Research Projects
Selected current and completed research activities, linked to publications where available.
Role: Doctoral Researcher •Institution: Kanazawa University
Research on plant bioelectrical-potential acquisition, signal analysis, and sensing architectures for environmental and edge-sensing applications.
Collaborators: Hidetaka Nambo
Plant Bioelectrical SignalsSignal ProcessingEnvironmental SensingEdge Sensing
Role: Doctoral Researcher •Institution: Kanazawa University
Research on machine-learning approaches for classifying plant bioelectric signals, including Transformer-based models for noisy biological time-series data.
Collaborators: Hidetaka Nambo
PyTorchTransformersTime-Series AnalysisDeep Learning
Role: Co-Author •Institution: Universitas Amikom Purwokerto
Applied computer-vision research combining GAN-based data augmentation and transfer learning for malaria classification from microscopy images.
Collaborators: Chyntia Raras Ajeng Widiawati, Hikmalul A'la Syahrizaldy, Karina Puspita Prameswari
Deep LearningGANsTransfer LearningComputer Vision
Role: Co-Author •Institution: Universitas Amikom Purwokerto
Applied machine-learning research combining generative augmentation and radial-basis-function networks for landslide susceptibility mapping.
Collaborators: Chyntia Raras Ajeng Widiawati, Ika Maulita, Yuli Purwati
RBF NetworksGIS DataGenerative ModelingLandslide Susceptibility