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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
261

Redesigning the Barranquilla's public emergency care network to improve the patient waiting time

Ortíz Barrios, Miguel Ángel 27 November 2020 (has links)
[ES] La oportunidad en la atención es uno de los críticos de mayor relevancia en la satisfacción de los pacientes que acuden a los servicios de Urgencias. Por tal motivo, las instituciones prestadoras de servicio y las organizaciones gubernamentales deben propender conjuntamente por una atención cada vez más oportuna a costos operacionales razonables. En el caso de la Red Pública en Servicios de Urgencias de Barrannquilla, compuesta por 8 puntos de atención y 2 hospitales, la tendencia marca un continuo crecimiento de la oportunidad en la atención con una tasa de 3,08 minutos/semestre y una probabilidad del 93,13% de atender a los pacientes después de una espera mayor a 30 minutos. Lo anterior se constituye en un síntoma inequívoco de la incapacidad de la Red para satisfacer los estándares de oportunidad establecidos por el Ministerio de Salud, hecho que podría desencadenar el desarrollo de sintomatologías de mayor complejidad, el incremento de la probabilidad de mortalidad, el requerimiento de servicios clínicos más complejos (hospitalización y cuidados intensivos) y el aumento de los costos asociados al servicio. En consecuencia, la presente tesis doctoral presenta el rediseño de la Red Pública en Servicios de Urgencias anteriormente mencionada a fin de otorgar a la población diana un servicio eficiente y altamente oportuno donde tanto las instituciones prestadoras del servicio como los organismos gubernamentales converjan efectivamente. Para ello, fue necesaria la ejecución de 4 grandes fases a través de las cuales se consolidó una propuesta orientada al desarrollo efectivo y sostenible de las operaciones de la Red. Primero, se caracterizó la Red Pública de Servicios de Urgencias en Salud considerando su comportamiento actual en términos de demanda y oportunidad de la atención. Luego, a través de una revisión sistemática de la literatura, se identificaron los enfoques metodológicos que se han implementado para la mejora de la oportunidad y otros indicadores de rendimiento asociados al servicio de Urgencias. Posteriormente, se diseñó una metodología para la creación de redes de Urgencias eficientes y sostenibles la cual luego se validó en la Red Pública sudamericana a fin de disminuir la oportunidad de atención promedio en Urgencias y garantizar la distribución equitativa de los beneficios financieros derivados de la colaboración. Finalmente, se construyó un modelo multicriterio que permitió evaluar el rendimiento de los departamentos de Urgencia e impulsó la creación de estrategias de mejora focalizadas en incrementar su respuesta ante la demanda cambiante, los críticos de satisfacción y las condiciones de operación estipuladas en la ley. Los resultados de esta aplicación evidenciaron que los pacientes que acceden a la Red tienden a esperar en promedio 201,6 min con desviación de estándar de 81,6 min antes de ser atendidos por urgencia. Por otro lado, de acuerdo con la revisión de literatura, la combinación de técnicas de investigación de operaciones, ingeniería de la calidad y analítica de datos es ampliamente recomendada para abordar este problema. En ese sentido, una metodología basada en modelos colaterales de pago, simulación de procesos y lean seis sigma fue propuesta y validada generando un rediseño de Red cuya oportunidad de atención promedio podría disminuir entre 6,71 min y 9,08 min con beneficios financieros promedio de US$29,980/nodo. En último lugar, un modelo compuesto por 8 criterios y 35 sub-criterios fue diseñado para evaluar el rendimiento general de los departamentos de Urgencias. Los resultados del modelo evidenciaron el rol crítico de la infraestructura (Peso global = 21,5%) en el rendimiento de los departamentos de Urgencia y la naturaleza interactiva de la Seguridad del Paciente (C + R = 12,771). / [CA] L'oportunitat en l'atenció és un dels crítics de major rellevància en la satisfacció dels pacients que acudeixen als serveis d'Urgències. Per tal motiu, les institucions prestadores de servei i les organitzacions governamentals han de propendir conjuntament per una atenció cada vegada més oportuna a costos operacionals raonables. En el cas de la Xarxa Pública en Serveis d'Urgències de Barrannquilla, composta per 8 punts d'atenció i 2 hospitals, la tendència marca un continu creixement de l'oportunitat en l'atenció amb una taxa de 3,08 minuts / semestre i una probabilitat de l' 93,13% d'atendre els pacients després d'una espera major a 30 minuts. L'anterior es constitueix en un símptoma inequívoc de la incapacitat de la Xarxa per satisfer els estàndards d'oportunitat establerts pel Ministeri de Salut, fet que podria desencadenar el desenvolupament de simptomatologies de major complexitat, l'increment de la probabilitat de mortalitat, el requeriment de serveis clínics més complexos (hospitalització i cures intensives) i l'augment dels costos associats a el servei. En conseqüència, la present tesi doctoral presenta el redisseny de la Xarxa Pública en Serveis d'Urgències anteriorment esmentada a fi d'atorgar a la població diana un servei eficient i altament oportú on tant les institucions prestadores de el servei com els organismes governamentals convergeixin efectivament. Per a això, va ser necessària l'execució de 4 grans fases a través de les quals es va consolidar una proposta orientada a el desenvolupament efectiu i sostenible de les