Cloud computing exploits virtualization to provision resources efficiently. And the emerging of Software Defined Network (SDN) allows users to pay and custom bandwidth flow across Internet. There is a challenge for the combining of VM and bandwidth provisioning. This project allows for uncertainty of VM and bandwidth demands by formulating a two-satge stochastic optimization. And several decomposition methods are tested.
Chase, J., & Niyato, D. (2015). Joint optimization of resource provisioning in cloud computing. IEEE Transactions on Services Computing, 10(3), 396-409.
- Extensive From
- Multi-Cut Benders
- Single-Cut Benders
- Regularized Decomposition
- Level Method
- Trust Region
