Differences

This shows you the differences between two versions of the page.

Link to this comparison view

Both sides previous revisionPrevious revision
Next revision		Previous revision
Next revisionBoth sides next revision
jobs [2014/08/05 08:37] – [Theses and Jobs] jworchjobs [2021/10/21 15:37] – [Theses and Student Jobs] pmania
Line 1: Line 1:
 ~~NOTOC~~ ~~NOTOC~~
-=====Theses and Jobs===== 
-If you are looking for a bachelor/master thesis or a job as a student research assistant, you may find some interesting opportunities on this page. 
  
 +=====Open researcher positions=====
  
 +====Digital Twin Knowledge Base for submarine robot inspection/manipulation====
 +The Institute for Artificial Intelligence (IAI) investigates methods for cognition-enabled robot control. The research is at the intersection of robotics and Artificial Intelligence and includes methods for intelligent perception, dexterous object manipulation, plan-based robot control, and knowledge representation for robots. 
  
-== GPU-based Parallelization of Numerical Optimization Techniques (BA/MA/HiWi)==+As a researcher of the IAI, you actively research by applying and extending the elaborated methods and tools of the IAI (e.g., CRAM, KnowRoB, and openEASE) to the uncertainties of limited resources, computation, and sensor data of submarine robots. You develop a Digital Twin that simulates harsh continuously evolving environments and service tasks on real robots. You design a detailed representation of an environment to be inspected, including data coming from past inspections, both similar and different (e.g., transfer learning from an inspection of the interior of an installation). Your research will be especially the environment representation, semantic annotation, and sensor data fusion deal with noisy data and unreliable information in dynamic environments. You work with IAI researchers and engineers of the ROSEN Group, implementing a service for underwater pipeline inspection and maintenance.
  
-In the field of Machine Learning, numerical optimization techniques play a focal role. However, as models grow larger, traditional implementations on single-core CPUs suffer from sequential execution causing a severe slow-down. In this thesis, state-of-the-art GPU frameworks (e.g. CUDA) are to be investigated in order implement numerical optimizers that substantially profit from parallel execution.+**Prerequisites:** You have a strong background in some of the following fields: 
 +  * Digital Twins  
 +  * Knowledge Representation 
 +  * Data structures 
 +  * Data Stream Representation.  
 + 
 +**Hiring institution:** University of Bremen 
 + 
 +**PhD Enrollment:** PhD position in the Institute for Artificial Intelligence at University of Bremen. The project involves collaboration with ROSEN in Bremen and UiO in Oslo.  
 + 
 +The PhD examination acceptance requires a “Certificate of Equivalence for Foreign Vocational Qualifications”. More information available at [[https://www.kmk.org/zab/central-office-for-foreign-education/certificate-of-equivalence.html]] and [[https://www.uni-bremen.de/fileadmin/user_upload/sites/international/Studieren_in_Bremen/AnerkennungPromotion.pdf]] . Obtaining such a certificate is not necessary for the job application, but it is required later in the recruitment process. 
 + 
 +**Duration of the project:** 36 months 
 + 
 +**Main Academic Supervisor:** Prof. Michael Beetz, contact: beetz@cs.uni-bremen.de 
 + 
 +**Co-supervisors:** prof. Einar Broch Johnsen (UiO, Norway), dr. Peter Kampmann (ROSEN, Germany) 
 +=====Theses and Student Jobs===== 
 +If you are looking for a bachelor/master thesis or a job as a student research assistant, you may find some interesting opportunities on this page. 
 + 
 + 
 +== Physics-based grasping in VR with finger tracking(Student Job / HiWi) == 
 + 
 +Implementing physics-based grasping models in virtual environments, 
 +using Manus VR.
  
 Requirements: Requirements:
-  * Skills in numerical optimization algorithms +  * Good C++ programming skills 
-  * Good programming skills in Python and C/C+++  * Familiar with skeletal animations 
 +  * Experience with simulators/physics-/game- engines 
 +  * Familiar with Unreal Engine API 
 +  * Familiar with version-control systems (git) 
 +  * Able to work independently with minimal supervision
  
-Contact: [[team:daniel_nyga|Daniel Nyga]]+Contact: [[team:andrei_haidu|Andrei Haidu]]
  
-== Online Learning of Markov Logic Networks for Natural-Language Understanding (MA)== 
  
-Markov Logic Networks (MLNs) combine the expressive power of first-order logic and probabilistic graphical models. In the past, they have been successfully applied to the problem of semantically interpreting and completing natural-language instructions from the web. State-of-the-art learning techniques mostly operate in batch mode, i.e. all training instances need to be known in the beginning of the learning process. In context of this thesis, online learning methods for MLNs are to be investigated, which allow incremental learning, when new examples come in one-by-one.+ 
 +<html><!-- 
 +== Lisp / CRAM support assistant (HiWi) == 
 + 
 +Technical support for the group for Lisp and the CRAM framework. \\ 
 +8+ hours per week for up to 1 year (paid).
  
