Internship | Training of deep neural networks using radar measurements made with varying waveform settings
4 weken geleden
What will be your role?
Deep learning techniques typically thrive when large sets of labelled data are available. In the radar domain, labelled data tend to be scarce depending on the application area. So it would be beneficial if all available data could be used. However, in practice measurements may be made with varying radar waveform settings (such as centre frequency, bandwidth, pulse repetition frequency), which has an impact on the representation of the information in the received signal. The unambiguous Doppler interval, for instance, depends on the pulse repetition frequency.
The goal of this assignment is to investigate how radar measurements made with varying waveform settings can be used for training a deep neural network for target classification. One possible approach is the investigation into the use of data representations that are independent of the radar waveform settings, such that the input to the neural network is consistent. Another possible approach is the investigation into neural network architectures that are robust with respect to varying waveform settings. Radar measurements with varying waveform settings are available for this assignment.
You will perform this assignment in the Department of Radar Technology. We are a passionate and creative group of professionals (60 people) dedicated to the specification, development and evaluation of innovative, high-performance MMICs, miniaturised and integrated RF subsystems, antennas and front-ends. The department is at the heart of novel, game-changing radar system and signal processing concepts for the military, space and civil domains.
What we expect from you
You are in the final stages of your degree in artificial intelligence, computer science, physics, mathematics, electrical engineering or a similar degree and have some track record in the field of signal processing or computer vision. You have experience in programming in Matlab and/or Python, you are pragmatic and focused on making things work. Next to technical expertise we value communication skills and a results-driven attitude.
What you'll get in return
You want to work on the precursor of your career; an internship gives you an opportunity to take a good look at your prospective future employer. TNO goes a step further. It’s not just looking that interests us; you and your knowledge are essential to our innovation. That’s why we attach a great deal of value to your personal and professional development. You will, of course, be properly supervised during your internship and be given the scope for you to get the best out of yourself. Naturally, we provide suitable internship compensation.
-
Internship | Applying deep learning to time series of radar data
3 maanden geleden
The Hague, Nederland TNO VoltijdWhat will be your role? Nowadays, deep learning techniques are used in a wide variety of domains, including the radar domain. In the radar domain, deep learning is primarily applied for classification based on some 2D representation of the radar data, e.g., an Inverse Synthetic Aperture Radar (ISAR) image or a spectrogram (i.e., an image of signal...
-
Internship | Applying deep learning to time series of radar data
4 weken geleden
The Hague, Nederland TNO VoltijdWhat will be your role? Nowadays, deep learning techniques are used in a wide variety of domains, including the radar domain. In the radar domain, deep learning is primarily applied for classification based on some 2D representation of the radar data, e.g., an Inverse Synthetic Aperture Radar (ISAR) image or a spectrogram (i.e., an image of signal...
-
The Hague, Nederland TNO VoltijdWhat will be your role? Deep learning techniques usually thrive when large sets of labelled data are available. In the radar domain, labelled data tend to be scarce depending on the application area. By exploiting expert knowledge it may be possible to improve the training process and overall performance when using only small labelled data sets. From...
-
The Hague, Nederland TNO VoltijdWhat will be your role? Deep learning techniques usually thrive when large sets of labelled data are available. In the radar domain, labelled data tend to be scarce depending on the application area. By exploiting expert knowledge it may be possible to improve the training process and overall performance when using only small labelled data sets. From...
-
Internship | Target-matched radar waveforms
3 maanden geleden
The Hague, Nederland TNO VoltijdWhat will be your role? The waveform design is one of the critical aspects in radar performance optimisation. Traditionally chirped waveforms are applied in radar, designed for signal-to-noise ratio optimisation when applying a matched filter for detection. This is however only one criterion that can be used for waveform design. Currently there is a...
-
Internship | Target-matched radar waveforms
4 weken geleden
The Hague, Nederland TNO VoltijdWhat will be your role? The waveform design is one of the critical aspects in radar performance optimisation. Traditionally chirped waveforms are applied in radar, designed for signal-to-noise ratio optimisation when applying a matched filter for detection. This is however only one criterion that can be used for waveform design. Currently there is a...
-
Internship | Space-based Transmitters of Opportunity for Passive Radar
2 maanden geleden
The Hague, Nederland TNO VoltijdAbout this position Passive radars are defined as a technology that uses signals transmitted by other (communication) systems (i.e., transmitters of opportunity), to perform target detection and parameter estimation (e.g., position, velocity, size, etc.) of the target. Recently, several companies have deployed broadband low-orbit communication...
