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NFV decouples network forwarding and routing functions from underlying physical systems through virtualization [59].
These observations are coupled to numerical computations to further the quantitative understanding of the underlying physical systems.
In today's cloud architectures, virtualization is used as a means to provide elasticity, dynamic workload management, and multi-tenant security, all while sharing the same underlying physical systems (which tend to be very large servers).
It plays a crucial role in many branches of mathematics such as function theory, complex analysis, differential and integral equations, control theory and also in numerous applications as they are intimately related to the stability of the underlying physical systems.
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Data mining and machine learning algorithms provide efficient modeling alternatives, particularly when the underlying physical relationships between system variables are highly complex, non-linear, and possibly uncertain.
These tools rely on accurate descriptions of the underlying physical channel in order to perform trustworthy link- and system-level simulations with which to study the network performance.
Computational fluid dynamics can play an important role in the design of microelectromechanical systems (MEMS -based actuators, allowing an investigation of the underlying physical behavior of devices before proceeding to expensive MEMS -basedng processes.
We focus on recent work involving the unique "swim pressure" exerted by active systems and discuss how this perspective may be the basic underlying physical mechanism responsible for self-assembly and pattern formation in all active matter.
A method is proposed to analysis the nonlinearity and non-stationarity of dynamic response of high speed vehicle track coupling system, to understand the properties of signal and its underlying physical meaning.
In statistical mechanics, the laws of an underlying physical theory are used to determine the dynamically possible trajectories through the state space of the system (Roberts 2008, 12 16).
The results not only provide a deep understanding of the underlying physical mechanism of the PL-assisted TERS but also guide the optimization and development of the system for further applications.
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