PROJECT TITLE :

Cognitive Cellular Networks: A Q-Learning Framework for Self-Organizing Networks

ABSTRACT:

Self-organizing networks (SON) aim at simplifying network management (NM) and optimizing network capital and operational expenditure through automation. Most SON functions (SFs) are rule-primarily based management structures, that evaluate metrics and judge actions primarily based on a collection of rules. These rigid structures are, but, terribly advanced to style since rules should be derived for every SF in every possible situation. In observe, rules only support generic behavior, which cannot reply to the precise scenarios in each network or cell. Moreover, SON coordination becomes very difficult with such varied management structures. In this paper, we have a tendency to propose to advance SON toward cognitive cellular networks (CCN) by adding cognition that allows the SFs to independently learn the specified optimal configurations. We propose a generalized Q-learning framework for the CCN functions and show how the framework fits to a general SF management loop. We tend to then apply this framework to 2 functions on mobility robustness optimization (MRO) and mobility load balancing (MLB). Our results show that the MRO operate learns to optimize handover performance while the MLB perform learns to distribute instantaneous load among cells.


Did you like this research project?

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


PROJECT TITLE :Resource Allocation in Cognitive Underlay System With Uncertain Interference Channel’s Statistics - 2018ABSTRACT:In this letter, resource allocation is investigated for multiple pairs of secondary users during
PROJECT TITLE :Regret Minimization for Primary/Secondary Access to Satellite Resources With Cognitive Interference - 2018ABSTRACT:There are different varieties of uncertainty in satellite communications, including cognitive interferers,
PROJECT TITLE :A Sensing Contribution-Based Two-Layer Game for Channel Selection and Spectrum Access in Cognitive Radio Ad-hoc Networks - 2018ABSTRACT:In cognitive radio (CR) networks, the secondary users (SUs) sense the spectrum
PROJECT TITLE :Statistical Admission Control in Multi-Hop Cognitive Radio Networks - 2018ABSTRACT:We tend to address the matter of online admission management in multi-hop, multi-transceiver cognitive radio networks where the
PROJECT TITLE :Session-Based Cooperation in Cognitive Radio Networks: A Network-Level Approach - 2018ABSTRACT:Currently, the cooperation-based mostly spectrum access in cognitive radio networks (CRNs) is implemented via cooperative

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

Project Enquiry