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A reference architecture of healthcare supportive home systems from a systems-of-systems perspective / Uma arquitetura de referência para sistemas de casas inteligentes de apoio ao cuidado da saúde desde uma perspectiva de sistemas-de-sistemasRodríguez, Lina María Garcés 18 May 2018 (has links)
Population ageing has been taking place all over the world, being estimated that 2.1 billion people will be aged 60 or over in 2050. Healthcare Supportive Home (HSH) Systems have been proposed to overcome the high demand of remote home care for assisting an increasing number of elderly people living alone. Since a heterogeneous team of healthcare professionals need to collaborate to continually monitor health status of chronic patients, a cooperation of pre-existing e-Health systems, both outside and inside home, is required. However, current HSH solutions are proprietary, monolithic, high coupled, and expensive, and most of them do not consider their interoperation neither with distributed and external e-Health systems, nor with systems running inside the home (e.g., companion robots or activity monitors). These systems are sometimes designed based on local legislations, specific health system configurations (e.g., public, private or mixed), care plan protocols, and technological settings available; therefore, their reusability in other contexts is sometimes limited. As a consequence, these systems provide a limited view of patient health status, are difficult to evolve regarding the evolution of patients health profile, do not allow continuous patients monitoring, and present limitations to support the self-management of multiple chronic conditions. To contribute to solve the aforementioned challenges, this thesis establishes HomecARe, a reference architecture for supporting the development of quality HSH systems. HomecARe considers HSH systems as Systems-of-Systems (SoS) (i.e., large, complex systems composed of heterogeneous, distributed, and operational and managerial independent systems), which achieve their missions (e.g., improvement of patients quality of life) through the behavior that emerges as result of collaborations among their constituents. To establish HomecARe, a systematic process to engineer reference architectures was adopted. As a result, HomecARe presents domain knowledge and architectural solutions (i.e., architectural patterns and tactics) described using conceptual, mission, and quality architectural viewpoints. To assess HomecARe, a case study was performed by instantiating HomecARe to design the software architecture of DiaManT@Home, a HSH system to assist at home patients suffering of diabetes mellitus. Results evidenced HomecARe is a viable reference architecture to guide the development of reusable, interoperable, reliable, secure, and adaptive HSH systems, bringing important contributions for the areas of e-Health, software architecture, and reference architecture for SoS. / O envelhecimento da população é um fenômeno mundial e estima-se que no ano 2050, 2,1 bilhões de pessoas terão 60 anos ou mais. Sistemas de casas inteligentes para o cuidado da saúde (em inglês Healthcare Supportive Home - HSH systems) têm sido propostos para atender a alta demanda de serviços de monitoramento contínuo do número cada vez maior de pacientes que vivem sozinhos em suas residências. Considerando que o monitoramento do estado de saúde de pacientes crônicos requer a colaboração de equipes formadas por profissionais de várias especialidades, é fundamental que haja cooperação entre sistemas eletrônicos de saúde (por exemplo, sistemas de prontuário eletrônico ou sistemas de atenção de emergência), sendo eles externos ou internos à residência. Entretanto, as soluções de HSH existentes são comerciais, monolíticas, altamente acopladas e de alto custo. A maioria delas não considera a interoperabilidade entre sistemas distribuídos e exteriores ou internos à residência dos pacientes, como é o caso de robôs de companhia e monitores de atividade. Além disso, os sistemas de HSH muitas vezes são projetados com base em legislações locais, na estrutura do sistema de saúde (por exemplo, público, privado ou misto), nos planos de cuidados nacionais e nos recursos tecnológicos disponíveis; portanto, a reusabilidade desses sistemas em outros contextos é não é uma tarefa trivial. Em consequência, os sistemas de HSH existentes oferecem uma visão restrita do estado de saúde do paciente, são difíceis de evoluir acompanhando as mudanças no perfil de saúde do paciente, impossibilitando assim seu monitoramento contínuo e limitando o suporte para o paciente na autogestão de suas múltiplas condições crônicas. Visando contribuir na resolução dos desafios apresentados, esta tese estabelece a HomecARe, uma arquitetura de referência para apoiar o desenvolvimento de sistemas de HSH de qualidade. A HomecARe considera os sistemas de HSH como Sistemas-de-Sistemas (do inglês Systems-of-Systems - SoS) (ou seja, sistemas grandes e complexos formados por outros sistemas heterogêneos, distribuídos e que apresentam independência em seu gerenciamento e operação), que cumprem suas missões (por exemplo, melhoria da qualidade de vida do paciente) mediante o comportamento que emerge resultante da colaborações entre seus sistemas constituintes. Para estabelecer a HomecARe, foi adotado um processo sistemático que apoia a engenharia de arquiteturas de referência. Como resultado, a HomecARe contém o conhecimento do domínio, bem como soluções arquiteturais (por exemplo, padrões arquiteturais e táticas) que são descritas usando os pontos de vista conceitual, de missão e de qualidade. A HomecARe foi avaliada por meio da condução de um estudo de caso em que a arquitetura de referência foi instanciada para projetar o DiaManT@Home, um sistema de HSH que visa apoiar pacientes diagnosticados com diabetes mellitus na autogestão de sua doença. Os resultados obtidos evidenciaram que a HomecARe é uma arquitetura de referência viável para guiar o desenvolvimento de sistemas de HSH reusáveis, interoperáveis, confiáveis, seguros e adaptativos, trazendo importantes contribuições nas áreas de saúde eletrônica, arquitetura de software e arquiteturas de referência para SoS.
