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Research Theme

The following is research theme that I offered, particularly for Enginenering Physics students ITS.
Berikut ini adalah tema riset, khususnya judul-judul TA yang saya tawarkan kepada mahasiswa Departemen Teknik Fisika ITS.

For undergraduate level, I will try to provide the baseline method, and you will improve the results using the proposed method.

  1. Speech emotion recognition using multilayer perceptron with CCC loss, dataset: IEMOCAP
  2. Indonesian speech recognition using Wav2Vec2/Hubert/WavLM/UniSpeech-SAT, etc.
  3. Toward universal acoustic features for multi-corpus speech emotion recognition, 30+ datasets.
    4. Predicting Alzheimer desease using speech analysis.
  4. Development of Calfem-Python
  5. Development of Vibration Toolbox
    7. Abnormal sound detection for predictive maitenance (the method is from you/your idea), dataset: DCASE
  6. Indonesian emotional Speech synthesis Using FastSpeech
    9. COVID-19 diagnosis using and cough sound with deep learning
  7. COVID-19 diagnosis using SPEECH sound with deep learning, dataset: ComPare CSS 2021
  8. Predicting Pathological voice disorder with speech processing technique, dataset: SVD, Voiced, HUPA

Other topics/themes:
Read my papers. Usually, I wrote down the remaining tasks for future work in that topic. For master level, you can also propose your research theme. Contact me by email for details.

Email: bagus[at]ep.its.ac.id