Heuristic-based Optimal Resource Provisioning in Application-centric Cloud
نویسندگان
چکیده
Cloud Service Providers (CSPs) adapt different pricing models for their offered services. Some of the models are suitable for short term requirement while others may be suitable for the Cloud Service User’s (CSU) long term requirement. In this paper, we look at the problem of finding the amount of resources to be reserved to satisfy the CSU’s long term demands with the aim of minimizing the total cost. Finding the optimal resource requirement to satisfy the the CSU’s demand for resources needs sufficient research effort. Various algorithms were discussed in the last couple of years for finding the optimal resource requirement but most of them are based on IPP which is NP in nature. In this paper, we derive some heuristic-based polynomial time algorithms to find some near optimal solution to the problem. We show that the cost for CSU using our approach is comparable to the solution obtained using optimal Integer Programming Problem(IPP).
منابع مشابه
Review on: Resource Provisioning in Cloud Computing Environment
Today, Cloud computing become an emerging technology which will has a significant impact on IT Infrastructure. Still, Cloud computing is infancy. In the current cloud computing environment there is numerous of application, consist of millions of module, these application serve from large quantity of users and the user request becomes dynamic. So there must be provision that all resources are dy...
متن کاملFRA-PSO: A two-stage Resource Allocation Algorithm in Cloud Computing
Cloud computing gives a large quantity of processing possibilities and heterogeneous resources, meeting the prerequisites of numerous applications at diverse levels. Therefore, resource allocation is vital in cloud computing. Resource allocation is a technique that resources such as CPU, RAM, and disk in cloud data centers are divided among cloud users. The resource utilization, cloud service p...
متن کاملComparison of PBRR Scheduling Algorithm with Round Robin and Heuristic Priority Scheduling Algorithm in Virtual Cloud Environment
While considering the virtual cloud environment and various terms associated with it resource provisioning and load balancing are the main areas where research work has been going on at vast pace. Here we will discuss the various things related to the cloud environment. The main objective of our work is to compare the load balancing and resource provisioning algorithm (i.e. Batch Mode Heuristic...
متن کاملStochastic Based Optimal Resource Provisioning in Cloud Computing
In cloud computing, providing an optimal resource to user becomes more and more important. Cloud computing users can access the pool of computing resources through internet. Cloud providers are charge for these computing resources based on cloud resource usage. The provided resource plans are reservation and on demand. The computing resources are provisioned by cloud resource provisioning model...
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
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- CoRR
دوره abs/1403.2508 شماره
صفحات -
تاریخ انتشار 2014