A Novel Intelligent Approach for Dynamic Data Replication in Cloud Environment
نویسندگان
چکیده
In recent years, cloud computing research, specifically data replication techniques and their applications, has been growing. If the replicas number is raised put in multiple positions, it will be expensive to maintain usability, performance stability of application systems. this paper, two bio- inspired algorithms were proposed improve both selection placement environment. The suggested for dynamic are multi-objective particle swarm optimization (MO-PSO) ant colony (MO-ACO). first algorithm, i.e ., MO-PSO, employed obtain best selected replica depend on most frequent one. However, second MO-ACO, shortest distance, availability. A simulation strategy was carried out using CloudSim. Each center (DC) includes hosts with set virtual machines (VMs). order determined at random from a thousand cloudlets. All files randomly distributed architecture. evaluated against several approaches including: Adaptive Replica Dynamic Strategy (ARDS), Enhance Fast Spread (EFS), Genetic Algorithm (GA), Selection Placement (RSP), Popular File Replication First (PFRF), Cost-aware Re-replication Re-balancing (DCR2S). results prove that MOPSO gives improved compared other algorithms. Additionally, MOACO realizes higher availability, lower cost, less bandwidth consumption
منابع مشابه
Improving Data Availability Using Combined Replication Strategy in Cloud Environment
As grow as the data-intensive applications in cloud computing day after day, data popularity in this environment becomes critical and important. Hence to improve data availability and efficient accesses to popular data, replication algorithms are now widely used in distributed systems. However, most of them only replicate the static number of replicas on some requested chosen sites and it is ob...
متن کاملData Replication-Based Scheduling in Cloud Computing Environment
Abstract— High-performance computing and vast storage are two key factors required for executing data-intensive applications. In comparison with traditional distributed systems like data grid, cloud computing provides these factors in a more affordable, scalable and elastic platform. Furthermore, accessing data files is critical for performing such applications. Sometimes accessing data becomes...
متن کاملA Survey of Dynamic Replication Strategies for Improving Response Time in Data Grid Environment
Large-scale data management is a critical problem in a distributed system such as cloud,P2P system, World Wide Web (WWW), and Data Grid. One of the effective solutions is data replicationtechnique, which efficiently reduces the cost of communication and improves the data reliability andresponse time. Various replication methods can be proposed depending on when, where, and howreplicas are gener...
متن کاملa new approach to credibility premium for zero-inflated poisson models for panel data
هدف اصلی از این تحقیق به دست آوردن و مقایسه حق بیمه باورمندی در مدل های شمارشی گزارش نشده برای داده های طولی می باشد. در این تحقیق حق بیمه های پبش گویی بر اساس توابع ضرر مربع خطا و نمایی محاسبه شده و با هم مقایسه می شود. تمایل به گرفتن پاداش و جایزه یکی از دلایل مهم برای گزارش ندادن تصادفات می باشد و افراد برای استفاده از تخفیف اغلب از گزارش تصادفات با هزینه پائین خودداری می کنند، در این تحقیق ...
15 صفحه اولA Novel Approach for Dynamic Cloud Partitioning and Load Balancing in Cloud Computing Environment
Cloud Computing is an attracting technology in the field of computer science. Cloud Computing involves sharing of resources. In the event of processing many jobs, the load balancing becomes essential for efficient operation and to improve user satisfaction. This paper introduces the strategic model that performs load balancing as well as dynamic partition of the nodes of different cloud. Differ...
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: IEEE Access
سال: 2021
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2021.3064917