operacions de la Xarxa. Primer, es va caracteritzar la Xarxa Pública de Serveis d'Urgències en Salut considerant el seu comportament actual en termes de demanda i oportunitat de l'atenció. Després, a través d'una revisió sistemàtica de la literatura, es van identificar els enfocaments metodològics que s'han implementat per a la millora de l'oportunitat i altres indicadors de rendiment associats a el servei d'Urgències. Posteriorment, es va dissenyar una metodologia per a la creació de xarxes d'Urgències eficients i sostenibles la qual després es va validar a la Xarxa Pública sud-americana a fi de disminuir l'oportunitat d'atenció mitjana a Urgències i garantir la distribució equitativa dels beneficis financers derivats de la col´laboració. Finalment, es va construir un model multicriteri que va permetre avaluar el rendiment dels departaments d'Urgència i va impulsar la creació d'estratègies de millora focalitzades en incrementar la seva resposta davant la demanda canviant, els crítics de satisfacció i les condicions d'operació estipulades en la llei. Els resultats d'aquesta aplicació van evidenciar que els pacients que accedeixen a la Xarxa tendeixen a esperar de mitjana 201,6 min amb desviació d'estàndard de 81,6 min abans de ser atesos per urgència. D'altra banda, d'acord amb la revisió de literatura, la combinació de tècniques d'investigació d'operacions, enginyeria de la qualitat i analítica de dades és àmpliament recomanada per abordar aquest problema. En aquest sentit, una metodologia basada en models col´laterals de pagament, simulació de processos i llegeixin 6 sigma va ser proposada i validada generant un redisseny de Xarxa la oportunitat d'atenció mitjana podria disminuir entre 6,71 min i 9,08 min amb beneficis financers mitjana d'US $ 29,980 / node. En darrer lloc, un model compost per 8 criteris i 35 sub-criteris va ser dissenyat per avaluar el rendiment general dels departaments d'Urgències. Els resultats de el model evidenciar el paper crític de la infraestructura (Pes global = 21,5%) en el rendiment dels departaments d'Urgència i la naturalesa interactiva de la Seguretat de l'Pacient (C + R = 12,771). / [EN] Waiting time is one of the most critical measures in the satisfaction of patients admitted within emergency departments. Therefore, hospitals and governmental organizations should jointly aim to provide timely attention at reasonable costs. In the case of Barranquilla's Pubic Emergency Service Network, composed by 8 Points of care (POCs) and 2 hospitals, the trend evidences a continuous growing of the waiting time with a rate of 3,08 min/semester and a 93,13% likelihood of serving patients after waiting for more than 30 minutes. This is an unmistakable symptom of the network inability for satisfying the standards established by the Ministry of Health, which may trigger the development of more complex symptoms, increase in the death rate, requirement for more complex clinical services (hospitalization and intensive care unit) and increased service costs. This doctoral dissertation then illustrates the redesign of the aforementioned Public Emergency Service Network aiming at providing the target population with an efficient and highly timely service where both hospitals and governmental institutions effectively converge. It was then necessary to implement a 4-phase methodology consolidating a proposal oriented to the effective and sustainable development of network operations. First, the Public Emergency Service Network was characterized considering its current behavior in terms of demand and waiting time. A systematic literature review was then undertaken for identifying the methodological approaches that have been implementing for improving the waiting time and other performance indicators associated with the emergency care service. Following this, a methodology for the creation of efficient and sustainable emergency care networks was designed and later validated in the Southamerican Public network for lessening the average waiting time and ensuring the equitable distribution of profits derived from the collaboration. Ultimately, a multicriteria decision-making model was created for assessing the performance of the emergency departments and propelling the design of improvement strategies focused on bettering the response against the changing demand conditions, critical to satisfaction and operational conditions. The results evidenced that the patients accessing to the network tend to wait 201,6 min on average with a standard deviation of 81,6 min before being served by the emergency care unit. On the other hand, based on the reported literature, it is highly suggested to combine Operations Research (OR) methods, quality-based techniques, and data-driven approaches for addressing this problem. In this sense, a methodology based on collateral payment models, Discrete-event simulation, and Lean Six Sigma was proposed and validated resulting in a redesigned network whose average waiting time may diminish between 6,71 min and 9,08 min with an average profit US$29,980/node. Lately, a model comprising of 8 criteria and 35 sub-criteria was designed for evaluating the overall performance of emergency departments. The model outcomes revealed the critical role of Infrastructure (Global weight = 21,5%) in ED performance and the interactive nature of Patient Safety (C + R = 12,771). / Ortíz Barrios, MÁ. (2020). Redesigning the Barranquilla's public emergency care network to improve the patient waiting time [Tesis doctoral]. Universitat Politècnica de València. https://doi.org/10.4995/Thesis/10251/156215 / TESIS
262

