Reinforcement Learning for Optimal Resource Allocation in UAV-Assisted Integrated Access and Backhaul Cellular Networks

Closed Posted 1 year ago Paid on delivery
Closed Paid on delivery

According to many studies, a layer-based UAV installation provides for improved object interaction. Besides these solutions, research connecting UAVs to multiple layers (U2X) is limited. In particular, no one discussed the issue of resource allocation. This project will help you resolve resource allocation issues and determine the total number of transfers between UAVs. It saves a lot of energy while increasing the likelihood of service delivery. UAVs provide ground users with communications services in a variety of situations, including transportation systems, emergencies, surveillance, and disaster situation. UAV technology's long-term coverage of a particular area in a flexible environment is challenging. Due to finite power resources, low coverage, flight laws, and regulations. As a result, a decentralized solution is required to address these issues. This research described a new distribution strategy that involves several unmanned aerial vehicles (UAVs) in an area to enhance coverage points while consuming less power and ensuring accuracy.

In this project, our basic requirement is Algorithms and Simulations using Matlab or python. In this we want output using Reinforcement learning in terms of minimization of energy consumption. i.e as compared to existing researches based on this it should be more less and efficient energy consumption.

Anybody who is interested in this project, kindly contact me.

Machine Learning (ML) Matlab and Mathematica Algorithm Deep Learning Python

Project ID: #33660327

About the project

7 proposals Remote project Active 1 year ago

7 freelancers are bidding on average ₹29857 for this job

sajjadtaghvaeifr

Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I hav More

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suyashdhoot

Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp More

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datacode0023

Hi, I have +5 years of experience dealing with machine learning algorithms and worked on multiple projects in this field, I absolutely can do your project as you like. Please contact me to discuss more. Have a nice day

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cemuzzamil

Hello! I am experince in deep reinforcment learning for problem solving. I have read your problem statment and i am sure that we can develope an anviroenment that can simulate the actual scenerios or contsraints and us More

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mahatosana123461

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