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Processo e modelo para identifica??o dos principais stakeholders de sistema-de-sistemas acknowledgedBalen, Mateus Presotto 12 March 2018 (has links)
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Previous issue date: 2018-03-12 / Software systems have become larger and more complex with considerable dissemination in many industries. Due to the need to become more comprehensive, eventually, operationally and managerially independent systems tend to interoperate with themselves. This integration between independent systems with evolutionary nature and geographically distributed results a class of systems called System-of-Systems. Considering that the architeture of software defines a base structure of a system and the engineering of requirements identifieds the necessary functionalities for a system, these activities are essential for any system, as a consequence, the identification of the stakeholders of a system becomes a primordial activity to elicit the necessary requirements and consequently build the system with the expected functionalities. This study preesents a process and a model for the identification of the main stakeholders of Acknowledged System-of-Systems with the objective of minimizing the problems caused in the definitions of requirements system and software architecture in thus category system. / Sistemas de software t?m se tornado maiores e mais complexos com consider?vel dissemina??o em muitas ?reas. Devido ? necessidade de se tornarem mais abrangentes, eventualmente, os sistemas operacionalmente e gerencialmente independentes tendem a interoperar entre eles. Esta integra??o entre sistemas independentes com natureza evolutiva e geograficamente distribu?do resulta uma classe de sistemas chamada Sistema-de-Sistemas. Uma vez que a Arquitetura de Software define a estrutura base de um sistema e a Engenharia de Requisitos identifica as funcionalidades necess?rias para um sistema, entende-se que essas atividades s?o essenciais para qualquer sistema, assim tornando a identifica??o dos stakeholders de um sistema uma atividade primordial para elicitar os requisitos necess?rios e, consequentemente, construir o sistema com as funcionalidades esperadas. Esta disserta??o apresenta um processo e um modelo para a identifica??o dos principais stakeholders de Sistema-de-Sistemas Acknowledged com o intuito de minimizar os problemas causados nas defini??es dos requisitos do sistema e da arquitetura de software por desconhecer os principais stakeholders.
