Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Adaptive resource allocation arises naturally as a technique to optimize resource utilization in communication networks with scarce resources under dynamic conditions. One prominent example is cellular communication where service providers seek to utilize the costly resources in the most effective way. In this work,  investigate an uplink resource allocation scheme that takes into account the buffer occupation at the transmitter to retain a given level of quality of service (QoS). First,  regard exact results for the class of Poisson traffic where  investigate the sensitivity of the resource adaptation and QoS level to the actuating variables.  show relevant resource savings in comparison with a static allocation. Further,  regard a queueing setting with general random arrival and service processes. In particular,  consider the service of wireless fading channels.  show two different resource adaptation mechanisms that depend on the strictness of different assumptions. Finally,  present simulation results that show substantial resource savings using the queue-aware scheduling scheme, where  provide insight on the implementation and operation of such an adaptive system.
['Amr Rizk', 'Markus Fidler']
I am writing a research paper on a idea Queue-aware uplink scheduling with stochastic guarantees
[{"from": "human", "value": "I am writing a research paper on a idea Queue-aware uplink scheduling with stochastic guarantees"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Adaptive resource allocation arises naturally as a technique to optimize resource utilization in communication networks with scarce resources under dynamic conditions. One prominent example is cellular communication where service providers seek to utilize the costly resources in the most effective way. In this work,  investigate an uplink resource allocation scheme that takes into account the buffer occupation at the transmitter to retain a given level of quality of service (QoS). First,  regard exact results for the class of Poisson traffic where  investigate the sensitivity of the resource adaptation and QoS level to the actuating variables.  show relevant resource savings in comparison with a static allocation. Further,  regard a queueing setting with general random arrival and service processes. In particular,  consider the service of wireless fading channels.  show two different resource adaptation mechanisms that depend on the strictness of different assumptions. Finally,  present simulation results that show substantial resource savings using the queue-aware scheduling scheme, where  provide insight on the implementation and operation of such an adaptive system."}]