AI Research Internship: Optimizing 6G Cell Shaping with Machine Learning
il y a 7 jours
Our Purpose: To create connections that make the unimaginable possible.
Our Vision: A world where limitless connectivity improves lives, redefines business, and pioneers a sustainable future.
Our Values: Our culture is built on over a century of courageous decisions, in a place where co-creation and collaboration are embedded in the walls, and where our core values of professionalism, respect, perseverance, and integrity shine through in everything we do.
About the OpportunityMaster Internship AI Research: AI-Based Cell Shaping Optimization in 6G
The exponential increase of mobile traffic due to video and virtual reality applications results in high energy consumption. To make 5G and future 6G services sustainable, it is essential to reduce the telecom network carbon footprint. AI-driven management of radio RAN resources guided by intents, i.e., Service Level Agreement (SLA) between an operator and a service provider, can ensure performance while minimizing energy consumption.
High mmWave frequencies are pivotal for advancing 5G and 6G networks, offering unparalleled data rates and network capacity. Operating between 30 GHz and 300 GHz, the mmWave spectrum is essential to meet the ever-growing demand for wireless data, enabling multi-gigabit speeds and ultra-low latency. This technological capability supports a wide range of innovative applications such as high-definition video streaming, augmented reality (AR), virtual reality (VR), and real-time interactive gaming.
Despite these advantages, mmWave technology presents unique challenges due to its shorter wavelengths, which result in limited propagation range and increased vulnerability to physical obstacles like buildings and foliage. Effective cell shaping becomes indispensable in optimizing mmWave deployments. By dynamically adjusting cell coverage areas and beamforming patterns, cell shaping mitigates these challenges and enhances overall network performance.
In this Master Internship, we will focus on utilizing AI, and in particular, Reinforcement Learning (RL), to optimize Synchronization Signal Block (SSB) codebook selection in multi-cell mmWave 5G networks. This research aims to harness AI's capabilities to dynamically optimize codebook selection, unlocking the full potential of mm-wave technology in modern wireless communications.
Key Responsibilities- Investigate different solutions using Multi-agent Reinforcement Learning (RL) for automating the selection of SSB codebooks in high mmWave environments to enhance the performance of future mobile networks.
- Familiarize yourself with the simulator and customized Gym SSB-environment, review existing literature and frameworks on Multi-agent RL.
- Propose novel Multi-agent RL techniques and adapt the environments to incorporate service differentiation among UEs, and finally, evaluate algorithm performance through simulations or experiments in realistic scenarios.
- Good understanding of Machine Learning algorithms (Reinforcement Learning, Generative-AI, Neural Networks, times series, etc.).
- Good foundation in practical programming skills, experience in Python, and in using scientific Python packages such as PyTorch, Scikit-learn, Numpy, etc.
- Ease with reading and implementing recent machine learning research articles from established conferences (ICLR, ICML, NeurIPS, etc.).
- Background in telecommunication networks will be appreciated, although not a must. Rather, a genuine interest in the applications of the telecom (5G/6G) world and willingness to learn.
- Excellent communication skills both in written and spoken English.
- Knowledge about stack technologies and cloud architectures (optional but recommended): Git, Docker, Kubernetes.
Interns who join us will enjoy an outstanding chance to make connections, to make change, to make a real difference. We are always looking for interns to become permanent members of our Ericsson team, so you'll have the opportunity to discuss your future with us during your internship.
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AI Researcher: Optimizing 6G Cell Shaping with Machine Learning
il y a 3 semaines
Massy, Île-de-France Ericsson Temps pleinAbout this OpportunityWe are seeking a highly motivated and skilled researcher to join our team at Ericsson, a world leader in the rapidly changing environment of communications technology. As a researcher, you will play a key role in utilizing AI and machine learning to optimize 6G network performance, specifically in the area of cell shaping.Key...
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Massy, Île-de-France Ericsson Temps pleinAbout the OpportunityWe are seeking a highly motivated and skilled Master's student to join our team as an AI Research Intern in the field of 6G network optimization. In this role, you will work on developing and implementing AI-driven solutions to optimize 6G network performance, focusing on cell shaping and radio resource management.Key...
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Massy, Île-de-France Ericsson Temps pleinAbout this OpportunityWe are seeking a highly motivated and skilled researcher to join our team at Ericsson, a world leader in the rapidly changing environment of communications technology. As a researcher, you will play a key role in utilizing AI and machine learning to optimize 6G network performance, specifically in the area of cell shaping.Key...
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AI Research Internship: Optimizing 6G Cell Shaping with Machine Learning
il y a 2 semaines
Massy, Île-de-France Ericsson Temps pleinAbout EricssonEricsson is a world leader in the rapidly changing environment of communications technology, providing hardware, software, and services to enable the full value of connectivity.Why Join Us?We're a team of innovators driven to push the boundaries of what's possible. We're passionate about using our skills and creativity to build...
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Massy, Île-de-France Ericsson Temps pleinAbout the OpportunityWe are seeking a highly motivated and skilled AI research intern to join our team at Ericsson. In this role, you will have the opportunity to work on a cutting-edge project that focuses on optimizing 6G cell shaping using machine learning techniques.Project OverviewThe exponential growth of mobile traffic due to video and virtual reality...
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AI Research Internship: Optimizing 6G Cell Shaping with Machine Learning
il y a 3 semaines
Massy, Île-de-France Ericsson Temps pleinAbout EricssonEricsson is a world leader in the rapidly changing environment of communications technology, providing hardware, software, and services to enable the full value of connectivity.Why Join Us?We're a team of innovators driven to go beyond the status quo and build what's next. Our purpose is to create connections that make the unimaginable...
