A model-driven workflow for distributed microservice development

Rademacher, Florian; Sorgalla, Jonas; Sachweh, Sabine; Zündorf, Albert

doi:10.1145/3297280.3300182

Cited by 12 publications

(5 citation statements)

References 8 publications

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“…An executable is defined as a model that model compilers can interpret to generate other artefacts. In model-driven development (MDD) the concept of models can be considered as executable models [9]. The MDD approach serves documentation purposes and includes complex MDD methods such as model transformation for design improvement and code generation [9].…”

Section: Model-driven Developmentmentioning

confidence: 99%

“…In model-driven development (MDD) the concept of models can be considered as executable models [9]. The MDD approach serves documentation purposes and includes complex MDD methods such as model transformation for design improvement and code generation [9]. Since the MDD approach is based on transforming the application design to executable code, only the models are updated in case of a requirement change.…”

Section: Model-driven Developmentmentioning

confidence: 99%

“…Stakeholder-specific models can be generated, such as for domain experts to create domain-specific conceptual models at a higher abstraction level than developers, and for developers to create models for software design. Thus, this approach is beneficial for complex distributed software systems through dividing the system into concern-specific modeling tasks [9].…”

Section: Model-driven Developmentmentioning

confidence: 99%

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A Model-Driven Architecture for Automated Deployment of Microservices

Aksakallı

Çelik²,

Can

et al. 2021

Applied Sciences

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Microservice architecture consists of a collection of loosely coupled, self-contained services that can be deployed independently. Given the limited capacity of the resources for a large number of services, the deployment of the services does not scale well and leads to operational complexity and runtime overhead. This paper proposes a model-driven approach for the automated deployment of microservices to minimize the execution cost and communication costs among the microservices. The identification of the feasible deployment is defined at the architecture design level based on the provided capacity of the resources and the collection of microservices. The corresponding tool support using Eclipse Modeling Environment is described, and a case study on book shopping is used to illustrate the approach.

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Section: Model-driven Developmentmentioning

confidence: 99%

Section: Model-driven Developmentmentioning

confidence: 99%

Section: Model-driven Developmentmentioning

confidence: 99%

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A Model-Driven Architecture for Automated Deployment of Microservices

Aksakallı

Çelik²,

Can

et al. 2021

Applied Sciences

View full text Add to dashboard Cite

show abstract

“…Furthermore, it is advantageous in that it facilitates the incremental testing of each subprocess throughout the design stage [8]. MATLAB/Simulink, a prominent model-driven design tool, has gained substantial popularity in embedded applications, particularly in sectors such as smart transportation, avionics, and vehicles, as evidenced by references [9][10][11]. This tool facilitates modeling, simulation, and code generation for embedded control software.…”

Section: Introductionmentioning

confidence: 99%

Novel rapid control prototyping for permanent-magnet synchronous motor via model-based design and STM32 chip

Hu,

Ahn,

Kang

et al. 2024

Preprint

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As control algorithms become increasingly sophisticated, delivering improved performance at the expense of greater complexity, practical experiments are often unfeasible. To address this issue, this study devised a novel rapid control prototyping (NRCP) based on model-based design (MBD) by MAT LAB/Simulink, STM32CubeMX software, and field-oriented control (FOC) strategies for permanent-magnet synchronous motors (PMSMs). The NRCP avoids complex toolboxes and utilizes only MATLAB/Simulink’s model-to-C language tool, facilitating code portability and development. By using the NRCP, users can quickly experiment with FOC strategies, reducing their reliance on complex automatic code generation tools typically associated with toolboxes. This study focused on the PMSM model, employing only the basic modules of MATLAB/Simulink to generate the application-layer code and the STM32CubeMX software to do low-level code generations, significantly simplifying user experience. To demonstrate the feasibility and efficiency of the protocol, sensor-based and sensorless control models were developed using the MBD method. Finally, the practicality of the NRCP was successfully validated via sensor-based and sensorless experiments using an ARM Cortex-M4-based STM32 microcontroller.

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“…Moreover, it provides the advantage of incrementally testing each sub-process throughout the design phase [2]. SIMULINK, acknowledged as a prominent model-driven design tool, has gained significant popularity in embedded applications, particularly in sectors like smart transportation, avionics, and vehicles, as indicated by citations [3][4][5]. This software facilitates the modeling, simulation, and code generation for embedded control software.…”

Section: Introductionmentioning

confidence: 99%

Rapid Experimental Protocol for PMSM via MBD: Modeling, Simulation, and Experiment

Hu,

Ahn,

Kang

et al. 2024

Computers

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As control algorithms evolve, their enhanced performance is often accompanied by increased complexity, reaching a point where practical experimentation becomes unfeasible. This situation has led to many theoretical studies relying solely on simulations without experimental verification. To address this gap, this study introduces a rapid experimentation protocol (REP) for applying field-oriented control (FOC) strategies to permanent magnet synchronous motors (PMSMs) based on model-based design (MBD) and automated code generation. REP is designed to be user-friendly and straightforward, offering a less complex and more accessible alternative to DSP toolboxes. Its excellent hardware compatibility is conducive to code porting and development. With this protocol, users can quickly conduct FOC strategy experiments with reduced dependency on the complex automated code generation tools often associated with toolboxes. Centered around the PMSM model, this method utilizes only the fundamental modules of MATLAB2023b/Simulink, greatly simplifying the user experience. To demonstrate the feasibility and efficiency of the protocol, models for both sensor-based and sensorless control are developed. The practicality of REP, including sensor-based and sensorless experiments, is successfully validated on an arm-cortex-M4-based GD32 microcontroller.

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A model-driven workflow for distributed microservice development

Cited by 12 publications

References 8 publications

A Model-Driven Architecture for Automated Deployment of Microservices

A Model-Driven Architecture for Automated Deployment of Microservices

Novel rapid control prototyping for permanent-magnet synchronous motor via model-based design and STM32 chip

Rapid Experimental Protocol for PMSM via MBD: Modeling, Simulation, and Experiment

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