An Multiple Pheromone Algorithm for Cloud Scheduling With Various QoS Requirements
The Cloud computing is one of the rapidly improving technologies. Cloud computing is a new promising paradigm in distributed and parallel computing. As cloud-based services become more dynamic, resource provisioning becomes more challenging. One of the critical problems in cloud computing is job scheduling because it increases with the size of the grid and becomes difficult to solve effectively. This paper introduces a new algorithm called Multiple Pheromone Algorithm which is belongs to Ant Colony Optimization Algorithm. The objective of MPA algorithm is to dynamically generate an optimal schedule so as to complete the task in minimum period of time as well as utilizing the resources in an efficient way. In this paper three different Quality of Service (QoS) makespan, cost and reliability constraints are considered as performance measure for scheduling. This algorithm is compared with normal Ant colony algorithm, Genetic Algorithm. With the implementation of this approach, the Multiple Pheromone Algorithm (MPA) Algorithm reaches optimal solution as well as obtains the better QoS than ACO and GA.
Keywords: Cloud Computing, Job Scheduling, Resource Allocation, Multiple Pheromone Algorithm(MPA)Ant Colony Algorithm(ACO), Genetic Algorithm(GA), QoS constraint.
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ABOUT THE AUTHORS
Mr.R.Gogulan
R.Gogulan MSc., M.Phil., Phd., He is a part time Phd Research Scholar in Bharath University, Chennai, Tamilnadu, India. He has 14 years of experience in teaching line. He Seven years of teaching experience in oman country. He has 9 years of experience in research. He presented paper in International Conference, National Conference and International Journals. His Interest research areas are Grid Computing, Cloud Computing, Data Mining,Current research project, Fair Scheduling, PSO Scheduling.
Ms.A.Kavitha
A.Kavitha MSc., M.Phil., She is a part time Phd Research Scholar. She is working as a Assistant Professor in Vivekanandha College of Arts and Science for women, Tirunchengodu,Nammakkal Dt. She has five years of experience in teaching line and 3 years of experience in research. She presented and Published paper in International , National Conference and International Journals. Her Interest research areas are grid Computing, Data Mining, Current research project, Fair Scheduling, PSO Scheduling.
Mr.U.Karthick Kumar
U.Karthick Kumar MSc., DWA., MCA., M.Phil., He is a Post Graduate with M.Phil from Bharathiar University, Coimbatore, Tamilnadu, India. He is working as a Assistant Professor in VLB Janaki Ammal Arts and Science College, Coimbatore. He has three years of experience in research. He presented and Published paper in International, National Conference and Journals. His Interest areas are Grid Computing, Cloud Computing, Data Mining, Image Processing, Mobile Computing and Data Structures. Current research project Ant colony, PSO, Priority Based Pheromone Algorithm, Fair Scheduling, Sensor Network, Genetic Algorithm.
Mr.R.Gogulan
R.Gogulan MSc., M.Phil., Phd., He is a part time Phd Research Scholar in Bharath University, Chennai, Tamilnadu, India. He has 14 years of experience in teaching line. He Seven years of teaching experience in oman country. He has 9 years of experience in research. He presented paper in International Conference, National Conference and International Journals. His Interest research areas are Grid Computing, Cloud Computing, Data Mining,Current research project, Fair Scheduling, PSO Scheduling.
Ms.A.Kavitha
A.Kavitha MSc., M.Phil., She is a part time Phd Research Scholar. She is working as a Assistant Professor in Vivekanandha College of Arts and Science for women, Tirunchengodu,Nammakkal Dt. She has five years of experience in teaching line and 3 years of experience in research. She presented and Published paper in International , National Conference and International Journals. Her Interest research areas are grid Computing, Data Mining, Current research project, Fair Scheduling, PSO Scheduling.
Mr.U.Karthick Kumar
U.Karthick Kumar MSc., DWA., MCA., M.Phil., He is a Post Graduate with M.Phil from Bharathiar University, Coimbatore, Tamilnadu, India. He is working as a Assistant Professor in VLB Janaki Ammal Arts and Science College, Coimbatore. He has three years of experience in research. He presented and Published paper in International, National Conference and Journals. His Interest areas are Grid Computing, Cloud Computing, Data Mining, Image Processing, Mobile Computing and Data Structures. Current research project Ant colony, PSO, Priority Based Pheromone Algorithm, Fair Scheduling, Sensor Network, Genetic Algorithm.
