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Autonomic elements use the modeler as a primary management repository, and effect autonomic behavior in terms of transactions over the shared model state.
Fig. 10 Design of autonomic elements (Cloud workload pattern and predictor) using strategy design patter.
Finally, the autonomic elements in Fig. 10 will be re-designed to include more time series algorithms and possibly more work load patterns.
The cloud auto-scaling autonomic elements (workload patterns and predictor) are designed such that the architecture can be implemented using the strategy design pattern [23] (Fig. 10).
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This thesis introduces novel results in autonomic management organization, autonomic element instrumentation, and autonomic policy maintenance.
This can be explained by the fact that the autonomic concept has led to the introduction of fundamental changes in the way networks will be built and controlled; therefore, the community has not yet reached agreement on the level of autonomic and determinism in the behavior of autonomic element.
Fig. 9 Projection of the cloud auto-scaling autonomic element.
A typical autonomic system consists of a context, an autonomic element, and a computing environment [20 22].
Figure illustrates a detailed presentation of the cloud auto-scaling autonomic element.
An autonomic element regularly senses the sources of change by using the sensors.
We have modified this by using the template pattern to introduce the concrete subclasses to represent the different workload patterns and to implement the workload pattern context as an autonomic element.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com