Master thesis – Diffusion model for wireless channel estimation
Location: Kista, Stockholm
Preferred starting date: Jan. 2025
Extent: 1-2 student, 30hp.
About the company
Founded in 1988, Huawei Technologies is one of the fastest growing telecommunications and network solutions providers in the world. At Huawei Technologies, we look for people who share our vision: to enrich life with communication. We are a leading supplier of next generation telecom networks and currently serve 37 of the world’s top 50 operators. Our people are committed to providing innovative products, services and solutions and understand it as their mission to create long-term value and growth potential for our clients.
The Huawei office in Sweden is the leading overseas R&D office in Huawei, and the Wireless Algorithm group at Huawei Sweden drives innovation for the Huawei Wireless RAN product. We work on both advanced receivers and on Radio Resource Management algorithms, for both 5G and beyond.
Thesis description
5G wireless communication systems utilize large antenna arrays to meet the ever-increasing demands for higher data rates. To fully exploit the advantages of using large antenna arrays, accurate channel state information acquisition is crucial for enabling advanced beamforming design. This thesis aims to investigate various deep learning techniques, such as transformers and diffusion models, for wireless channel estimation, evaluate their performance and complexity, and propose cost-efficient algorithms suitable for 5G and beyond products.
Qualifications
- Master student in Electrical Engineering or equivalent.
- A solid theoretical background in areas such as deep learning, digital communications and signal processing.
- Experience in deep learning.
- Proficient in Python or comparable programming languages.
Contact person
Leo Wang
Stockholm
About Huawei Sweden R&D
Founded in 1987, Huawei Technologies is one of the fastest growing telecommunications and network solutions providers in the world.
In 2000, Huawei established the first overseas R&D office in Sweden. Huawei Technology Sweden is continuously growing and with 300+ R&D engineers located in Stockholm, Gothenburg and Lund we are trailblazing the path to future 5G and beyond with focus on standardization, research and pre-development.
Master thesis – Diffusion model for wireless channel estimation
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