 Requirements: Requirements:
-  * Experience in Machine Learning. +  * Good programming skills in Common Lisp 
-  * Experience with statistical relational learning (e.g. MLNs) is helpful. +  * Basic ROS knowledge
-  * Good programming skills in Python.+
  
-Contact: [[team:daniel_nyga|Daniel Nyga]]+The student will be introduced to the CRAM framework at the beginning of the job, which is a robot programming framework written in Lisp. The student will then be responsible for assisting not familiar with the framework people, explaining them the parts they don't understand and pointing them to the relevant documentation sources.
  
 +Contact: [[team:gayane_kazhoyan|Gayane Kazhoyan]]
 +--></html>
  
-==HiWi-Position: Knowledge Representation & Language Understanding for Intelligent Robots==+<html><!-- 
 +== Mesh Editing / Mesh Segmentation/Cutting (Student Job / HiWi)== 
 + {{ :research:human_hand_cutting.png?150|}}
  
-In the context of the European research project RoboHow.Cog [1,2] we + Editing and cutting a human mesh into different parts in Blender / Maya (or other).
-are investigating methods for combining multimodal sources of knowledge (e.g. video, natural-language recipes or computer games), in order to enable mobile robots to autonomously acquire new high level skills like cooking meals or straightening up rooms.  +
  
-The Institute for Artificial Intelligence is hiring a student researcher for the +Requirements: 
-development and the integration of probabilistic methods in AI, which enable intelligent robots to understand, interpret and execute natural-language instructions from recipes from the World Wide Web.+  * Good knowledge in 3D Modeling 
 +  * Familiar with Blender / Maya (or other)
  
-This HiWi-Position can serve as a starting point for future Bachelor's, Master's or Diploma Theses.+Contact: [[team/mona_abdel-keream|Mona Abdel-Keream]] 
 +--></html>
  
-Tasks: + 
-  * Implementation of an interface to the Robot Operating System (ROS). + 
-  * Linkage of the knowledge base to the executive of the robot. +== 3D Animation and Modeling (Student Job / HiWi)== 
-  * Support for the scientific staff in extending and integrating components onto the robot platform PR2.+ {{ :research:kitchen_unreal.jpg?200|}}  
 + 
 +Developing and improving existing or new 3D (static/skeletal) 
 +models in Blender / Maya (or other). Further importing and testing the 
 +models against Unreal Engine. 
 + 
 +Bonus: Working with state of the art 3D Scanners [[https://www.goscan3d.com/|Go!SCAN]] for creating sketching new models.
  
 Requirements: Requirements:
-  * Studies in Computer Science (Bachelor's, Master's or Diploma) +  * Experience with Blender / Maya (or other) 
-  * Basic skills in Artificial Intelligence +  * Knowledge of Unreal Engine material / lightning development 
-  * Optional: basic skills in Probability Theory +  * Familiar with version-control systems (git) 
-  * Optional: basic skills in Machine Learning +  * Able to work independently with minimal supervision
-  * Good programming skills in Python and Java+
  
-Hours: 10-20 h/week+Contact: [[team:andrei_haidu|Andrei Haidu]]
  
-Contact: [[team:daniel_nyga|Daniel Nyga]] 
  
-[1] www.robohow.eu\\ +== App zur Generierung von Ernährungsempfehlungen (BA Thesis) ==
-[2] http://www.youtube.com/watch?v=0eIryyzlRwA+
  
 +Dies ist ein Wissensrepräsentations-Thema. Basierend auf einem bestehenden Wissensgraphen mit Produktinformationen sollen weitere ernährungsspezifische Informationen wie z.B. Substitute für Rezeptzutaten oder Rezepte für spezielle Ernährungsgewohnheiten generiert werden. Diese Informationen müssen aus bestehenden web-Quellen extrahiert und mit dem Wissensgraphen verknüpft werden. Die Informationen sollen dann in einer Smartphone-App (Android) visualisiert werden. Dabei kann auf bestehenden Apps aufgebaut werden. 
  
