Beyond Empirical Models: Pattern Formation Driven Placement of UAV Base Stations - 2018


This Project considers the location of unmanned aerial vehicle base stations (UAV-BSs) with criterion of minimum UAV-recall-frequency (UAV-RF), indicating the energy potency of mobile UAVs networks. Many different power consumptions, including signal transmit power, on-board circuit power and the ability for UAVs mobility, and the ground user density are taken into consideration. Rather than typical empirical stochastic models, this Project utilizes a pattern formation system to track the instable and non-ergodic time-varying nature of user density. We show that for one time-slot, the optimal placement is achieved when the transmit power of UAV-BSs equals their on-board circuit power. Then, for multiple time-slot length, we tend to prove that the optimal placement updating downside is an integer nonlinear programming let alone an inherent integer linear programming. Since the original downside is NP-hard and can't be solved with conventional recursive strategies, we tend to propose a sequential-Markov-greedy-call strategy to realize close to minimal UAV-RF in polynomial time. Furthermore, we prove that the increment of UAV-RF caused by inaccurate predicted user density is proportional to the generalization error of learned patterns. Here, in regions with giant area, high-rise buildings, or low user density, giant sample sets are required for effective pattern formation.

Did you like this research project?

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

PROJECT TITLE :Empirical Study of Face Authentication Systems Under OSNFD Attacks - 2018ABSTRACT:Face authentication has been widely available on smartphones, tablets, and laptops. As various personal pictures are published in
PROJECT TITLE :Shadow Attacks Based on Password Reuses: A Quantitative Empirical Analysis - 2018ABSTRACT:With the proliferation of internet sites, the protection level of password-protected accounts is now not purely determined
PROJECT TITLE :Implementation of Empirical Mode Decomposition Based Algorithm for Shunt Active Filter - 2017ABSTRACT:In this paper, an on-line empirical mode decomposition (EMD) based mostly algorithm is proposed for the management
PROJECT TITLE : Empirical Analysis and Validation of Security Alerts Filtering Techniques - 2017 ABSTRACT: System directors address security incidents through a variety of monitors, like intrusion detection systems, event logs,
PROJECT TITLE :Empirical analysis of Tor Hidden ServicesABSTRACT:Tor hidden services permit someone to host a website or other transmission control protocol (TCP) service whilst remaining anonymous to visitors. The assortment

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

Project Enquiry