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Student Projects

Game control using an EMG and EEG-based BCI

By jannis on October 15, 2022

Student project within the module “Autonomous Systems” at Ruhr West University of Applied Sciences.

StudentsLeon Heindl,Maik Jankowski Sebastian, Punsmann Leon Schierbach, Tom Robin Staab
SupervisionAline Xavier Fidencio and M.Sc. Nique Schmidt
Project sitegit@gitlab.hs-ruhrwest.de:autonomoussystems2021/errpotentail-bci-videogame.git
Comments Off on Game control using an EMG and EEG-based BCI  |  Filed under: teaching  |  Tags: bci, student-project

Master Project: Transfer Learning for Sentiment Analysis using CNN

By jannis on May 12, 2022

Master Student project at Ruhr West University of Applied Sciences.

StudentsIvan Cedric Mabou and Franck Wafo
SupervisionM. Sc. Stephan Lehmler
Project sitehttps://gitlab.hs-ruhrwest.de/

This study focused on the application of Transfer Learning (TL) to Sentiment Analysis (SA) using pre-trained word embeddings, as well as the transfer of different neural layers. We investigated and demonstrated the extent to which the domain and the task influence TL performance in SA. We conducted transfer experiments on three datasets, one of which was chosen as the source dataset and the others as the target datasets. We also considered two tasks: Binary SA and Multi- label SA. First, we performed transfer learning based on a binary SA. Second, we performed transfer learning based on a multi- label SA. Our observations show that even a less semantically similar dataset can provide better text classification than a highly similar dataset. Moreover, we found that the accuracy value after multi-label SA was lower than that of binary SA.


Poster Tranfer LearningDownload



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Autonomous Systems: Trajectory-Generation mit Reinforcement Learning

By jannis on January 18, 2022

Student project within the module “Autonomous Systems” at Ruhr West University of Applied Sciences.

StudentsTim Büttel, Jonas Peltzer, Pierre Pospiech, Jannik Schremmern
SupervisionTim Sziburis, Susanne Blex, Felix Grün, Prof. Dr. Ioannis Iossifidis
Project sitehttps://gitlab.hs-ruhrwest.de/iSystemsStudentProjects/2020/eeg-emg-gamecontroller
Poster_Trajectory_Generation___Reinforcement_LearningDownload
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Autonomous Systems: EEG Game Controller

By jannis on August 3, 2021

Student project within the module “Autonomous Systems” at Ruhr West University of Applied Sciences.

StudentsMarvin Maciejewski, Stefan Fohs, Tristan Rienow
SupervisionProf. Dr. Ioannis Iossifidis
Project sitehttps://gitlab.hs-ruhrwest.de/iSystemsStudentProjects/2020/eeg-emg-gamecontroller

live demo

EEG-Game-ControllerDownload

Comments Off on Autonomous Systems: EEG Game Controller  |  Filed under: teaching  |  Tags: student-project, video

Autonomous Systems: EEG-Robotic-Arm-Controller

By jannis on August 3, 2021

Student project within the module “Autonomous Systems” at Ruhr West University of Applied Sciences.

StudentsPhilipp Lösch, Lars Telöken, Ralf Wenzel, Alex Wichmann
SupervisionProf. Dr. Ioannis Iossifidis
Project sitehttps://gitlab.hs-ruhrwest.de/iSystemsStudentProjects/2020/eeg-emg-gamecontroller

live demo

EEG-Robotic-Arm- PosterDownload

No Comments »  |  Filed under: teaching  |  Tags: student-project, video

Autonomous Systems: MyoBoy: Game control via gesture recognition using the Myo wristband

By jannis on November 6, 2020

Student project within the module “Autonomous Systems” at Ruhr West University of Applied Sciences.

StudentsNils Biernacki, Lukas Kandora, Katharina Stefanski, Philipp Student
SupervisionM.Sc. Nique Schmidt and Prof. Dr. Ioannis Iossifidis
Project sitehttps://gitlab.hs-ruhrwest.de/iSystemsStudentProjects/2020/eeg-emg-gamecontroller

live demo

MyoBoy – PosterDownload

Comments Off on Autonomous Systems: MyoBoy: Game control via gesture recognition using the Myo wristband  |  Filed under: teaching  |  Tags: student-project, video

Autonomous Systems: dialogBot for simulated conversation

By jannis on November 6, 2020

Student project within the module “Autonomous Systems” at Ruhr West University of Applied Sciences.

StudentsLars Buck, Tim Habermann
SupervisionM.Sc. Stephan Lehmler, Prof. Dr. Ioannis Iossifidis
Project site

The project aim to create a dialog bot with an animated avatar able to have a casual conversation and to assist the user. The dialog bot is supposed to enrich the social live especially of elders people.

live demo

DIABOT PlakatDownload
This image has an empty alt attribute; its file name is Screenshot-2020-11-06-at-11.24.15-724x1024.png

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Autonomous Systems: Generic Gesture Recognition and Classification for Game Control

By jannis on November 6, 2020

Student project within the module “Autonomous Systems” at Ruhr West University of Applied Sciences.

StudentsMerih Türkoglu, Matthias Weibrecht
SupervisionProf. Dr. Ioannis Iossifidis
Project sitehttps://gitlab.hs-ruhrwest.de/iSystemsStudentProjects/2020/generic-gesture-recognition-and-classification-for-game-vr-control

The goal of this project is to develop a gesture recognition based on common webcams and low budget hardware to implement hand gesture control in any application.

live demo

Poster_ Int SysDownload

No Comments »  |  Filed under: teaching  |  Tags: student-project, video

Autonomous Systems: ML Based Stock Market Prediction

By jannis on November 6, 2020

Student project within the module “Autonomous Systems” at Ruhr West University of Applied Sciences.

StudentsAlexander Klee, Mahdi El Mesoudy,Jan Dehlen
SupervisionM.Sc. Felix Grün and M.Sc. Stephan Lehmer
Prozent sitehttps://gitlab.hs-ruhrwest.de/iSystemsStudentProjects/2020/ml-based-stockmarket-prediction

live demo of the command line tool

stockmarketprediction-PosterDownload

No Comments »  |  Filed under: teaching  |  Tags: student-project, video

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