-== Depth-Adaptive Superpixels (BA/MA)== +Aufgaben: 
- {{ :research:dt_dasp.png?200|}} +  * Arbeit mit Wissensrepräsentation und Wissensgraphen 
-We are currently investigating a new set of sensors (RGB-D-T), which is a combination of a kinect with a thermal image camera. Within this project we want to enhance the Depth-Adaptive Superpixels (DASP) to make use of the thermal sensor data. Depth-Adaptive Superpixels oversegment an image taking into account the depth value of each pixel.+  * Wissensakquisition aus web-Quellen 
 +  * App Entwicklung mit der Unity game engine und/oder Flutter  
 + 
 +Contact: [[team:michaela_kümpel|Michaela Kümpel]] 
 + 
 +== Sprachauswahl für Shopping Assistenten (BA Thesis) == 
 + 
 +Weiterentwicklung eines Produktinformationssystems im Einzelhandel für Smartphones (Android) um eine Sprachauswahl. Anzeige der jeweiligen Informationen in der gewünschten Sprache. 
 +Dabei wird auf bestehenden Apps aufgebaut.  
 + 
 +Aufgaben: 
 +  * App Entwicklung mit der Unity game engine und Flutter  
 +  * Erweiterung der App um eine Sprachauswahl 
 +  * Arbeit mit Wissensrepräsentation und Wissensgraphen für Sprachmodellierung 
 + 
 + 
 +Contact: [[team:michaela_kümpel|Michaela Kümpel]] 
 + 
 +== Situational awareness in kitchen environments (MA Thesis) == 
 + 
 +This is a knowledge representation topic including knowledge graphs. The idea is so link external Web-knowledge to an existing knowledge framework in order to include situational awareness so that a robot acting in a household environment can infer what an object is used for in a given situation. 
 + 
 +A result would be that a spoon next to a bowl with cereal would be used for eating while a spoon on a stove next to a pot would be used for stirring. 
 + 
 +requirements: 
 +  * Work with KnowRob knowledge processing framework 
 +  * Work with knowledge graphs and Linked Data to create a situational awareness knowledge graph that can be linked to KnowRob 
 +  * Implement reasoning about situations (based on perceived environment) and object use 
 + 
 + 
 +Contact: [[team:michaela_kümpel|Michaela Kümpel]] 
 +== Integration of novel objects into Digital Twin Knowledge Bases (MA Thesis) == 
 + 
 +In this thesis, the goal is to make a robotic system learn new objects automatically. 
 +The system should be able to generate the necessary models required for re-detecting it again and also consult online information sources to automatically acquire knowledge about it. 
 + 
 +The focus of the thesis would be two-fold: 
 +  * Develop methods to automatically infer the object class of new objects. This would include perceiving it with state of the art sensors, constructing a 3d model of it and then infer the object class from online information sources. 
 +  * In the second step the system should also infer factual knowledge about the object from the internet and assert it into a robotic knowledgebase. Such knowledge could for example include the category of this product, typical object properties like its weight or typical location and much more.
  
-Since the current implementation of DASP is not very performant for high resolution images, there are several options for doing a project in this field like reimplementing DASP using CUDA, investigating how thermal data can be integrated, ... 
  
 Requirements: Requirements:
-  * Basic knowledge of image processing +  * Knowledge about sensor data processing 
-  * Good programming skills in C/C++. +  * Interest in model construction from sensory data 
-  * Experience with CUDA is helpful+  * Work with KnowRob knowledge processing framework
  
-Contact: [[team:jan-hendrik_worch|Jan-Hendrik Worch]] 
  
 +Contact: [[team:patrick_mania|Patrick Mania]]
  
-== Physical Simulation of Humans (BA/MA)== 
- {{ :research:human_model.png?200|}} 
  
-For tracking people, the use of particle filters is a common approach. However, the quality of those filters heavily depends on the way particles are spread. In this thesis, a library for the physical simulation of a human model is to be implemented.+== Development of Modules for Robot Perception (Hiwi Job) == 
 +In our research group, we focus on the development of modern robots that can make use of the potential of game engines. One particular research direction, is the combination of computer vision with game engines. 
 +In this context, we are currently offering multiple Hiwi positions / student jobs for the following tasks: 
 +  * Software development to create Interfaces between ROS and Unreal Engine 4 (mainly C++) 
 +  * Software development for our Robot Perception framework [[http://robosherlock.org/|RoboSherlock]] which contains many algorithms for computer vision problems (mainly C++)
  
 Requirements: Requirements:
-  * Good programming skills in C/C++ +  * Experience in C++. 
-  * Optional: Experience in working with physics libraries such as Bullet+  * Basic understanding of the ROS middleware. 
 +The spoken language in this job is german or english, based on your preference.
  
-Contact: [[team:jan-hendrik_worch|Jan-Hendrik Worch]]+Contact: [[team:patrick_mania|Patrick Mania]] 
 + 
 +== Game Engine Developer and 3D-Modelling  (Hiwi Job) == 
 +A recent development in the field of AI is the usage of photorealistic simulations, for example to create Digital Twins of environments like households or  [[https://iottechnews.com/news/2021/apr/13/bentley-systems-nvidia-omniverse-create-real-time-digital-twins/|factories]]. 
 +In our research group, we focus on the development of modern robots that can make use of the potential of game engines. This requires a high degree of specialized game engine plugins that can simulate certain aspects of our research. Another important task is the creation of 3d models. 
 + 
 +Therefore, we are currently offering multiple Hiwi positions / student jobs for the following tasks: 
 +  * Modelling of objects for the use in Unreal Engine 4. 
 +  * Creation of specific simulation aspects in Unreal Engine 4. For example the development of interactable objects. 
 + 
 +Requirements: 
 +  * Knowledge of 3D-Modelling tools. Blender would be highly preferred. 
 +  * Experience in Game Engine development. Ideally Unreal Engine 4 and C++.
  
 +The spoken language in this job is german or english, based on your preference.
  
 +Contact: [[team:patrick_mania|Patrick Mania]]
- Impressum - Datenschutz



Prof. Dr. hc. Michael Beetz PhD
Head of Institute

Contact via
Andrea Cowley
assistant to Prof. Beetz
ai-office@cs.uni-bremen.de

Discover our VRB for innovative and interactive research


Memberships and associations:


Social Media: