Intelligent Spectrum Management Based on Transfer Actor-Critic Learning for Rateless Transmissions in Cognitive Radio Networks - 2018


This Project presents an intelligent spectrum mobility management scheme for cognitive radio networks. The spectrum mobility could involve spectrum handoff (i.e., the user switches to a brand new channel) or stay-and-wait (i.e., the user pauses the transmission for a while until the channel quality improves again). An optimal spectrum mobility management scheme needs to think about its long-term impact on the network performance, like throughput and delay, instead of optimizing solely the short-term performance. We use a machine learning theme, called the Transfer Actor-Critic Learning (TACT), for the spectrum mobility management. The proposed theme uses a comprehensive reward operate that considers the channel utilization factor (CUF), packet error rate (PER), packet dropping rate (PDR), and flow throughput. Here, the CUF is set by the spectrum sensing accuracy and channel holding time. The PDR is calculated from the non-preemptive M/G/1 queueing model, and also the flow throughput is estimated from a link-adaptive transmission theme, that utilizes the rateless (Raptor) codes. The proposed scheme achieves a better reward, in terms of the mean opinion score, compared to the myopic and Q-learning based spectrum management schemes.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Optimal Placement and Intelligent Smoke Detection Algorithm for Wildfire-Monitoring Cameras ABSTRACT: Wildfire smoke is frequently evident much before flames are visible. To avoid major property losses and heavy
PROJECT TITLE :Intelligent Power Sharing of DC Isolated Microgrid Primarily based on Fuzzy Sliding Mode Droop ManagementABSTRACT:Linear droop control will realize power sharing among generators in DC microgrid while not relying
PROJECT TITLE :Smart Monitoring Cameras Driven Intelligent Processing to Big Surveillance Video Data - 2018ABSTRACT:Video surveillance system has become a critical half in the safety and protection system of modem cities, since
PROJECT TITLE :Beyond Massive MIMO: The Potential of Data Transmission With Large Intelligent Surfaces - 2018ABSTRACT:In this Project, we contemplate the potential of knowledge transmission in a system with a large number of radiating
PROJECT TITLE :Maximum Power Point Tracking in Grid Connected Wind Plant by using Intelligent Controller and Switched Reluctance Generator - 2017ABSTRACT:This paper presents intelligent controllers as a most power point tracking

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry