Postdoc in Integrating in-line Vision Technology and AI for Improved Concrete Production - DTU Construct

DTU — Technical University of Denmark; Kongens Lyngby; On-site; DKK 360,000 - 420,000; Full time

Job summary

DTU Construct’s Digital Building Technology section seeks a full-time Postdoc to develop a deep learning–based image analysis framework for in-line monitoring of concrete using hyperspectral imaging. You will enable real-time prediction of material behaviour within production.

You will implement models, train predictive algorithms, and build a GUI for non-experts, collaborating with an interdisciplinary DTU Construct team. PhD required; English fluency expected.

Qualifications

• Background in deep learning, big-data, computer vision, or related fields.
• Background in in-line process monitoring or related fields.
• Preference given to candidates with competence on concrete characterisation and the experimental research.

Responsibilities

• Implement and optimise deep learning–based models for quality control and real-time assessment of concrete constituents within in-line production.
• Develop and train predictive algorithms based on hyperspectral imaging inputs to estimate material properties and performance indicators.
• Develop a GUI to facilitate intuitive application of the model by non-expert users.
• Collaborate with the interdisciplinary DTU Construct and Vistacon teams, especially the other postdoc focusing on material characterisation.
• Disseminate research through publications in top journals and attend conferences.
• Engage in research and teaching activities at the section and departmental level as appropriate.

Skills

Deep learning

Big data

Computer vision

Inline process monitoring

Job description

Are you passionate about inline-vision technology in concrete production?

We are looking for a full-time Postdoc to join the Digital Building Technology (DBT) section at DTU, Department of Civil and Mechanical Engineering (DTU Construct). In this role, you will develop a deep learning–based image analysis framework designed for in-line monitoring of concrete and its constituent materials, utilizing hyperspectral imaging data as input. We want to enable real-time prediction and assessment of the materials’ physicochemical behaviour and performance characteristics. This position is one out of two postdoc positions granted by Innovation Fund Denmark within the VISTACON project.

Responsibilities

As a part of this project, your responsibilities will encompass the following tasks:

• Implement and optimise deep learning–based models for the quality control and real-time assessment of concrete constituents within in-line production.
• Develop and train predictive algorithms based on hyperspectral imaging inputs to estimate determined material properties and performance indicators.
• Developing a graphical user interface (GUI) to facilitate the intuitive application of the model by non-expert users.
• Close collaboration with the rest of our interdisciplinary team at DTU Construct and Vistacon, especially the other postdoc focusing on material characterisation.
• Dissemination of your research through publications in “top rank journals of the field” and attendance to conferences.
• Research and teaching efforts at a section and departmental level as appropriate and relevant (e.g., teach and supervise PhD and MSc student projects).

Qualification

• Background within deep learning, big-data, computer vision, or related fields.
• Background in in-line process monitoring or related fields.
• Preference will be given to the candidates with competence on concrete characterisation and the experimental research.

We are looking for a team player who can also work independently, who is motivated to help and be part of a dynamic research environment; and, who has a positive, supportive and creative outlook. We expect you to have good communication and personal interaction skills and to be fluent in English.

As a formal qualification, you must hold a PhD degree (or equivalent).

We offer

DTU is a leading technical university globally recognized for the excellence of its research, education, innovation and scientific advice. We offer a rewarding and challenging job in an international environment. We strive for academic excellence in an environment characterized by collegial respect and academic freedom tempered by responsibility.

Salary and terms of employment

The appointment will be based on the collective agreement with the Danish Confederation of Professional Associations. In addition, supplements can be negotiated in accordance with DTU’s salary structure for scientific staff: www.inside.dtu.dk/en/human-resources/during-employment/salary/salary-structures.

The period of employment is 18 months. Starting date is as soon as possible (or by mutual agreement). The position is a full-time position.

You can read more about career paths at DTU here.

Further information

Further information may be obtained from Jon Spangenberg () or Navid Ranjbar ().

You can read more about Department of Civil and Mechanical Engineering at www.construct.dtu.dk.

If you are applying from abroad, you may find useful information on working in Denmark and at DTU at DTU – Moving to Denmark.

All interested candidates irrespective of age, gender, disability, race, religion or ethnic background are encouraged to apply. As DTU works with research in critical technology, which is subject to special rules for security and export control, open-source background checks may be conducted on qualified candidates for the position.

DTU Civil and Mechanical Engineering develops and utilises science and technical knowledge for the benefit of society and the sustainable development. We undertake research, education, innovation, and scientific advice of the highest quality within building design and processes, building construction and safety, building energy and technical services, solid mechanics, fluid mechanics, coastal and maritime engineering, materials technology, manufacturing engineering, engineering systems design, design for sustainability, and thermal energy.

DTU – For the benefit of society since 1829DTU is one of Europe's leading elite technical universities. Through research and education at an international top level, we create solutions to the major societal challenges of our time and help secure Europe's global leadership in sustainable technological development. Since Hans Christian Ørsted founded DTU almost 200 years ago, our mission has remained the same: We develop and create value through the natural and technical sciences for the benefit of society. DTU has 13,800 students, 1,600 PhD students, and 6,500 employees. We work in an international environment and have an inclusive, stimulating, and informal work culture. DTU has campuses in all parts of Denmark and in Greenland and collaborates with the best universities around the world.