Resource Demand Prediction and Carbon Emission Estimation for Data Centers
نویسندگان
چکیده
منابع مشابه
Resource - Usage Prediction for Demand - Based Network
This paper reports on an application of artiicial intelligence to achieve demand-based scheduling within the context of a network-computing infrastructure. The described AI system uses tool-speciic, run-time input to predict the resource-usage characteristics of runs. Instance-based learning with locally weighted polynomial regression is employed because of the need to simultaneously learn mult...
متن کاملEffective Resource Management for Virtualized Data centers
Time and Technology has its significance made us to think and switching from classical to modern era of Information technology. If we look forward to the best of the Industrial world where Technology is the use of Information technology organization especially service based organization, provides a solution telling so and so high approaches. But we know the crackers and hackers may be ethical o...
متن کاملEnergy Usage and Carbon Emission Optimization Mechanism for Federated Data Centers
This work addresses the problem of high energy consumption and carbon emissions by data centers which support the traditional computing style. In order to overcome this problem we consider two allocation scenarios: single allocation and global optimization of available resources and propose the optimization algorithms. The main idea of these algorithms is to find a server in the data center wit...
متن کاملNon-Bayesian Estimation and Prediction under Weibull Interval Censored Data
In this paper, a one-sample point predictor of the random variable X is studied. X is the occurrence of an event in any successive visits $L_i$ and $R_i$ :i=1,2…,n (interval censoring). Our proposed method is based on finding the expected value of the conditional distribution of X given $L_i$ and $R_i$ (i=1,2…,n). To make the desired prediction, our approach is on the basis of approximating the...
متن کاملEnergy Aware Resource Management of Cloud Data Centers
Cloud Computing, the long-held dream of computing as a utility, has the potential to transform a large part of the IT industry, making software even more attractive as a service and shaping the way IT hardware is designed and purchased. Virtualization technology forms a key concept for new cloud computing architectures. The data centers are used to provide cloud services burdening a significant...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Computer Science and Information Technology
سال: 2014
ISSN: 2331-6063,2331-6071
DOI: 10.13189/csit.2014.020203