-
Internship | Recurrent deep learning applied to radar data
3 maanden geleden
The Hague, Nederland TNO VoltijdWhat will be your role? Radar observations are hampered by reflections from the background surrounding an object of interest (so-called radar clutter) and sometimes interference of other emitters. Radar clutter may exhibit some temporal structure, e.g., radar reflections from rolling sea waves or from the rotating blades of a wind turbine. Also...
-
Internship | Recurrent deep learning applied to radar data
4 weken geleden
The Hague, Nederland TNO VoltijdWhat will be your role? Radar observations are hampered by reflections from the background surrounding an object of interest (so-called radar clutter) and sometimes interference of other emitters. Radar clutter may exhibit some temporal structure, e.g., radar reflections from rolling sea waves or from the rotating blades of a wind turbine. Also...
-
The Hague, Nederland TNO VoltijdAbout this position Currently, wireless communication and radar sensing are two separate worlds. This is partly because radar mainly works at high frequencies (such as mmWave radar at 77 GHz) due to the required resolution and wireless communication currently only takes place below 6 GHz. In 6G, the differences in frequency will disappear, meaning...
-
The Hague, Nederland TNO VoltijdAbout this position Currently, wireless communication and radar sensing are two separate worlds. This is partly because radar mainly works at high frequencies (such as mmWave radar at 77 GHz) due to the required resolution and wireless communication currently only takes place below 6 GHz. In 6G, the differences in frequency will disappear, meaning...
-
Internship | Urban Logistics Modelling using Python
4 weken geleden
The Hague, Nederland TNO VoltijdAbout this position As cities strive towards creating sustainable and livable urban environments, there is increasing pressure on logistics systems to be designed with minimal impact. This research focuses on merging urban logistics models with digital twin technologies to enable smarter decision making. What will be your role? As policy...
-
Internship
2 maanden geleden
The Hague, Nederland HSD Campus VoltijdGet in touch with us about the posibilities for an internship! We are always looking for enthausiastic new interns for different types of internships. aXite Security Tools is an accredited work placement company in the Netherlands. Are you considering doing an internship at aXite Security Tools? If you: Have a teamplayer mentality, are...
-
Programmer and Security Specialist
2 maanden geleden
The Hague, Nederland HSD Campus VoltijdWhat are you going to do: As a Programmer and security specialist you will work with us every day with new issues in industrial cybersecurity. This means that you think along and build our innovative security solutions. Not just building, but also thinking about new possibilities. You continuously encounter new challenges that ensure that you go home...
-
Programmer and Security Specialist
4 weken geleden
The Hague, Nederland HSD Campus VoltijdWhat are you going to do: As a Programmer and security specialist you will work with us every day with new issues in industrial cybersecurity. This means that you think along and build our innovative security solutions. Not just building, but also thinking about new possibilities. You continuously encounter new challenges that ensure that you go home...
-
Internship | Geospatial analysis for military decision-making
1 maand geleden
The Hague, Nederland TNO VoltijdAbout this position Within military operations, tactical decisions are made to achieve specific goals during the mission. Tactical decision-making is performed at various layers (from brigades to platoons or even single soldiers) and contains key aspects like terrain analysis, fire support and maneuver, enemy assessment etc. Tactical decisions in...
-
Internship | Geospatial analysis for military decision-making
4 weken geleden
The Hague, Nederland TNO VoltijdAbout this position Within military operations, tactical decisions are made to achieve specific goals during the mission. Tactical decision-making is performed at various layers (from brigades to platoons or even single soldiers) and contains key aspects like terrain analysis, fire support and maneuver, enemy assessment etc. Tactical decisions in...
-
The Hague, Nederland TNO VoltijdAbout this position A number of enablers are researched for adoption in the targeted 6G mobile network technology, including ultra-massive MIMO beamforming, the use of optical wireless communication (OWC), network ultra-densification and cell-free networking, largely aiming to tackle the looming RF spectrum shortage and fulfil the needs of...
-
The Hague, Nederland TNO VoltijdAbout this position A number of enablers are researched for adoption in the targeted 6G mobile network technology, including ultra-massive MIMO beamforming, the use of optical wireless communication (OWC), network ultra-densification and cell-free networking, largely aiming to tackle the looming RF spectrum shortage and fulfil the needs of...
-
Systems Engineer(ID: 2038)
5 dagen geleden
The Hague, Nederland STAFIDE VoltijdJob DescriptionAbout us: Stafide is the premier destination for tech talent consulting, providing comprehensive employment services throughout Europe. Our mission is straightforward: to effortlessly connect job seekers with employers, focusing on the rapidly changing technology sector. Boasting unparalleled expertise and a steadfast commitment, we specialize...