Integrated Simulation Model for Patient Flow Between Operating Rooms and Progressive Care Units Using Custom Objects

Ryan, Miller L. January 2020 (has links)
No description available.
263

Att kombinera Värdeflödesanalys med Diskret händelsesimulering : För att ge support till beslutsfattandet och förbättringsprocessen inom tillverkningsindustrin / Combining Value Stream Mapping with Discrete Event Simulation : To support the decision-making and improvement process in the manufacturing industry

Josefsson, Isagel, Stenholm, Klara January 2023 (has links)
Purpose: The purpose of the research is to explore how to use and implement acombination of the tools value stream mapping and discrete event simulation, to supportthe decision-making in the improvement process in an organization. The researchfurther takes the sustainability aspect into consideration. Method: A deductive approach is applied in order to explore and elaborate on existingtheories to fill the identified gap in the research field. To identify already existingtheories a literature review along with a systematic literature review were conducted.Further, to enable the exploration of the purpose, a case study was performed toelaborate on the industrial implementation of the combinational tool use. Findings: The studied research field is well researched but has an identified gapregarding the combinational tool use and its industrial application. Even though, theadvantages and challenges of the integration of the tools are well elaborated on inexisting research, the methodology on how to use and implement them in anorganization was identified as inadequate and therefore this research proposes such acontribution. One of the main conclusions of the study is that integrating DES withVSM early in the process is greatly advantageous in order to utilize theircomplementary capabilities and thus achieve more decisive facts right from the start,from the so-called current state. Implications: The conclusions of the conducted research showed that there are severaladvantages with the combinational tool use but also some challenges that need to betaken into account. In order to bridge these challenges and to take them intoconsideration when implementing the tool combination, an approach was developed tosupport the decision-making within the improvement process. In this study, to enabletool integration on complex production systems, aggregation modeling was applied togenerate a reliable replica of the system. Limitations: This study contains some limitations, whereas the most influentiallimitation is related to the data collection, both in regard to time constraints and validity.Due to the limited time that the researchers had at the factory site, the data collectionperiod was limited to less than 3 months. This in turn resulted in the use of smallersample sizes. The data collected from the case company have been generalized whencreating the models, this was due to the data being too complex to fully compile andunderstand, and a “good enough” perspective was then applied. This perspective is notconsidered to affect the validity or reliability of the study in the wider sense.
264

A Discrete Event Simulation Approach to Resource Management, Process Changes And Task Prioritization in Emergency Departments

Beck, Ekkehard C 01 January 2009 (has links) (PDF)
Emergency Departments (ED) in the US are in crisis. In 2004 between 40 and 50% of the US hospitals experienced crowding. Crowding negatively affects the quality and access of emergency care. Optimally managing the present resources in EDs and finding ways to reduce patient length of stay is critical to improving patient care in EDs. We use computer simulation modeling of patient flow in an ED (i.e. discrete event simulation) to study the impact of 1) resource management and profit optimization, 2) process changes, and 3) task prioritization on patient length of stay. Our model of patient flow, ED with multiple Acuities (EDWA), consists of a five-fold process of emergency care which represents five different types of patients. This model assigns each patient to an individual doctor and allows patient treatment process to proceed simultaneously or sequentially with other activities. The results show an increase in the need for resources with an increase in variability; the dependency of the optimal resource mix on the objective we want to optimize; and the relationship between quality of emergency care and profitability. Further, our findings imply that bedside registration (a commonly recommended process change in EDs) should only be implemented when emergency department beds are free.
265

