Master Thesis Evaluation of Radio Technologies for Mobile Autonomous Robots: Coverage Performance and Localization
CENTER FOR VISION AUTOMATION & CONTROL
- Dive into the state of the art in radio technologies for large outdoor environments focusing on solutions such as LoRa/LoRaWAN Wi-Fi / Wi-Fi HaLow private 5G / campus networks UWB and mesh-based approaches.
- Derive system requirements from a representative large-scale outdoor robotics scenario: area size typical link distances number and type of nodes (mobile machines fixed infrastructure sensors) required data rates latency bounds availability and robustness needs.
- Analyze and model coverage and capacity of selected radio technologies comparing coverage range per node infrastructure density achievable throughput and latency device energy consumption and scalability for different deployment concepts.
- Investigate coarse localization capabilities of radio technologies as a fallback in case of GNSS degradation or loss e.g. using RSSI-based methods time-difference-of-arrival (TDoA) or other multilateration approaches and assess achievable accuracy.
- Study how radio-based information can support dead reckoning analyzing to what extent translation (position change) and rotation (heading/orientation) can be inferred or stabilized from communication infrastructure.
- Develop simulation or analytical evaluation scenarios (e.g. in Python) to compare different radio technologies and configurations perform sensitivity analyses and visualize trade-offs between coverage localization quality infrastructure effort and energy use.
- Work as part of an experienced research team receive close mentorship from scientists in robotics wireless communication and localization and learn how to plan document and present an applied research project in a professional R&D environment giving your scientific career a strong application-driven kick-start.
Your qualifications as an Ingenious Partner:
- Ongoing masters studies in Telecommunications Electrical Engineering Computer Science Robotics Mechatronics or a related technical field.
- Solid coding skills in Python; experience with simulation or modelling tools (e.g. for wireless systems or network analysis) is an advantage.
- Basic understanding of wireless communication principles (link budgets propagation latency basic networking) and/or strong motivation to acquire this knowledge.
- Interest in autonomous systems mobile robotics wireless networks and localization.
- Analytical mindset with enjoyment of conceptual work modelling and quantitative comparison of alternatives.
- Ability to work both independently and as part of a team
- Good command of English (spoken and written).
What to expect:
- Duration of the masters thesis: 6 months.
- Start date: as soon as possible
- The opportunity to kick-start your scientific career in an applied research environment work on highly relevant questions at the interface of robotics and wireless communication and contribute to the design of future communication and localization architectures for autonomous mobile work machines.
- EUR 1.00506 gross per month for 20 hours/week based on the collective agreement. There will be additional company benefits. As a research institution we are experienced in supervising masters theses and will support you throughout the project from definition of the topic to scientific writing publication and presentation.
At AIT we create an inclusive and family-friendly working environment that promotes equal opportunities and actively strengthens diversity across our workforce and in leadership positions. Among other initiatives we are committed to increasing the proportion of women in our company and therefore particularly welcome applications from female applicants.
Please submit your application documents including your CV cover letter relevant certificates (transcript of records) online.
As Austrias largest research and technology organization for applied research we are dedicated to make substantial contributions to solving the major challenges of our time climate change and digitalization. To achieve our goals we rely on our specific research development and technology competencie...
Master Thesis Evaluation of Radio Technologies for Mobile Autonomous Robots: Coverage Performance and Localization
CENTER FOR VISION AUTOMATION & CONTROL
- Dive into the state of the art in radio technologies for large outdoor environments focusing on solutions such as LoRa/LoRaWAN Wi-Fi / Wi-Fi HaLow private 5G / campus networks UWB and mesh-based approaches.
- Derive system requirements from a representative large-scale outdoor robotics scenario: area size typical link distances number and type of nodes (mobile machines fixed infrastructure sensors) required data rates latency bounds availability and robustness needs.
- Analyze and model coverage and capacity of selected radio technologies comparing coverage range per node infrastructure density achievable throughput and latency device energy consumption and scalability for different deployment concepts.
- Investigate coarse localization capabilities of radio technologies as a fallback in case of GNSS degradation or loss e.g. using RSSI-based methods time-difference-of-arrival (TDoA) or other multilateration approaches and assess achievable accuracy.
- Study how radio-based information can support dead reckoning analyzing to what extent translation (position change) and rotation (heading/orientation) can be inferred or stabilized from communication infrastructure.
- Develop simulation or analytical evaluation scenarios (e.g. in Python) to compare different radio technologies and configurations perform sensitivity analyses and visualize trade-offs between coverage localization quality infrastructure effort and energy use.
- Work as part of an experienced research team receive close mentorship from scientists in robotics wireless communication and localization and learn how to plan document and present an applied research project in a professional R&D environment giving your scientific career a strong application-driven kick-start.
Your qualifications as an Ingenious Partner:
- Ongoing masters studies in Telecommunications Electrical Engineering Computer Science Robotics Mechatronics or a related technical field.
- Solid coding skills in Python; experience with simulation or modelling tools (e.g. for wireless systems or network analysis) is an advantage.
- Basic understanding of wireless communication principles (link budgets propagation latency basic networking) and/or strong motivation to acquire this knowledge.
- Interest in autonomous systems mobile robotics wireless networks and localization.
- Analytical mindset with enjoyment of conceptual work modelling and quantitative comparison of alternatives.
- Ability to work both independently and as part of a team
- Good command of English (spoken and written).
What to expect:
- Duration of the masters thesis: 6 months.
- Start date: as soon as possible
- The opportunity to kick-start your scientific career in an applied research environment work on highly relevant questions at the interface of robotics and wireless communication and contribute to the design of future communication and localization architectures for autonomous mobile work machines.
- EUR 1.00506 gross per month for 20 hours/week based on the collective agreement. There will be additional company benefits. As a research institution we are experienced in supervising masters theses and will support you throughout the project from definition of the topic to scientific writing publication and presentation.
At AIT we create an inclusive and family-friendly working environment that promotes equal opportunities and actively strengthens diversity across our workforce and in leadership positions. Among other initiatives we are committed to increasing the proportion of women in our company and therefore particularly welcome applications from female applicants.
Please submit your application documents including your CV cover letter relevant certificates (transcript of records) online.
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