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PROPOSTA DE METODOLOGIA RECURSIVA-ITERATIVA PARA IDENTIFICAÇÃO FUZZY DE SISTEMAS NÃO LINEARES ESTOCÁSTICOS EM MALHA FECHADA / PROPOSAL OF RECURSIVE-ITERATIVE METHODOLOGY FUZZY IDENTIFICATION OF SYSTEMS STOCHASTIC LINEAR CLOSED LOOPVELOZO, Hugo Alves 20 February 2017 (has links)
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Previous issue date: 2017-02-20 / CAPES / Most methods of identifcation of closed-loop dynamic systems are developed for linear
and deterministic systems. However, most closed loop systems are nonlinear dynamic systems. In addition, such systems are subject to stochastic perturbations. Considering this
problem, this work presents a methodology for the identifcation of closed loop stochastic
nonlinear systems. For this purpose, the proposed methodology uses a local approach to
identify nonlinear dynamic systems, that is, a set of Box-Jenkins local models are used
to identify the dynamics of the nonlinear system. In this work, the nonlinear system is
modeled through a Takagi-Sugeno fuzzy inference system, where the parameters of the
antecedent of the fuzzy rules are estimated with the fuzzy clustering algorithm GustafsonKessel and the consequent Box-Jenkins model parameters are estimated with the fuzzy
fuzzy RIV (Refned Instrumental Variable) and fuzzy IVARMA (Instrumental Variable
ARMA) algorithms. The proposed method is applied in the identifcation of a closed-loop
nonlinear thermal plant. / A maioria dos métodos de identifcação de sistemas dinâmicos em malha fechada são
desenvolvidos para sistemas lineares e determinísticos. Entretanto, a maioria dos sistemas operando em malha fechada são sistemas dinâmicos não lineares. Além disso, esses
sistemas estão sujeitos a perturbações de natureza estocástica. Considerando essa problemática, este trabalho apresenta uma metodologia para identifcação de sistemas não
lineares estocásticos em malha fechada. Para isso, a metodologia proposta utiliza uma
abordagem local de identifcação de sistemas dinâmicos não lineares, ou seja, um conjunto de modelos locais Box-Jenkins são utilizados para identifcar a dinâmica do sistema
não linear. Neste trabalho, o sistema não linear é modelado por meio de um sistema de
inferência fuzzy Takagi-Sugeno, onde os parâmetros do antecedente das regras fuzzy são
estimados com o algoritmo de agrupamento fuzzy Gustafson-Kessel e o parâmetros do
modelo Box-Jenkins do consequente são estimados com os algoritmos RIV (Refned Instrumental Variable) fuzzy e IVARMA (Instrumental Variable ARMA) fuzzy. O método
proposto é aplicado na identifcação de uma planta térmica não linear em malha fechada.
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Maintaining systems-of-systems fit-for-purpose : a technique exploiting material, energy and information source, sink and bearer analysisHinsley, Steven W. January 2017 (has links)
Across many domains, systems suppliers are challenged by the complexity of their systems and the speed at which their systems must be changed in order to meet the needs of customers or the societies which the systems support. Stakeholder needs are ever more complex: appearing, disappearing, changing and interacting faster than solutions able to address them can be instantiated. Similarly, the systems themselves continually change as a result of both external and internal influences, such as damage, changing environment, upgrades, reconfiguration, replacement, etc. In the event of situations unforeseen at design time, personnel (for example maintainers or operators) close to the point of employment may have to modify systems in response to the evolving situation, and to do this in a timely manner so that the system and/or System-of-Systems (SoS: a set of systems that have to interoperate) can achieve their aims. This research was motivated by the problem of designing-in re-configurability to the constituent systems of a SoS to enable the SoS and its systems to effectively and efficiently counter the effects of unforeseen events that adversely affect fitness-for purpose whilst operational. This research shows that a SoS does not achieve or maintain fitness-for-purpose because it cannot implement the correct, timely and complete transfer of Material, Energy and Information (MEI) between its constituents and with its external environment that is necessary to achieve a desired outcome; i.e. the purpose.
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Přínos systémového myšlení při návrhu IS / Systems Thinking and its Benefits for the Creation and Operation of Information SystemsSlovák, Martin January 2009 (has links)
The goal of this thesis is to summarize the mthods of systém thinking, and to analyze the benefits of using these methods while developing and using the information system on that basis. Part of the thesis targets is the creation of models for analysis of an organisation, projection and follow-up cration of na IS. The thesis also gives the views of IS use -- there it shows models for human resources and the views of services. The benefits of this thesis is the description of the methods of systém thinking, the application disciplines and their use while creating and using the IS. Other benefit should be the possibility to quicken the IS production and to lower external effects on the process of IS creation. In the domain of IS operation, the possibility of fuction modelling and the possibility of IT department simulation will be shown. In the first part of the work the topics of system thinking is defined -- from its definition to division o the problematics. In the same part there is also shown the impact of worldview and the application desciplines are defined -- such as systém analysis, systém dynamics and systém engineering. In the second part of the thesis, the reader can find the definition and analysis of the IS production -- mostly from the view of organization, for which the IS is designed. In the last part the readers may find the view of systems thinking and its benefits in the area of IS operation -- concretely the model, that shows and decribes the possibility of simulation and follow-up optimisation in the organization.