Evaluating the E-consult Process for Diabetes Care Delivery at an Outpatient Care Clinic

Zoll, Brian M. 24 May 2013 (has links)
No description available.
266

Wireless RFID Sensors in a Mesh Network for Discrete Manufacturing : An Industry 4.0 Application / Trådlösa RFID Sensorer i ett Mesh Nätverk för Diskret Tillverkning : En Industri 4.0 Applikation

NILSSON-HEDMAN, TOMMY, DAHLQVIST, MATTIAS January 2017 (has links)
This thesis presents the work of a master degree project in mechatronics by two students from The Royal Institute of Technology. The project was carried out during spring 2017 in collaboration with Bosch Rexroth Mellansel as part of their desire to improve their operations. It is also in line with the Bosch Groups ambition to lead the development within Industry 4.0. The aim was to investigate the information need on a discrete manufacturing process and how radio-frequency identification (RFID) can be used to cover that need. The background research was made with qualitative methods using a literature review on relevant areas and a case study of Bosch Rexroth Mellansel. A discrete event simulation was created to confirm the possibilities of an RFID tracking system. It acted as a target for what the developed demonstrator should fulfil and was realised through a system of four wireless nodes connected in a mesh network. The plant in Mellansel partially implemented a Bosch standardised RFID system in parallel with the development of the demonstrator, which enabled a comparison of the two systems. The results show that from a tag event, which gives information on what, where and when, it is possible to, in real time, analyse and visualise valuable key performance indicators for a production process. It is also possible to use the data to automate transactions in an enterprise resource system which removes non-value adding activities from an operator while also ensuring consistency in the reporting procedure. The results indicate that benefits can be achieved. However, this requires further quantitative analysis before it can be fully confirmed and be used to push the development of Industry 4.0 forward. / Denna rapport presenterar ett examensarbete inom mekatronik av två studenter från Kungliga Tekniska Högskolan. Projektet genomfördes under våren 2017 i samarbete med Bosch Rexroth Mellansel som en del av deras strävan att förbättra sin verksamhet. Det ligger också i linje med Bosch koncernens ambition att leda utvecklingen inom Industri 4.0. Syftet var att undersöka informationsbehovet hos en diskret tillverkningsprocess och hur radio-frequency identification (RFID) kan användas för att täcka detta behov. Bakgrundsstudien gjordes med kvalitativa metoder som litteraturstudie inom relevanta områden och en fallstudie av en produktionsprocess inom Bosch Rexroth Mellansel. En simulering av produktionsprocessen skapades för att bekräfta möjligheterna av att använda ett RFID system för spårning av objekt. Den fungerade som ett mål för vad den utvecklade demonstratorn skulle uppfylla och realiserades genom en prototyp bestående av fyra trådlösa noder samlade i ett mesh nätverk. Parallellt med utvecklingen av demonstratorn gemomförde fabriken i Mellansel en del-implementering av en Bosch-standardiserad RFID lösning, vilket möjliggjorde en jämförelse av de två systemen. Resultaten visar att det från en avläsning av en tag, som ger information om vad, var och när, så är möjligt att i realtid analysera och visualisera värdefulla nyckeltal för en produktionsprocess. Det är också möjligt att använda data för att automatisera transaktioner i ett affärssystem som tar bort icke värdeskapande aktiviteter för operatören och samtidigt säkerställer en standardiserad rapporteringsprocess. Resultaten visar att fördelar kan uppnås men kräver ytterligare kvantitativ analys innan de kan bekräftas till fullo och användas för att driva utvecklingen av Industri 4.0 framåt.
267

Modeling and Simulation for Forward Arming and Refueling Points : Enhancing efficiency and Decision- making in Military Operations

