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jobs [2014/04/15 15:48] – [Theses and Jobs] jworchjobs [2021/10/21 15:37] – [Theses and Student Jobs] pmania
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 ~~NOTOC~~ ~~NOTOC~~
-=====Theses and Jobs=====+ 
 +=====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.  
 + 
 +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. 
 + 
 +**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. 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.
  
-== Web-based knowledge visualizations (BA/HiWi) == 
  
-{{ :research:knowledge-visualization.png?200}}+== Physics-based grasping in VR with finger tracking(Student Job / HiWi) ==
  
-The knowledge base visualization allows to display semantic environment maps, +Implementing physics-based grasping models in virtual environments, 
-objects, human poses, trajectories and similar information stored in the +using Manus VR.
-robot's knowledge base. Its [[http://www.ros.org/wiki/mod_vis|current version]] +
-is written in Java and has grown old over the years. Recently, there has been +
-much progress in creating [[http://www.ros.org/wiki/interactive_markers|interactive +
-3D visualizations]] for ROS that can also be accessed with a +
-[[http://www.ros.org/wiki/wviz|web browser]]. This project is about creating +
-a web-based version of the visualization using these techniques.+
  
 Requirements: Requirements:
-  * Good programming skills +  * Good C++ programming skills 
-  * Experience with JavaScript development +  * Familiar with skeletal animations 
-  * Knowledge of Web technologies (HTML, XML, OWL)+  * 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:moritz_tenorth|Moritz Tenorth]]+Contact: [[team:andrei_haidu|Andrei Haidu]]
  
  
-== Tools for knowledge acquisition from the Web (BA/MA/HiWi) == 
  
-There are several options for doing a project related to the acquisition of +<html><!-- 
-knowledge from Web sources like online shops, repositories of object models, +== Lisp / CRAM support assistant (HiWi) == 
-recipe databases, etc.+ 
 +Technical support for the group for Lisp and the CRAM framework. \\ 
 +8+ hours per week for up to 1 year (paid).
  
 Requirements: Requirements:
-  * Programing skills (Java) +  * Good programming skills in Common Lisp 
-  * Experience with Web languages and datamining techniques is helpful +  * Basic ROS knowledge
-  * Depending on the focus of the project, experience with database technology, natural-language processing or computer vision may be helpful+
  
-Contact: [[team:moritz_tenorth|Moritz Tenorth]]+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>
  
-== GPU-based Parallelization of Numerical Optimization Techniques (BA/MA/HiWi)==+<html><!-- 
 +== Mesh Editing / Mesh Segmentation/Cutting (Student Job / HiWi)== 
 + {{ :research:human_hand_cutting.png?150|}}
  
-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.+ Editing and cutting a human mesh into different parts in Blender / Maya (or other).
  
 Requirements: Requirements:
-  * Skills in numerical optimization algorithms +  * Good knowledge in 3D Modeling 
-  * Good programming skills in Python and C/C+++  * Familiar with Blender / Maya (or other)
  
-Contact: [[team:daniel_nyga|Daniel Nyga]]+Contact: [[team/mona_abdel-keream|Mona Abdel-Keream]] 
 +--></html>
  
-== 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.+ 
 +== 3D Animation and Modeling (Student Job / HiWi)== 
 + {{ :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:
-  * Experience in Machine Learning. +  * Experience with Blender / Maya (or other) 
-  * Experience with statistical relational learning (e.g. MLNs) is helpful. +  * Knowledge of Unreal Engine material / lightning development 
-  * Good programming skills in Python.+  * 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]]
  
  
-==HiWi-Position: Knowledge Representation & Language Understanding for Intelligent Robots==+== App zur Generierung von Ernährungsempfehlungen (BA Thesis) ==
  
-In the context of the European research project RoboHow.Cog [1,2] we +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. 
-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 +Aufgaben: 
-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.+  * Arbeit mit Wissensrepräsentation und Wissensgraphen 
 +  * Wissensakquisition aus web-Quellen 
 +  * App Entwicklung mit der Unity game engine und/oder Flutter 
  
