In-person vs virtual conference? Which is better?
There has been a surge in discussion that recent social media aspects of the society has driven humans closer virtually, but physically further. In the modern world it is easy for anyone to find a job, house, study course or even simple daily life activities just by “looking up” online and connecting with relevant material…
Multiagent RL and Scalability Challenges for Random Access in MTC
Machine-type communication (MTC) paradigm in wireless communication will help connect millions of devices to perform different tasks without human involvement. There are numerous use cases of MTC, such as a factory automation, fleet management, smart homes and smart metering, e-health and smart logistics, etc. Mostly, the devices called machine-type devices (MTDs) in the MTC network…
SMURF: Reliable Multipath Routing in Flying Ad-Hoc Networks
Unmanned Aerial Vehicles (UAVs) are used in a wide range of applications, from tracking and monitoring animals in remote areas [1] to military applications [2]. In general, drones are used to search, identify and monitor interesting events over massive and/or inaccessible areas. In order to effectively accomplish the task, multiple UAVs are deployed in a certain area and are expected to coordinate actions in an autonomous fashion or execute direct instructions from a control center.
Curriculum Learning for mmWave Beam Selection
Curriculum Learning Curriculum Learning [1] is a biologically inspired procedure to train machine learning models. While it is usual practice to train Neural Networks (NNs) using batches of data sampled uniformly in random from the training dataset, curriculum learning mimics the way humans learn, starting from simpler training samples that unveil general and raw concepts,…
What is Open-RAN and How ML Plays a Big Role in its Development?
In this post we will be talking about the following topics: What is Open RAN? Open RAN and 5G. Current challenges and its limitations. The importance of AI/ML for Open-RAN. Open RAN vs Legacy network architecture To start talking about open-RAN we can first have a look of how a traditional network architecture is designed:…
My Ph.D. in Finland
My name is Parham and I want to share my journey in ITN WindMill project with you. I was born in Shiraz, a southwest city in Iran. I got my bachelor’s degree from Shiraz University in communications engineering. During this time we had some alumni occasionally visiting the university, and they shared their stories with…
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