PhD on Visuotactile perception for robot manipulation

PhD on Visuotactile perception for robot manipulation

Published Deadline Location
6 Oct 20 Feb Eindhoven

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Job description

Visual robot perception has grown tremendously in the last ten years. More and more, artificial neural networks allow to reliably classify objects and segment structures from RGB images. Moreover, they allow for 3D pose estimation for robot manipulation and navigation in partially structured and even unstructured dynamic environments. However, vision alone is not sufficient for manipulation. Versatile interaction with unstructured environments requires a new generation of robots fully exploiting also touch and proprioception (the perception of own movement and associated effort). Combining complementary touch and vision information leads to a better world interpretation. Touch allows for 3D modeling of unseen parts of the environment as well as object mass, inertia, and friction estimation. Combining visuotactile sensing with memory and cognition will improve robot decision making, bringing a robotic arm's motions and behaviour closer to human manipulation capabilities. 

This project is sponsored by the Eindhoven AI Systems Institute (EAISI). 

I.Touch2See Project
The project I.Touch2See involves four departments of the TU/e (Mechanical Engineering, Electrical Engineering, Mathematics & Computer Science, and Industrial Engineering & Innoviation Sciences), collaborating to develop groundbreaking robotics technologies to improve robotic perception for manipulation in unstructured enviroments. The PhD student will have ample opportunities for interaction within the project's principal investigators and the other
2 PhD students involved in the project and may also contribute/collaborate to other robotics projects currently running at TU/e and its partners (e.g., the I.AM. H2020 EU project
https://i-am-project.eu).

Your duties
As a PhD researcher from dynamics and control section, within the robotics and perception group, you will focus on developing and implementing visual and touch perception algorithms to extra 6D pose, shape, occupancy, friction, weight, stiffness information of unknown or partially known objects in the scene. This knowledge you will then integrate with artificial skin and cognition and memory modules developed in collaboration with the two fellow PhD researchers in your team.

Your job will be to reflect and capitalize on findings from ongoing studies at the TU/e on the application of model-based and data-driven approaches for robot-environment physical interaction, including impacts. More specifically, your main tasks will be:
  • Continuously update a detailed literature review of deformable and soft object shape and pose reconstruction from RGB(D) and stereo camera images; estimation of friction and dynamic object properties from force/torque and artificial skin sensors; robot control and perception for physical interaction with rigid and deformable objects;
  • Dissemination of the results of your research in international and peer-reviewed journals and conferences; 
  • Pro-actively enabling the collaboration between the involved disciplines; 
  • Writing a successful dissertation based on the developed research and defending it; 
  • Assume educational tasks like the supervision of Master students and internships;

Specifications

Eindhoven University of Technology (TU/e)

Requirements

We are looking for a candidate who meets the following requirements:
  • You are a talented and enthusiastic young researcher.
  • You have experience with or a strong background in applied mathematics, physics, computer vision and ideally also (robot) dynamics and control. Preferably, you finished a Master's program in (Applied) Mathematics, (Applied) Physics, Mechanical Engineering, Computer Science, Robotics, Systems and Control, Information Technologies, or Electrical Engineering; 
  • Experimental robotics and computer-vision training/experience will be extremely valued, together with demonsteted solid/strong mathematical skills;
  • Candidates with demonstrated low-level / high-level computer programming experince (C++, Python, MATLAB) are sought; the candidate will be required to develop high standard coding skills needed to carry out teir project.
  • You have good commmunication skills and the attitude to participate successfully in the work of a research team;
  • You are creative, ambitious, organized, and persistent;
  • You have good command of the English language (knowledge of Dutch is not required).

Conditions of employment

  • A meaningful job in a dynamic and ambitious university with the possibility to present your work at international conferences.
  • A full-time employment for four years, with an intermediate evaluation (go/no-go) after nine months.
  • To develop your teaching skills, you will spend 10% of your employment on teaching tasks.
  • To support you during your PhD and to prepare you for the rest of your career, you will make a Training and Supervision plan and you will have free access to a personal development program for PhD students (PROOF program).
  • A gross monthly salary and benefits (such as a pension scheme, pregnancy and maternity leave, partially paid parental leave) in accordance with the Collective Labor Agreement for Dutch Universities.
  • Additionally, an annual holiday allowance of 8% of the yearly salary, plus a year-end allowance of 8.3% of the annual salary.
  • Should you come from abroad and comply with certain conditions, you can make use of the so-called '30% facility', which permits you not to pay tax on 30% of your salary.
  • A broad package of fringe benefits, including an excellent technical infrastructure, moving expenses, and savings schemes.
  • Family-friendly initiatives are in place, such as an international spouse program, and excellent on-campus children day care and sports facilities.

Specifications

  • PhD
  • Engineering
  • max. 38 hours per week
  • University graduate
  • V35.5244

Employer

Eindhoven University of Technology (TU/e)

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Location

De Rondom 70, 5612 AP, Eindhoven

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