Mandatory Knowledge on:
- Java
- Cloud Computing
- Algorithm
- Hadoop
-Cloud data
Implementation Plan
VM Consolidation Mechanism
Step 1:
Initailly, Finiding the overloaded servers using Modified overload detection algorithms and then Virtual machine selection from overloaded servers will be done.
Step 2:
Then, Merge VMs from New virtual machine and then, one or several Virtual machine will be selecetd from each detetcted host using VM selection algorithm so that host usage will drop below the threshold.
Step 3:
After detecting the overloaded hosts and selecting the suitable VMs, then VMs are required to place to the best destination host using Modified Algorithm.
Step 4:
Modify the existing VM consolidation mechanism by introducing newly developed algorithms in place previous existing algorithms.
Step 5:
Compare and analyse the results of modified mechanism with the existing one based upon the various performance measurements.
Note: We will be consider any one algorithm from below
Overload Detection algorithm
1) Hybrid Local Regression Host Overload Detection (HLRHOD) algorithm
2) Multiple Regression Host Overload Detection (MRHOD) algorithm
VM Selection
1) Minimum Migration Time (MMT)
2) Maximum Correlation (MC)
3) Random Selection (RS)
VM Placement
1) Multi-weight Best Fit
2) Modified Genetic algorithm and ACO (Ant Colony Optimization)
3) Adaptive three-threshold energy-aware algorithm