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A reference architecture of healthcare supportive home systems from a systems-of-systems perspective / Uma arquitetura de referência para sistemas de casas inteligentes de apoio ao cuidado da saúde desde uma perspectiva de sistemas-de-sistemasLina María Garcés Rodríguez 18 May 2018 (has links)
Population ageing has been taking place all over the world, being estimated that 2.1 billion people will be aged 60 or over in 2050. Healthcare Supportive Home (HSH) Systems have been proposed to overcome the high demand of remote home care for assisting an increasing number of elderly people living alone. Since a heterogeneous team of healthcare professionals need to collaborate to continually monitor health status of chronic patients, a cooperation of pre-existing e-Health systems, both outside and inside home, is required. However, current HSH solutions are proprietary, monolithic, high coupled, and expensive, and most of them do not consider their interoperation neither with distributed and external e-Health systems, nor with systems running inside the home (e.g., companion robots or activity monitors). These systems are sometimes designed based on local legislations, specific health system configurations (e.g., public, private or mixed), care plan protocols, and technological settings available; therefore, their reusability in other contexts is sometimes limited. As a consequence, these systems provide a limited view of patient health status, are difficult to evolve regarding the evolution of patients health profile, do not allow continuous patients monitoring, and present limitations to support the self-management of multiple chronic conditions. To contribute to solve the aforementioned challenges, this thesis establishes HomecARe, a reference architecture for supporting the development of quality HSH systems. HomecARe considers HSH systems as Systems-of-Systems (SoS) (i.e., large, complex systems composed of heterogeneous, distributed, and operational and managerial independent systems), which achieve their missions (e.g., improvement of patients quality of life) through the behavior that emerges as result of collaborations among their constituents. To establish HomecARe, a systematic process to engineer reference architectures was adopted. As a result, HomecARe presents domain knowledge and architectural solutions (i.e., architectural patterns and tactics) described using conceptual, mission, and quality architectural viewpoints. To assess HomecARe, a case study was performed by instantiating HomecARe to design the software architecture of DiaManT@Home, a HSH system to assist at home patients suffering of diabetes mellitus. Results evidenced HomecARe is a viable reference architecture to guide the development of reusable, interoperable, reliable, secure, and adaptive HSH systems, bringing important contributions for the areas of e-Health, software architecture, and reference architecture for SoS. / O envelhecimento da população é um fenômeno mundial e estima-se que no ano 2050, 2,1 bilhões de pessoas terão 60 anos ou mais. Sistemas de casas inteligentes para o cuidado da saúde (em inglês Healthcare Supportive Home - HSH systems) têm sido propostos para atender a alta demanda de serviços de monitoramento contínuo do número cada vez maior de pacientes que vivem sozinhos em suas residências. Considerando que o monitoramento do estado de saúde de pacientes crônicos requer a colaboração de equipes formadas por profissionais de várias especialidades, é fundamental que haja cooperação entre sistemas eletrônicos de saúde (por exemplo, sistemas de prontuário eletrônico ou sistemas de atenção de emergência), sendo eles externos ou internos à residência. Entretanto, as soluções de HSH existentes são comerciais, monolíticas, altamente acopladas e de alto custo. A maioria delas não considera a interoperabilidade entre sistemas distribuídos e exteriores ou internos à residência dos pacientes, como é o caso de robôs de companhia e monitores de atividade. Além disso, os sistemas de HSH muitas vezes são projetados com base em legislações locais, na estrutura do sistema de saúde (por exemplo, público, privado ou misto), nos planos de cuidados nacionais e nos recursos tecnológicos disponíveis; portanto, a reusabilidade desses sistemas em outros contextos é não é uma tarefa trivial. Em consequência, os sistemas de HSH existentes oferecem uma visão restrita do estado de saúde do paciente, são difíceis de evoluir acompanhando as mudanças no perfil de saúde do paciente, impossibilitando assim seu monitoramento contínuo e limitando o suporte para o paciente na autogestão de suas múltiplas condições crônicas. Visando contribuir na resolução dos desafios apresentados, esta tese estabelece a HomecARe, uma arquitetura de referência para apoiar o desenvolvimento de sistemas de HSH de qualidade. A HomecARe considera os sistemas de HSH como Sistemas-de-Sistemas (do inglês Systems-of-Systems - SoS) (ou seja, sistemas grandes e complexos formados por outros sistemas heterogêneos, distribuídos e que apresentam independência em seu gerenciamento e operação), que cumprem suas missões (por exemplo, melhoria da qualidade de vida do paciente) mediante o comportamento que emerge resultante da colaborações entre seus sistemas constituintes. Para estabelecer a HomecARe, foi adotado um processo sistemático que apoia a engenharia de arquiteturas de referência. Como resultado, a HomecARe contém o conhecimento do domínio, bem como soluções arquiteturais (por exemplo, padrões arquiteturais e táticas) que são descritas usando os pontos de vista conceitual, de missão e de qualidade. A HomecARe foi avaliada por meio da condução de um estudo de caso em que a arquitetura de referência foi instanciada para projetar o DiaManT@Home, um sistema de HSH que visa apoiar pacientes diagnosticados com diabetes mellitus na autogestão de sua doença. Os resultados obtidos evidenciaram que a HomecARe é uma arquitetura de referência viável para guiar o desenvolvimento de sistemas de HSH reusáveis, interoperáveis, confiáveis, seguros e adaptativos, trazendo importantes contribuições nas áreas de saúde eletrônica, arquitetura de software e arquiteturas de referência para SoS.
