Master Thesis: Latency-Aware AI-Assisted Codebook MU-MIMO Pairing

Technology, Data & Digital · Data, AI & Analytics · Machine Learning · Artificial Intelligence · Data Analysis

In short

Master thesis students are sought to investigate AI methods for improving real-time scheduling in Codebook MU-MIMO. The goal is to reduce computational complexity and scheduler latency while maintaining high pairing quality and system performance by integrating AI into the existing pairing algorithm.

Responsibilities

Explore AI integration into the existing MU-MIMO pairing process to reduce computational complexity and scheduler latency.
Investigate and evaluate different AI applications for the pairing process, such as ranking or pruning candidate UE pairings.
Compare AI models and approaches based on pairing performance, model complexity, computational cost, and latency.

Requirements

Background in machine learning and AI, with hands-on experience using models like LSTMs, CNNs, or other ML models.
Good foundation in communication systems; background in wireless communication or other communication-related fields is a plus.
Experience with model experimentation, debugging, evaluation, and performance analysis.
Interest in AI/ML, AI in RAN, intelligent networks, or next-generation wireless communication.
Good programming and data analysis skills.
Good communication and collaboration skills.

Benefits

Outstanding opportunity to use skills and imagination to push the boundaries of what's possible.
Chance to build solutions never seen before to some of the world's toughest problems.
Will be challenged but not alone, joining a team of diverse innovators.
Encouraged to apply from all backgrounds to realize full potential as part of the Ericsson team.

Skills

LSTMsCNNsmachine learningAIprogrammingdata analysis

#AI#Machine Learning#MU-MIMO#Thesis#Student

About Ericsson

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Our purpose \nTo create connections that make the unimaginable possible.\n\nOur vision\nA world where limitless connectivity improves lives, redefines business and pioneers a sustainable future.\n\nOur values\nPerseverance, professionalism, respect and integrity.\n\nThe future is a place for purpose & vision – ours are clear, and we invite partners, customers and consumers to join us in our journey. \n\nFor a brighter future. For all. Let's #ImaginePossible

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