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"Two-Criteria Technique For The Resource-Saving Computing In The Fog And Edge Network Tiers" and the language of the book is English.


“Two-Criteria Technique For The Resource-Saving Computing In The Fog And Edge Network Tiers” Metadata:

  • Title: ➤  Two-Criteria Technique For The Resource-Saving Computing In The Fog And Edge Network Tiers
  • Language: English

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  • Internet Archive ID: ➤  httpswww.vestnik-donstu.rujourarticleview19961838

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<strong style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);">Introduction</strong><span style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);">. At present, the concepts of fog and edge computing are used in a wide range of applications of various kinds. One of the key problems in the organization of computing in groups of mobile devices that make up the edge/fog layer is the mission assurance based on battery power availability. In this context, a lot of developments aimed at energy saving of device systems have been presented to date. However, one important aspect remains beyond the consideration of the problem of resource saving, namely, the issue of saving the residual resource of a computing device. The aim of this research is to formalize the workload distribution problem as two-criteria optimization problem, and to develop the basic solution technique.</span><br style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);" /><strong style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);">Materials and Methods</strong><span style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);">. Within the framework of this article, an approach to resource saving is proposed. It is based on the evaluation of two device criteria: battery life and residual resource of a computing device. The residual resource of a computing device can be estimated using the probability of failure-free operation of the device, or as the reciprocal of the failure rate, taking into account that the exponential law of failure distribution is used in the simulation. From this, a model of the problem of two-criteria optimization is formulated, taking into account the dynamics of the network topology in the process of performing a user mission. The topology dynamics is reflected in the model as a sequence of topologies, each of which corresponds to a certain period of time of the system operation.</span><br style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);" /><strong style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);">Results</strong><span style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);"><font style="vertical-align:inherit;"><font style="vertical-align:inherit;">. </font><font style="vertical-align:inherit;">На основе предложенной модели задачи двухкритериальной оптимизации предложен метод экономии ресурсов в граничном и туманном слоях сети. </font><font style="vertical-align:inherit;">Он отражал специфику динамических слоев сети, а также учитывал важность критериев оценки потребления ресурсов устройства. </font><font style="vertical-align:inherit;">Проведен эксперимент по оценке влияния способа распределения задач по сетевому кластеру на вероятность безотказной работы устройств и средний остаточный ресурс. </font></font></span><br style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);" /><strong style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);"><font style="vertical-align:inherit;"><font style="vertical-align:inherit;">Обсуждение и выводы</font></font></strong><span style="color:rgb(102,102,102);font-family:'PT Sans', sans-serif;font-size:17px;background-color:rgb(255,255,255);"><font style="vertical-align:inherit;"><font style="vertical-align:inherit;">. </font><font style="vertical-align:inherit;">Проведенный эксперимент продемонстрировал целесообразность использования разработанного метода, так как распределение задач по исполняющим устройствам оказывало существенное влияние (до 25 % по результатам эксперимента) на средний остаточный ресурс вычислительного устройства.</font></font></span>

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