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AI Research Internship: Optimizing 6G Cell Shaping with Machine Learning
il y a 4 semaines
Massy, Île-de-France Ericsson Temps pleinAbout EricssonAt Ericsson, we're shaping the future of connectivity and beyond. As a world leader in the rapidly changing environment of communications technology, we provide hardware, software, and services to enable the full value of connectivity.Why Join Us?We're a team of innovators driven to go beyond the status quo and build what's next. Our purpose is...
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AI Research Internship: Optimizing 6G Cell Shaping with Machine Learning
il y a 2 semaines
Massy, Île-de-France Ericsson Temps pleinAbout EricssonEricsson is a world leader in the rapidly changing environment of communications technology, providing hardware, software, and services to enable the full value of connectivity.Why Join Us?We're a team of innovators driven to go beyond the status quo and build what's next. Our purpose is to create connections that make the unimaginable...
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AI Research Internship: Optimizing 6G Cell Shaping with Machine Learning
il y a 2 semaines
Massy, Île-de-France Ericsson Temps pleinAbout EricssonAt Ericsson, we're shaping the future of connectivity and beyond. As a world leader in the rapidly changing environment of communications technology, we provide hardware, software, and services to enable the full value of connectivity.Why Join Us?We're a team of innovators driven to go beyond the status quo and build what's next. Our purpose is...
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AI Research Internship: Optimizing 6G Cell Shaping with Machine Learning
il y a 4 semaines
Massy, Île-de-France Ericsson Temps pleinAbout EricssonEricsson is a world leader in the rapidly changing environment of communications technology, providing hardware, software, and services to enable the full value of connectivity.Why Join Us?We're a team of innovators driven to go beyond the status quo and build what's next. Our purpose is to create connections that make the unimaginable...
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Massy, Île-de-France Ericsson Temps pleinAbout EricssonEricsson is a world leader in the rapidly changing environment of communications technology, providing hardware, software, and services to enable the full value of connectivity.Why Join Us?We are a team of innovators driven to go beyond the status quo to build what's next. Our purpose is to create connections that make the unimaginable...
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Massy, Île-de-France Ericsson Temps pleinAbout EricssonAt Ericsson, we're shaping the future of connectivity and beyond. As a world leader in the rapidly changing environment of communications technology, we provide hardware, software, and services to enable the full value of connectivity.Why Join Us?We're a team of innovators driven to go beyond the status quo and build what's next. Our purpose is...
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Massy, Île-de-France Ericsson Temps pleinAbout the OpportunityWe are seeking a highly motivated research intern to join our team at Ericsson, working on a Master Thesis Internship project focused on AI-driven cell shaping optimization for 5G and 6G networks.The exponential growth of mobile traffic due to video and virtual reality applications has led to increased energy consumption. To make 5G and...
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Massy, Île-de-France Ericsson Temps pleinAbout this opportunityWe are seeking a highly motivated and skilled Master Intern to join our team at Ericsson, working on a cutting-edge project focused on AI-driven 6G RAN optimization. As a key member of our team, you will contribute to the development of innovative solutions for energy-efficient cell load balancing in 6G RAN networks.Key...
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Massy, Île-de-France Ericsson Temps pleinAbout this opportunityWe are seeking a highly motivated and skilled Master Intern to join our team in AI Research RAN: Energy-efficient cell load balancing in 6G. As a key member of our team, you will play a crucial role in developing innovative solutions to optimize energy efficiency in 6G RAN networks.Key responsibilitiesInvestigate and develop AI-based...
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Massy, Île-de-France Ericsson Temps pleinAbout this opportunityWe are seeking a highly motivated and skilled Master Intern to join our team at Ericsson, working on a cutting-edge project focused on AI-based energy efficiency in 6G RAN management.Key responsibilitiesInvestigate and develop AI-driven solutions for energy-efficient cell load balancing in 6G RANApply modern machine learning methods,...
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AI Researcher
il y a 1 mois
Massy, Île-de-France Ericsson Temps pleinAbout EricssonAt Ericsson, we're shaping the future of connectivity and beyond. As a world leader in the rapidly changing environment of communications technology, we provide hardware, software, and services to enable the full value of connectivity.Why Work with Us?You'll be part of a team of innovators driven to go beyond the status quo and build what's...
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Massy, Île-de-France Ericsson Temps pleinAbout this OpportunityWe are seeking a highly motivated and talented Master's student or final-year engineering student to join our team as an AI Research Intern. In this role, you will have the opportunity to work on a cutting-edge project focused on energy-efficient cell load balancing in 6G RAN using generative-AI decision-making approaches.Why...
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Massy, Île-de-France Ericsson Temps pleinAbout this opportunityWe are seeking a highly motivated and skilled Master Intern to join our team and contribute to the development of energy-efficient 6G RAN management solutions. As a Master Intern, you will work on a specific operation related to cell set selection and load balancing, using modern tools from Reinforcement Learning to learn the optimal...
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Massy, Île-de-France Ericsson Temps pleinAbout this opportunityWe are seeking a highly motivated and skilled Master Intern to join our team at Ericsson, working on a cutting-edge project focused on AI-based energy efficiency in 6G RAN management.Key responsibilitiesInvestigate and develop AI-driven solutions for energy-efficient cell load balancing in 6G RANApply modern machine learning methods,...
