Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The software-defined approach of cloud radio access networks (C-RANs) enables supporting multiple virtual operators (VOs) on the same physical infrastructure. In this shared environment, a coordinator is needed to manage the sharing of resources beten the VOs. Designing a coordinator is about striking a good balance beten the flexibility given to the VOs, and the efficiency of the resource utilization. ,  study the problem of coordinated scheduling in the multi-operator cloud-RAN environment.  formulate the problem as a distributed scheduling performed by the VOs, after which they submit their resource requests to a centralized coordinator. The coordinator selects a subset of non-conflicting requests for transmission.  show that the problem in the general case is NP-hard.  then discuss two special cases and relate them to the existing communication protocols. By gaining insights from these two special cases,  propose a general heuristic, which works on any formulation of the problem, and is still able to provide close-to-optimum performance in the special cases  considered. The heuristic is shown to have some similarities to the neuro-computation techniques such as Hopfield-network. Finally, simulation results are provided to show the efficiency of the proposed algorithms.
['Hazem M. Soliman', 'Alberto Leon-Garcia']
I am writing a research paper on a idea A novel neuro-optimization method for multi-operator scheduling in cloud-RANs
[{"from": "human", "value": "I am writing a research paper on a idea A novel neuro-optimization method for multi-operator scheduling in cloud-RANs"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The software-defined approach of cloud radio access networks (C-RANs) enables supporting multiple virtual operators (VOs) on the same physical infrastructure. In this shared environment, a coordinator is needed to manage the sharing of resources beten the VOs. Designing a coordinator is about striking a good balance beten the flexibility given to the VOs, and the efficiency of the resource utilization. ,  study the problem of coordinated scheduling in the multi-operator cloud-RAN environment.  formulate the problem as a distributed scheduling performed by the VOs, after which they submit their resource requests to a centralized coordinator. The coordinator selects a subset of non-conflicting requests for transmission.  show that the problem in the general case is NP-hard.  then discuss two special cases and relate them to the existing communication protocols. By gaining insights from these two special cases,  propose a general heuristic, which works on any formulation of the problem, and is still able to provide close-to-optimum performance in the special cases  considered. The heuristic is shown to have some similarities to the neuro-computation techniques such as Hopfield-network. Finally, simulation results are provided to show the efficiency of the proposed algorithms."}]