[visionlist] Open PhD Position in Deep Learning and Computer Vision at U. Grenoble Alpes and U. Lisbon
Nuno Cruz Garcia
nunocruzgarcia at gmail.com
Tue Aug 8 14:02:34 -04 2023
Topic: "Deep Learning-based Digital Twin of Manufacturing Systems"
The PhD fellowship is centered around the exploration and development of
digital twins in manufacturing systems, virtual models that mirror physical
systems for real-time analysis, monitoring, and optimization. These digital
twins are instrumental in modern smart industries, aiding in production
planning and control by merging past, present, and future data for
intelligent decision-making. Specific applications include real-time
monitoring and production control, yet their creation and maintenance
present challenges such as data consistency and timely input.
This research project aims to tackle these challenges by incorporating
computer vision to facilitate Automated Digital Twins Generation. Using
cameras and sensors, the work will focus on capturing physical asset data,
addressing complex issues such as 2D object recognition, 3D volume
estimation, and multiple view integration. The outcome is an application
for camera-based digital twin production systems involving human operators.
By employing deep learning models and providing a flexible, real-time
approach, this work seeks to reduce the time and cost of constructing
digital twins while adapting to various manufacturing scenarios.
The position is for a 3 year PhD program.
The student will spend 1 year at U. of Lisbon under the supervision of Nuno
Garcia <https://ncgarcia.github.io/>, and 2 years at U. of Grenoble Alpes
under the supervision of Pierre David
The application notice will be published soon.
The estimated starting date is Nov. 1, 2023.
The contract and salary will be according to the French legislation.
Candidates should hold a MSc degree in computer science or related areas.
Desirable qualifications include knowledge in deep learning and computer
vision and a strong research passion.
You are kindly invited to contact Pierre David (pierre.david at grenoble-inp.fr
) and Nuno C Garcia (ncgarcia at fc.ul.pt) if you are interested.
Nuno Cruz Garcia
Faculty of Sciences, Univ. of Lisbon
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