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Návrh a tvorba ukázkových panelů se systémovou instalací Ego-n / Design and production of sample panels with system installation Ego-nVašíček, Martin January 2010 (has links)
The thesis deals with the development of systems for intelligent building, focused on wiring system, division of them and comparison of their differences. The advantages of these systems like comfort, energy reduction, etc. are also mentioned. Nowadays several standards of systems for intelligent building exist as KNX/EIB or LON, therefore thesis concerns to trade-off these standards too. Main part of the thesis is focused on system Egon made by company ABB where the system concept as well as bus modules are described that allow different functions, mutual connection of modules and their programming. Tutorial panel with ABB Ego-n wiring system, which will be used for study purpose, is designed in the practical part of the work. It includes scheme of the panel, electric linkage of components and photographs of constructed panel as documentation. In the final part of the work two examples of laboratory exercise for installation and setting are listed, including programming description.
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Dynamics of Coupled Human-Water Infrastructure Systems Under Water Main Breaks and Water-Rates Increase EventsHamed Zamenian (8781884) 30 April 2020 (has links)
<p>The aging water infrastructure
system in the United States has posed considerable hindrance to policy-makers
as they seek to provide safe, reliable, and clean drinking water for
communities. The deterioration of the physical water infrastructure negatively
affects the economics of water utilities and can lead to increases in water
rates for consumers, so that utilities can recover the financial losses.
However, the dynamics emerging from the interactions among changes in water
service reliability, water-rates, consumer behavior (with respect to water
consumption and willingness to support water-rate changes in response to
changes in water rates, and water utility economics, are still unknown factors
in the management of water infrastructure systems. </p>
<p>The overarching objective of
this dissertation is the creation and demonstration of the dynamics of coupled
human and water infrastructure systems under conditions of water main breaks
and water-rate increases. First, using
water-main break data for a 21-year period from two U.S. cities in the Great
Lakes region, the dissertation demonstrates a methodology to estimate the
system-wide monthly frequency of water main breaks as a function of a number of
explanatory variables. Using a random-parameters negative-binomial approach,
the statistical estimations show that pipe diameters, average pipe age,
distribution of pipe age, pipe material, time of year, and mean monthly
temperature all have a significant impact on monthly water main break
frequencies. The results can assist asset managers in quantifying the effect of
factors may have on the likelihood of water main breaks, as well as in making
cost-effective decisions regarding pipe renewal.</p>
<p>Next, by incorporating
qualitative survey data and using quantitative econometric methods, consumer
behaviors in responses to the water-rate increases, and based on perceptions of
water service reliability and quality in a Midwestern U.S. city was evaluated.
Using a multivariate binary probit approach, the results provide insights as to
how individuals are likely to respond to water-rate increases based on the
reliability of current water services and the quality of the supplied water.
