Genetic algorithm in cloud computing
WebOct 1, 2024 · As discussed earlier, the cloud computing model works according to a pay-per-use policy, and the above-mentioned problems can result in high costs for both users and cloud providers. Motivated by these issues, a Hybrid ant genetic algorithm (HAGA) for efficient task scheduling in the cloud data centers is proposed. WebJan 23, 2024 · The genetic algorithm based task allocation technique proposed in this paper makes the precise decisions considering all these parameters in assigning tasks to appropriate resources. A simulation results have shown the reduced makespan, execution time and also balanced load over the VMs.
Genetic algorithm in cloud computing
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WebCloud computing environment based on Genetic Algorithm for allocating and executing independent tasks to improve task completion time, decrease the execution cost, as well … WebJan 1, 2013 · In this paper Genetic Algorithm (GA) has been used as a soft computing approach, which uses the mechanism of natural selection strategy. CloudAnalyst - A CloudSim based Visual Modeler has been used for simulation and anal- …
WebJun 11, 2024 · In order to improve the task scheduling strategy, a method based on genetic algorithm in cloud computing environment was proposed. First, the independent task scheduling algorithm and associated task scheduling algorithm commonly used in cloud computing are studied and compared, respectively, and their application characteristics, … WebApr 1, 2016 · In this paper, a task scheduling algorithm based on Genetic Algorithm (GA) has been introduced for allocating and executing an application’s tasks. The aim of this proposed algorithm is to...
WebApr 16, 2024 · In the recent years, cloud computing has emerged as one of the important fields in the information technology. Cloud offers different types of services to the web … WebApr 1, 2016 · In this paper, a task scheduling algorithm based on Genetic Algorithm (GA) has been introduced for allocating and executing an application’s tasks.
WebOct 16, 2024 · In cloud computing, the virtualization technique is a significant technology to optimize the power consumption of the cloud data center. In this generation, most of the services are moving to the cloud resulting in increased load on data centers. As a result, the size of the data center grows and hence there is more energy consumption. To resolve …
WebIn computer science and operations research, a genetic algorithm (GA) is a metaheuristic inspired by the process of natural selection that belongs to the larger class of … towns in dublin irelandWebBecause of the continuous promotion of cloud computing applications, the demand for data processing in cloud computing is increasing. Users have higher requirements for the service quality of cloud computing, the high efficiency of cloud computing task scheduling algorithm plays a key role in the cloud computing. How to scheduling the computing … towns in dupage countyWebKeywords: Cloud computing; task scheduling; genetic algorithm; optimization algorithm. 1 Introduction. Recently, cloud computing is the most popular technology; resource allocation, task scheduling, security, and privacy have been widely used in various fields. Scheduling plays an important role in improving the efficiency of all cloud-based ... towns in durham county ncWebDec 1, 2012 · A task scheduler in Cloud computing has to satisfy cloud users with the agreed QoS and improve profits of cloud providers. In order to solve task scheduling problems in Cloud computing,... towns in durhamWebConsidering the heterogeneous communication modes and computing capabilities of NCPs, a distributed multi-hop computing task offloading framework based on an improved genetic algorithm is proposed to address this challenge, where tasks can be recursively offloaded among NCPs. towns in durham region ontarioWebOct 3, 2024 · The main algorithm supporting CAHCM is Dynamic Data Allocation Advance (2DA) Algorithm that uses genetic programming to determine the data allocations on the cloud-based memories. towns in eagle county coloradoWebAug 9, 2016 · Genetic algorithms (GAs) have a long history of refinement since it became popular though the work of Holland ; extensive research has reported it as a robust and efficient optimization algorithm with a wide range of application in areas such as engineering, numerical optimization, robotics, classification, pattern recognition, and … towns in dyer county tn