40min 3.0min 25days 4.Materialsandmethods Thenextstepisapreparedcomprehensivesimulationmodelofalltheactivitieswithinthetim‐ bermaterialprocessing,whichrequiredathoroughanalysisandcompliancewiththestepsfor‐ malizedscheme:descriptionofproductionunits,blockdiagram,simulationmodel,simulation runs,improvementofefficiencyoflogisticsinmanufacturing. 4.1Thecreationofaformalizedscheme Tomakethecomputersimulationmodel,thefirstrightstepistocreateaformalizedscheme thatrepresentstheexactsequenceofproductionoperations,interconnectingfacilitieswiththe technicalresourcesofthecompany.Thisstepalsoinvolvesretrievingtheinformationaboutthe parametersofthematerialflowsintermsofvolumedistributions.Suchaformalizedscheme thenrepresentstheoverallsystemwithitsfeaturesandlinks.Inthiscase,thesystemconsistsof theindividualelementsrepresentedbytheoperationswithtimbermaterial.Betweentheopera‐ tions,therearelinksformedbytheelementsofflowmanagementofsemi‐finishedproductsand oftimberwaste.Aformalizedstructure(Fig.2)isaveryimportantbasisforthecreationofan actualsimulationmodel.Thelimitationsandcapacityoftheproductionfacilitiesareimportant forcorrectunderstandingofwholesystemactivityandtheelementsoflogisticsinmanufactur‐ ing.Duringthesubsequentsimulationmodelling,theindividualpartsofaformalizedscheme willbereplacedbyarespectiveblockofspecificsimulationsoftware.Delayparameters(Table 1)arecrucialforthesettingofthesimulationmodelblocksandforthecontrolandsolutionof thecriticalproductionbottlenecksofthewholemanufacturingsystem.   Fig.2Theformalizedschemeofbuildingtimberelementsproduction 4.2Thelogisticsinmanufacturingunits Theentiremanufacturingsystemandlogisticsinmanufacturingiscomposedofpartsthatare arrangedinsequenceaccordingtothetechnologicalprocedure.Thesystemismainlyseriesori‐ entedwiththefinalprocessingofproductsaccordingtotherequiredprocesses.Thesequenceof productiontechnologyisdeterminedbythearrangementofspecializedworkplaces,whichare createdbyworkplaceforincomeandstorageofrawtimbermaterial,workplaceforcuttinghead resaw,workplaceforedgingsaw,workplacefordryingtimber,workplace for cross cut saw, Improvementoflogisticsinmanufacturingsystembytheuseofsimulationmodelling:Arealindustrialcasestudy  AdvancesinProductionEngineering&Management15(1)202023 workplacesofproductsfinalizationaswoodplanning,woodmilling,woodtrimmingandwith workplaceforpackingofcuttingswaste. Theworkplaceofincomeandstorageofrawtimbermaterialensuresthesupplyofthecom‐ panywithrawtimbermaterial,anditsprimarystoragebythetypeoftimberbeforeprocessing. Thecompanysupplyiscarriedoutonaweeklybasiswithafrequencyofonetruckforeachtim‐ bertype,whichrepresentsabout20‐24unitsofonetimbertypeperweek,i.e.approximately1 pieceoftimbermaterialper0.33day. Theworkplaceofcuttingheadresawinvolvesrawtimbermaterialcutting(dependingonthe thicknessandlengthoftimber)tobeams,planksandboards.Theoutputofthecuttingisrepre‐ sentedbyunedgedtimberelements.Theprocessingtimeoftheelementsdependsonthetypeof timber.Thecuttingprocessofonetimberpieceofoakandbeechrequiresabout60minutesand thecuttingprocessofonetimberpieceofspruceandpinerequiresabout40minutes.Theaver‐ ageoutputaftercuttingis20piecesofvariouswoodenelementsintheformofbeams,planks andboards.Thecuttinggenerates10%ofcuttingswasteand90%ofwoodenelementscon‐ tinuingtothenextworkplace. Theworkplaceofedgingsawisusedforadaptingandedgingofunedgedwoodenelements. Thetimeforedgingofwoodenelementsdependsonthetypeoftimber,butanaveragetimefor oaksandbeechesedgingisabout3.5minutes,andforspruceandpineedging,thetimeisabout 