Resource provisioning system for mobile operator network's datacenters
Journal Title: Вісник НТУУ КПІ. Серія Радіотехніка, Радіоапаратобудування - Year 2017, Vol 0, Issue 68
Abstract
The problem of the mobile data traffic and the number of services growing becomes global, moreover, volume and frequency of control traffic transmitted through the network are increasing. Therefore there is a need for its effective management to ensure the quality of service required by users and optimal use of mobile network resources. In such circumstances the load on the server that is created in the process of the connection establishing and its serving has its considerations. Dynamic resource provisioning is a useful technique for handling the variations seen in communication systems workloads. Virtualization technology allows to implement this approach. An analytic model of a system would be attractive as it would be able to evaluate system characteristics under a wide range of conditions, and to be computed comparatively easily. It also can incorporate numerical optimization techniques for system design. In this paper the problem of provisioning system design for virtualized network functions is solved. This paper presents a novel approach to correctly allocate resources in data centers, such that SLA violations and energy consumption are minimized. Proposed approach first analyzes historical workload traces to identify long-term patterns that establish a "base" workload. Then it employs two techniques to dynamically allocate capacity: predictive and reactive provisioning. The combination of predictive and reactive provisioning achieves a significant improvement in meeting SLAs, conserving energy and reduces provisioning costs. The method for adapting the size of network function's resource allocation control interval is proposed. It provides dynamic configuration of the system, reducing excessive service data transmitted in the network and decreasing the load of network nodes. The workload service system model is built. It outlines a method of workload forecasting taking into account long-term accumulated statistics and recent trends observed in a network. It allows to get a rational level of management costs and final values of service quality. Experiments on the study of the proposed methods in the system of Mathcad are conducted.
Authors and Affiliations
S. Sulima, M. Skulysh
Keywords
Related Articles
- EP ID EP308219
- DOI 10.20535/RADAP.2017.68.27-32
- Views 73
- Downloads 0
Use direct volume magnetostatic waves for convolver construction
It is shown that the use of direct volume magnetostatic waves (FVMSW) in epitaxial ferrite film can be the basis for convolver construction. A theoretical analysis confirmed that the output signal corresponds to the doub...
Essentialities of the contemporary higher technical education paradigm are exposed.
Her distinctive characteristics are analysis. Inherent this paradigm the object contradiction are discussed
The question of the digital processing in the coherent pulse doppler radar which radiates the pulse complicated probing signal with a button type ambiguity diagram
Introduction. The advantages of the pulse complicated signals using in the radar are well-known. These signals are signals with the high time security, the high power security or (and) the high structural security. The s...
The comparative analysis algorithms of the adaptive estimate radio channels connect parameters
The comparative analysis of the estimation devices for radio communications channels is conducted on the basis of the gradient method and Caiman filtration using the precision and calculate characteristics
Radiation of the thin-walled circular waveguide aperture at co- and crosspolarization
It is shown that width of main lobe of copolar field of а circular waveguide aperture closely to the exact method of factorization can be calculated by Fourier method and Kirchhoff-Huygen method. It is not advisable to u...