The outputs of the econometric enable utility managers to better understand the
behavior of consumers under different rate conditions and help water utilities
in their long-term and short-term financial analyses.</p>
<p>Finally, the aforementioned two
components are integrated into the interdependency analysis to evaluate the
interactive effects of features of the physical water infrastructure (pipeline
characteristics, water and associated energy losses, and the revenue loss for
water utilities) and the behavior of stakeholders (water utilities and
consumers). The developed hybrid system dynamics and agent-based model examines
interdependencies between the physical water infrastructure, the water utility,
and the water consumers to explore possible emergent behavior patterns of water
users during water rate increases over time. The model is demonstrated over the
2001–2010 period on a case study city with a large water distribution system
that includes 4,000 miles of pipeline and nine water treatment plants serving a
population of 863,000. This model was then verified and validated throughout
the development of simulation models and included the following steps: 1) data
validity, 2) conceptual model validity, 3) computerized model validity, and 4)
operational validity. The results suggest the simulated behavior of the model
was reasonable and the output of the simulation model regrading water main
break frequency, amount of water and associated energy losses, generated
revenue, and payoff periods for implementing proactive maintenance strategies
had the accuracy required for the model’s intended purpose. </p>
<p>The framework developed in this doctoral study can be
applied to different size classifications of cities, as well as different
classifications of utility companies (such as electricity and gas) by updating
the parameters in the model to reflect the characteristics of the
infrastructure system components. The distinctive methodological approach in
this doctoral work could capture the emergent behaviors of human-water
infrastructure interactions such as the impact of increasing water-rates on
residential consumers, the impact of water price elasticity cascading into the
water utility revenue, and the impact of residential consumers’ water
consumption on water utility revenues. In conclusion, the results of this
doctoral research can assist asset managers in understanding their systems,
identify pathways for growing revenue through reducing non-revenue water and
increasing water-rates, and implementing a proactive pipeline asset management
program towards the provision for safe, reliable, and clean drinking water.</p>
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Developing A Decision-Making Framework For A District Energy System ManagerDaniel Schuster (9575888) 16 December 2020 (has links)
<p>Managing
the highly dynamic and interdependent systems within a district energy system
is an intricately complex undertaking. A district energy manager is expected to
make decisions that will result in the achievement of the district’s goals,
often with limited capital and personnel resources. What has been lacking in
the tools available to a district energy manager is an established
decision-making framework with which to process the complex internal and
external variables involved to effectively develop and evaluate options to make
successful decisions.<br><a></a></p>
<p> </p>
<p>While
capitalizing on the experience of seasoned district energy managers and a
literature review of current methodologies, this dissertation assesses the
strengths and weaknesses of the methodologies currently available to managers
of district energy systems and presents a new and more comprehensive
decision-making framework. A system of systems engineering approach is applied,
and multiple relevant case studies are analyzed. Procedures for significantly
mitigating many of the external risks to a district energy system are developed
and documented. </p>
<p> </p>
<p>The
main contribution of this dissertation is a unique decision-making framework
with a holistic approach encompassing the complexity, emergence, and
interdependency of district energy subsystems.
This framework will aid a district energy manager in making successful
decisions which meet the goals of the district.</p>
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Interfacing Digital and Physical Twins with a Microservice ArchitectureWintercorn, Oskar January 2022 (has links)
Throughout history, humans have proven to develop and improve their quality of life constantly. Incorporating mechanical principles into otherwise manual labor was one such aspect. Today, introducing mechanization to the industry and steam power is regarded as the first industrial revolution. Since then, a second and a third have followed, introducing concepts such as electricity, automation, computers, and computerization. Finally, in 2011 the fourth industrial revolution was introduced as Industry 4.0 by a project started in Germany, which considers digitalization. Industry 4.0 uses concepts such as Cyber-Physical Systems (CPS), the Internet of Things (IoT), and cloud computing. The goal of these concepts is to be able to further the capabilities of automation in the industry, creating smart factories. A problem experienced today when making changes to the production line is that an immense amount of hard coding is required for the Programmable Logic Controller (PLC) controlling the system as well as for the system controlling the factory. The Eclipse Arrowhead Framework addresses these issues by applying a particular set of parameters to all systems within the IT infrastructure. The Arrowheadframework offers parameters such as orchestrator, authorization, and a service registry to each system incorporated within the framework. By applying this, the System of Systems (SoS) and the parameters provided by the Arrowhead framework create a local cloud. In doing so, each system within a factory belongs to its local cloud, building a factory made of a cluster of local clouds. By applying the ideas of Industry 4.0, a proof of concept is created, showing that today’s industry would benefit from using the concepts stated above with digital twins. The thesis explores and proves that, with the help of digital twins, today’s industry can cut down on manufacturing process development. In addition, it reduces the time it takes to apply changes to the production line by enabling machine learning to facilitate human interaction. A model factory created by fischertechnik is used, together with a PLC, as the physical twin in this master thesis. In addition, using Siemens Computer-Aided Design (CAD) software NX, a digital twin is created; this digital twin will communicate with the physical twin to simulate the behavior of the physical twin in real-time. A server has been created and is acting as a hub of communication for both of the twins. The use of the digital twin to communicate with the physical twin will enable tremendous advances in automation regarding industry 4.0.
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