Muurmans, Philip January 2023 (has links)
This master’s thesis explores the application of Modeling and Simulation (M&S) techniques in military operations involving Forward Arming and Refueling Points (FARP). FARPs play a crucial role in supporting aircraft operations by facilitating deep penetration into enemy territory and ensuring sustained presence in the Area of Operation (AOO). Due to the limited reach of aircraft, FARPs often become essential for accessing the AOO. Logistical units that are responsible for establishing FARPs, face the challenge of timely deployment, as joint air operations planning is complex and time-consuming. M&S is employed to enhance the efficiency of FARP planning processes for military helicopters.M&S allows for the testing of various solutions without the need for physical experiments, thereby enabling the exploration of different options during the planning phase of FARP operations. The Information Systems (IS) framework is utilized to create a theoretical knowledge base, forming the foundation for developing a M&S product tailored to the requirements of FARP operations.This master’s thesis utilizes the Fuzzy Cognitive Mapping (FCM) method to construct a model of FARP operations, while employing Monte Carlo Simulation to quantify associated risks and discrete event simulation to simulate the time aspects of such operations. The outcomes include a Python-based simulation program that interprets real-world map images, simulates FARP operations, and generates data such as helicopter fuel consumption and FARP survival probability.Although the simulation program has limited functionality, it demonstrates the potential of M&S to support decision-making processes for FARP commanders, which can enhance the overall efficiency of the FARP planning process. This is shown by a Spearman correlation test and Student's t-test, which revealed significant relationships among different elements of the model, reflecting the dynamics observed in real- world FARP operations. Further enhancements can be made to the simulation program by incorporating additional dynamic elements of the model.
268

Parking System Analysis Using Discrete Event Simulation

Alghwiri, Alaa Ali 15 September 2014 (has links)
No description available.
269

[en] HEALTHCARE STAFF SCHEDULING USING OPTIMIZATION UNDER UNCERTAINTY AND SIMULATION / [pt] PROGRAMAÇÃO DE PROFISSIONAIS DE SAÚDE USANDO OTIMIZAÇÃO SOB INCERTEZA E SIMULAÇÃO

JANAINA FIGUEIRA MARCHESI 13 January 2020 (has links)
[pt] Nesta tese, abordamos o escalonamento de profissionais de saúde para propor um uso mais eficiente da capacidade existente e fornecer acesso oportuno em diferentes serviços de saúde. Apresentamos um conjunto de problemas relacionados à programação de equipes de saúde. O primeiro problema procura reduzir o tempo de porta-médico em uma unidade de pronto atendimento; o segundo problema visa reduzir o tempo de espera total de tratamento também em uma unidade de pronto atendimento; o terceiro problema visa fornecer acesso oportuno à consulta clínica e à cirurgia em uma unidade cirúrgica especializada. Foram propostos e resolvidos modelos de programação estocástica de dois estágios que procuram representar com precisão as características particulares inerentes a cada problema. Um aspecto importante em problemas de saúde é o grande número de incertezas envolvidas nos processos. A incorporação da incerteza aumenta a complexidade do problema e, portanto, torna-se impossível computacionalmente considerar todos os cenários possíveis. Essa dificuldade é contornada usando a Aproximação por Média Amostral (SAA) para representar a incerteza na demanda. Modelo de simulação de eventos discretos (DES) é usado para representar os problemas. Por fim, as soluções foram aplicadas a estudos de caso reais, mostrando que os modelos propostos são adaptáveis a diferentes prestadores de serviços de saúde. Ao longo da tese, resolvemos com eficiência os modelos utilizando casos reais de hospitais no Brasil e nos EUA. / [en] In this thesis, we approach the problem of healthcare staff scheduling to propose a more efficient use of existing capacity to provide timely access in different health services. We present a set of problems related to healthcare staff scheduling. The first problem seeks to reduce the door-to-doctor time in an Emergency Department; the second problem aims to reduce the waiting time of the overall treatment also in an Emergency Department; the third problem aims to provide timely access to both clinic and surgery in a specialized surgical unit. We formulate and solve two-stage stochastic programming models that seek to accurately represent the particular features that are inherent of each problem. An important aspect in healthcare problems is a large number of uncertainties involved in the processes. The incorporation of the uncertainty increases the complexity of the problem, and it, therefore, becomes computationally infeasible to consider all of the possible scenarios. We circumvent this difficulty by relying on Sample Average Approximation (SAA) to address the demand uncertainty. We also use a discrete-event simulation (DES) model to represent the problems. Finally, we apply the framework to real case studies showing that the proposed models are adaptable to different healthcare providers. Throughout the thesis, we efficiently solve the models using real cases of Brazil and USA hospitals.
270