3minutesforonepieceofwoodelement.Theedgingofwoodenelementsproduces25%ofcut‐ tingswaste.Afteredgingofthewoodenelements,10%issoldintherawstateand90%ofthe elementswillbemovedtotheworkplaceofwooddrying.10%goestothekilndrying,and80% isdriedintheopenstockinnaturalconditions. Thekilndryingdevicehasacapacityof40m3foradryingbatch.Thecutrawtimberisdried accordingtotherequirementsforthepercentageofmoistureandforthetypeofmaterial.In general,therawtimbermaterialsoftheoakandbeechtypesaredryingforabout75daysand thespruceandpinetypesaredryingformabout25days.Dryingoftherawtimbermaterialat theopenstockinnaturalconditionstakesaboutsixmonthsforallthetypesoftimber. Afterdrying,thetimberelementsarecuttotherequiredlengthsattheworkplaceofcrosscut saw.Thetimefortimberelementscuttingtotherequiredlengthsisabout2minutesperone pieceoftimberelement.Thecuttingprocessgeneratescuttingswaste,whichrepresents10%of thetimbermaterialcapacity. Aftercutting,65%ofthetimberelementsarereadyforsaleandexport,and35%ofthetim‐ berelementsaretreatedaccordingtospecialrequirementsofcustomersattheworkplacesof woodplanning,woodmillingandwoodtrimming.Theworkplacesofwoodplanning,woodmill‐ ingandwoodtrimmingprovideaserviceforcustomersandtheirrequirementsforthefinalma‐ chining.Theprocessingtimeofthewoodplanningandwoodtrimmingisabout5minutesfora onepieceofanytypeoftimberelement.Theprocessingtimeof wood milling is about 15 minutesforaonepieceofanytypeoftimberelement.Allthefinalactivitiesproduce5%ofcut‐ tingswaste. Allthetimberwasteissituatedinthestockofthepackingofcuttingswasteworkplace.The packingofonewasteunitrequiresabout5‐8minutes.Wastetakingiscarriedoutbyacontract‐ ingfirmanditsownmeansoftransport.Cuttingswasteisusedforthesecondaryrecoveryand forheating. 4.3Themodeloflogisticsinmanufacturingrepresentedbyablockdiagram Tocreateablockdiagram(Fig.3)asabasisfortheactualsimulationmodel,itisimportantto preparethedataandtheinformationthatareessentialforthesettingoftheindividualblocks withinthesimulationmodel[33].Fromthestatisticaldataobtained from observation and measurementinthefieldaswellasfromthetechnicaldocumentationdata[34],itappearsthat theinputofthetimbermaterialintosystemoccurseach0.33day,whenanotherpieceoftimber materialentersthesystem.Inthesimulationmodel,thisismodelledbythefourentryblocks "create"foreachtypeoftimberwithaconstantdistributionsettingof0.33day.Justbeforethe firstproductionfacility,whichisthecuttingheadresaw,thereisanunprocessedtimberstorage whichbalancesthecadencedelayswithinproductionandthecapacityofthecontrolunit.Inthe Straka,Khouri,Lenort,Besta  24AdvancesinProductionEngineering&Management15(1)2020 simulationmodel,thisisrepresentedbyfourblocks"queue"withthesettingof"lastinfirstout (LIFO)",materialisputonitself.Afterthat,thereisacuttingheadresawtypeofdevice,where theprocessingofasinglepieceoftimberrangesfrom40to60minutes.Inthesimulationmodel, thisdelayismodelledbya“lookuptable”withconstantdistributionwithdelayparametersset to40minutesor60minutesfortheprocessingofonepieceandtypeoftimber.   Fig.3Blockdiagramofthebuildingtimberelementsproduction 4.4ThelogisticsinmanufacturingoftheconcretecompanydesignedbytheEXTENDSIM Eachrealactivity,andalltheprocessesandoperationsofthemanufacturingsystemareneces‐ sarytotransformanddesignbytheblocksofconcretesimulationsystemEXTENDSIM.Partsof theformalandblockdiagramswillbetranslatedstepbystep,blockbyblocktoEXTENDSIM simulationmodel.Theentryoftimberintotheproductioncompany,theidentificationoftimber typesandthestorageoflogsarerepresentedbytheblocksof"create",“set”and"queue"(Fig.4). elblocksand forthe control andsolution ofthe critical productionbottlenecks ofthe whole manufacturingsystem. Theplaceofworkof“Cuttingheadresaw”ismodelledinthesimulationmodelusingthefirst “hierarchyblock”.Thehierarchyblockforthisoperationiscreatedusingtheblocksof“activity” –“batch”–“selectitemout”(Fig.5).  