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Location

Poland

Rate

$23  / per hour

Years of experience

8+

About

I am currently pursuing a Ph.D. in Electronics and Telecommunications at Poznań University of Technology, where I have been deeply involved in research focused on the utilization of machine learning, particularly reinforcement learning, for optimizing wireless communication systems such as M-MIMO networks. My academic journey has allowed me to contribute to significant national and international research projects, with my work being published in renowned journals like IEEE Transactions on Intelligent Transportation Systems and IEEE Access. Alongside my academic pursuits, I serve as a Research and Didactic Assistant, where I teach courses on wireless system simulations and programming. In my professional role as a Senior R&D Engineer at Rimedo Labs, I focus on developing machine learning-based algorithms to enhance the management of 5G and beyond networks, particularly within the Open RAN architecture. My work primarily involves optimizing energy efficiency in M-MIMO networks, as well as addressing beam management and security aspects. Previously, I contributed to the implementation of spectrum sharing standards for the Citizen Broadband Radio Service. My experience also includes internships and research projects where I developed programming tools and contributed to the advancement of spatial sound technologies. My background is a blend of academic rigor and practical application, making me well-versed in both research and development in the field of telecommunications.

Tech Stack

Research, C++, Machine Learning, Network, Python

Experience

  • Focused on creating machine-learning based algorithms for the management of 5G and beyond networks, particularly within the Open RAN architecture.
  • Specialized in optimizing energy efficiency in M-MIMO networks as part of R&D efforts at Rimedo Labs.
  • Conducting research on the application of reinforcement learning techniques for system-level optimization of M-MIMO networks, improving both energy and spectral efficiency.
  • Worked on the implementation of spectrum sharing standards for Citizen Broadband Radio Service, using Python.
  • Serving as a Research and Didactic Assistant, teaching simulation techniques for wireless systems and programming at Poznań University of Technology.
  • Developed tools in C++ for an immersive video player at the Poznan Supercomputing and Networking Center.
  • Developed a VST plugin for visualizing spatial sound energy around a microphone array during an internship at Zylia, enhancing programming skills and knowledge in spatial sound processing.

Employment history

Senior Research and Development Engineer, Rimedo Labs July 2023 - Present
  • Developed machine-learning based algorithms for managing 5G and beyond networks.
  • Focused on energy efficiency optimization in M-MIMO networks.
  • Worked on beam management and security aspects within Open RAN architecture.
  • Collaborated with cross-functional teams to enhance network management strategies.
R&D Engineer, Rimedo Labs May 2021 - July 2023
  • Implemented spectrum sharing standards for Citizen Broadband Radio Service using Python.
  • Contributed to projects related to the Open Radio Access Network concept.
  • Developed and tested algorithms to optimize network performance.
  • Conducted research on advanced wireless communication technologies.
Research & Didactic Assistant, Institute of Radiocommunications PUT March 2023 - Present
  • Taught classes on wireless system simulations and programming techniques.
  • Conducted research on reinforcement learning for system-level optimization of M-MIMO networks.
  • Mentored students in their research projects and academic work.
  • Collaborated with faculty on research publications and conference presentations.
Programmer C++, Poznan Supercomputing and Networking Center May 2018 - September 2018
  • Developed tools for an immersive video player in the laboratory of new media.
  • Enhanced the functionality of multimedia applications through C++ programming.
  • Collaborated with the research team to integrate new features into existing platforms.
  • Tested and debugged software to ensure optimal performance and stability.
Research Project, Zylia December 2017 - January 2018
  • Analyzed the MPEG group platform for evaluating six degrees of freedom (6DoF) audio.
  • Ran the platform with example recordings to identify and resolve potential issues.
  • Collaborated with the research team to improve the platform’s capabilities.
  • Provided detailed reports on the platform’s performance and potential enhancements.
Research Development Software Engineer, Zylia July 2017 - September 2017
  • Developed a VST plugin for visualizing spatial sound energy in real-time around a microphone array.
  • Enhanced programming skills and knowledge in spatial sound processing.
  • Collaborated with the R&D team to integrate the plugin with existing audio processing tools.
  • Tested and optimized the plugin to ensure high performance and user satisfaction.

Education history

Politechnika Poznańska 2019 - 2024 Doctor of Philosophy - PhD, Technical IT andTelecommunications
Poznan University of Technology 2018 - 2019 Master of Science - MS, Electronics and Telecommunications
Poznan University of Technology 2014 - 2018 Bachelor of Science - BS, Electronics and Telecommunications
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