-This HiWi-Position can serve as a starting point for future Bachelor's, Master's or Diploma Theses.+Contact: [[team:michaela_kümpel|Michaela Kümpel]]
  
-Tasks: +== Sprachauswahl für Shopping Assistenten (BA Thesis) ==
-  * Implementation of an interface to the Robot Operating System (ROS). +
-  * Linkage of the knowledge base to the executive of the robot. +
-  * Support for the scientific staff in extending and integrating components onto the robot platform PR2.+
  
-Requirements: +Weiterentwicklung eines Produktinformationssystems im Einzelhandel für Smartphones (Android) um eine Sprachauswahl. Anzeige der jeweiligen Informationen in der gewünschten Sprache. 
-  * Studies in Computer Science (Bachelor's, Master's or Diploma) +Dabei wird auf bestehenden Apps aufgebaut. 
-  * Basic skills in Artificial Intelligence +
-  * Optional: basic skills in Probability Theory +
-  * Optional: basic skills in Machine Learning +
-  * Good programming skills in Python and Java+
  
-Hours: 10-20 h/week+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:daniel_nyga|Daniel Nyga]] 
  
-[1] www.robohow.eu\\ +Contact: [[team:michaela_kümpel|Michaela Kümpel]]
-[2] http://www.youtube.com/watch?v=0eIryyzlRwA+
  
-== HiWi position: Segmentation and interpretation of 3D object models (HiWi/MA) ==+== Situational awareness in kitchen environments (MA Thesis) ==
  
-{{ :research:cup2-segmented.png?170}}+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.
  
-Competent object interaction requires knowledge about the structure and +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.
-composition of objects. In an ongoing research project, we are investigating +
-how part-based object models can automatically be extracted from CAD models +
-found on the Web, e.g. on the [[http://sketchup.google.com/3dwarehouse|3D warehouse]].+
  
-We are looking for a student research assistant to push this topic forward. +requirements: 
-In close collaboration with the researchers of the Institute for Artificial +  * Work with KnowRob knowledge processing framework 
-Intelligence, the student will work on extending the software for mesh +  * Work with knowledge graphs and Linked Data to create a situational awareness knowledge graph that can be linked to KnowRob 
-segmentation, implement novel algorithms, improve the integration of the +  * Implement reasoning about situations (based on perceived environment) and object use 
-methods into the robot's knowledge base, and update the modules for visualizing + 
-the segmentation results. Depending on the results, cooperation on joint  + 
-publications may be possible.+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.
  
-This HiWi position can serve as a starting point for future Bachelor's, 
-Master's or Diploma Theses. Alternatively, we could extract a research 
-project that could be worked on as a Master's or Diploma Thesis. 
  
 Requirements: Requirements:
-  * Good Java programming skills +  * Knowledge about sensor data processing 
-  * Basic knowledge of 3D geometry calculations +  * Interest in model construction from sensory data 
-  * Experience with working with 3D models is helpful+  * Work with KnowRob knowledge processing framework
  
-Contact: [[team:moritz_tenorth|Moritz Tenorth]] 
  
-== Depth-Adaptive Superpixels (BA/HiWi)==+Contact: [[team:patrick_mania|Patrick Mania]]
  
-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. {{ :research:dt_dasp.png?200|}} 
  
-Since the current implementation of DASP is not very performant for high resolution images, there are several possibilities options for doing a project in this field like reimplementing DASP using the CUDA, investigating how thermal data can be integrated, ...+== 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:
-  * Basic knowledge of image processing +  * Experience in C++. 
-  * Good programming skills in C/C++. +  * Basic understanding of the ROS middleware. 
-  * Experience with CUDA is helpful+The spoken language in this job is german or english, based on your preference. 
 + 
 +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:jan-hendrik_worch|Jan-Hendrik Worch]]+Contact: [[team:patrick_mania|Patrick Mania]]
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Prof. Dr. hc. Michael Beetz PhD
Head of Institute

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ai-office@cs.uni-bremen.de

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