Fig.4Blocks"create",“set”and"queue"whichrepresenttheentryoftimbermaterialintothecompany, theidentificationoftimbertypeandthestorageoflogs   Improvementoflogisticsinmanufacturingsystembytheuseofsimulationmodelling:Arealindustrialcasestudy  AdvancesinProductionEngineering&Management15(1)202025  Fig.5Blocksof"hierarchyblock",“activity”,“batch”and"selectitemout"whichrepresentthecuttingof thetimberintosemiproductssuchasbeams,planksandboards   Theplaceofworkof“Edgingsaw”ismodelledinthesimulationmodelusingthesecond“hi‐ erarchyblock”.Thehierarchyblockforthisoperationiscreatedusingtheblocksof“selectitem out”–“queue”–“selectitemin”–“activity”–“selectitemout”(Fig.6).   Fig.6Blocksof"hierarchyblock",“selectitemout”,“queue”,“selectitemin”,“activity”and “selectitemout”whichrepresenttheoperationedgingofthetimber   Theplaceofworkof“Wooddrying”ismodelledinthesimulationmodelusingthethird“hi‐ erarchyblock”.Thehierarchyblockforthisoperationiscreatedusingtheblocksof“selectitem out”–“queue”–“selectitemin”–“selectitemout”–“batch”–“activity”–“selectitemin”(Fig.7).   Fig.7Blocksof"hierarchyblock",“selectitemout”,“queue”,“selectitemin”,“selectitemout”,“batch”, “activity”and“selectitemin”whichrepresenttheoperationdryingofthetimber   Theplaceofworkof“Crosscutsaw”ismodelledinthesimulationmodelusingthefourth “hierarchyblock”.Thehierarchyblockforthisoperationiscreatedusingblocks“selectitemout” –“queue”–“selectitemin”–“activity”–“selectitemout”(Fig.8). Bycombiningtheabovedescribedsimulationmodelelements,severalselectedproduction processesweremodelled,andtheyrepresenttheactualreal‐lifemanufacturingsystemwithin theinvestigatedcompany(Fig.9). Straka,Khouri,Lenort,Besta  26AdvancesinProductionEngineering&Management15(1)2020  Fig. 8 Blocks of "hierarchy block", “select item out”, “queue”, “select item in”, “activity” and “select item out” which represent the operation cross cutting of the timber   Fig.9Thesimulationmodeloftheresearchedcompanybuildingtimberproduction 5.Results Asthesimulationresultsindicate,thedryingplaceofwork,namelythefacilityfordryingoftim‐ bermaterialistheactualbottleneck.Thegivenstateisderivedfromthesimulationanalysisand hasbeenverifiedbythetechnologymanagementofthecompany.Thefindingsindicatethatthis placeofworkisnotsufficientlyefficienttoprocessthetimbermaterialenteringthedryingpro‐ cess,whichresultsinanaccumulationofunprocessedmaterial(Fig.10).Thisstageissolvedby meansofdryingthetimbermaterialbyairseasoning.Thisprocessofdryingisextendingthe timenecessaryforprocessingoftimberinthemanufacturingsystem and possibly results in gradualdegradationofqualitytimbermaterialandofthecompanyresources. Thesimulationresultsindicatethatthecompanyproducedatotalofapproximately18,000 buildingtimberelementsforoneyear.Themostsoldbuildingtimbermaterialsofthecompany duringtheyeararethedriedandmadetomeasurebeams(4,800pieces),planks(3,309pieces) andthedriedbeamsofvarioussizes(1,734pieces).Theutilizationofworkstationswoodplan‐ ning,woodmillingandwoodtrimmingdoesnotexceed10%,evenaftertheoptimization.To increasetheutilizationoftheplanning,millingandtrimmingequipment,theproductioncompa‐ nymustoffertheseprocessesusedforthefinalizationofwoodelementsasaserviceprovidedto itscustomers.Thisactivitycanattractnewcustomersforproduction.