Validating Discrete Event Simulation as a tool for short-term scheduling in dynamic environment / Validera diskret händelsestyrd simulering som verktyg för kortsiktig schemaläggning i en dynamisk miljö

Peri, Naga Venkata Someswara Chandra, Skog, Lena January 2021 (has links)
In order for the companies to be competitive in today’s market, it is vital to adapt quickly to the market trends. The steady shift towards mass customization from mass production has been challenging many industries globally, which demands the use of digital tools and technologies in various areas to improve performance throughout the supply chain processes. One of these areas is short-term scheduling of jobs on the shop floor. Short-term scheduling of jobs plays a very vital role in many production systems. Optimisation of short-term scheduling help the companies in improving their operational Key Performance Indicators (KPIs), thus saving both money and resources. Today’s complex production systems with multiple constraints, system level interactions and the dynamic environment have challenged the traditional static scheduling approaches. These complex production systems require new scheduling approaches which can consider all the dynamics and should be capable of real-time reconfiguring in case of uncertainties in the shop floor. In this thesis, a case study was performed in a steel manufacturing company over the period of five months to validate Discrete Event Simulation (DES) as a tool for short-term scheduling of heavy plates in a dynamic environment. The challenges related to DES for short-term scheduling during model design, development and implement phases were also identified. In addition to this, the requirements to implement DES model for short-term scheduling in a dynamic environment were also discussed. Furthermore, a Systematic Literature Review (SLR) was also conducted to support the empirical findings from the case study. The idea of this study was to generate an optimal schedule by minimizing overall makespan and maximizing resource utilization using DES model. The findings from both SLR and DES model has clearly proven that DES as a digital tool is exceptional for short-term scheduling in a dynamic environment, nevertheless there are still some challenges associated which needs to be investigated further. The same model can also be used for other purposes such as analysing and identifying bottlenecks in the whole production system. / För att företagen ska vara konkurrenskraftiga på dagens marknad är det viktigt att snabbt anpassa sig till marknadstrenderna. Vägen mot mass-anpassning från massproduktion har utmanat många industrier globalt, vilket kräver användning av digitala verktyg och tekniker inom olika områden för att förbättra prestandan under hela leveranskedjans processer. Ett av dessa områden är kortsiktig schemaläggning av arbeten på fabriksgolvet. Kortsiktig schemaläggning av arbeten spelar en mycket viktig roll i många produktionssystem. Optimering av kortsiktig schemaläggning hjälper företagen att förbättra sina operativa nyckeltal, vilket sparar både pengar och resurser. Dagens komplexa produktionssystem med flera begränsningar, systemnivåinteraktioner och den dynamiska miljön har utmanat de traditionella statiska schemaläggningsmetoderna. Dessa komplexa produktionssystem kräver nya schemaläggningsmetoder som kan ta hänsyn till all dynamik och bör ha möjligheten att omkonfigurera i realtid vid osäkerheter på fabriksgolvet. I denna avhandling genomfördes en fallstudie i ett ståltillverkningsföretag under fem månader för att validera Diskret händelsestyrd simulering som verktyg för kortsiktig schemaläggning av grovplåtstillverkning i en dynamisk miljö. Utmaningarna relaterade till Diskret händelsestyrd simulering för kortsiktig schemaläggning under modellens design, utveckling och implementeringsfaser identifierades också. Utöver detta diskuteras också kraven för att implementera Diskret händelsestyrd simulering för kortsiktig schemaläggning i en dynamisk miljö. Dessutom genomfördes en systematisk litteraturstudie för att stödja de empiriska resultaten från fallstudien. Tanken med den här studien var att generera ett optimalt schema genom att minimera den totala schemalängden och maximera resursutnyttjandet med hjälp av Diskret händelsestyrd simuleringsmodellen. Resultaten från både den systematiska litteraturöversynen och Diskreta händelse simuleringsmodellen har tydligt bevisat att Diskret händelse simulering som ett digitalt verktyg är exceptionellt för kortsiktig schemaläggning i en dynamisk miljö även om det fortfarande finns några utmaningar som måste undersökas ytterligare. Samma modell kan också användas för andra ändamål som att analysera och identifiera flaskhalsar i hela produktionssystemet.

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