Research Projects

2024-2026

1. Affective Computing Models:  from Facial Expression to Mind-Reading (Grant No. 101130271)  (University of Oulu  Finland )

2. Marie Skłodowska-Curie ActionS Staff Exchange  01.03.2024-29.02.2028

2024-2026

• Integrating Scientific Knowledge and Deep Learning for Forest Fire Smoke Detection, Mapping, and Prediction with Knowledge-guided Machine Learning (KGML) Framework. 

• Alfred Deakin Postdoctoral Research Fellow, Deakin University, School of Information Technology, Faculty of Science Engineering and Built Environment 

• Supervisor: Dr. Nayyar Zaidi, Dr. Dhananjay T.

2022-2023

• International academic cooperative research project Indonesia, Taiwan, United Kingdom.

  • 1. Satya Wacana Christian University, Indonesia ( Christine Dewi, Ph.D)

    2. Chaoyang University of Technology, Taiwan (Prof. Rung-Ching Chen)

    3. Professor Hui Yu, University of Portsmouth/ School of Creative Technologies, U.K./ Portsmouth

    4. Project Title "From various angles of faces doing face reconstruction and emotion generation for its applications based on deep learning".

• International academic cooperative research project Indonesia, Taiwan.

  • 1. Satya Wacana Christian University, Indonesia ( Christine Dewi, Ph.D)

    2. Chaoyang University of Technology, Taiwan (Prof. Rung-Ching Chen)

    3. Project Title "Road Marking Signs Identification Under Various Environments using Transfer Learning with Deep Convolutional Neural Networks".

2020-2021

• Collaborations Research Taiwan - United Kingdom 

• (Professor Hui Yu, University of Portsmouth/ School of Creative Technologies, U.K./ Portsmouth)

• Project Title “Safety Detection of Driving on Road Based on Driver State Understanding and Environment Awareness.”

2020-2021

• Collaborations Research Taiwan – Germany 

• (Professor Xiaoyi Jiang, Faculty of Mathematics and Computer Science, Einstein Strasse 62, D-48149 Münster, Germany)

• MOST-DAAD Project-Based Personnel Exchange Program Tittle “Traffic Sign Recognition with Visual Scenes Understanding based on Deep Explainable AI.”

2019

• Teaching Assistant and Research Assistant,

• Professor Shao-Kuo Tai in the Chaoyang University of Technology. Project title “Evaluation of Robust Spatial Pyramid Pooling Based on Convolutional Neural Network for Traffic Sign Recognition System”.

2018- Present

• Teaching Assistant and Research Assistant, Professor Rung-Ching Chen in the Chaoyang University of Technology.

• Teaching Assistant in Course:

1. Internet of Things and Big Data Analysis

2. Artificial Intelligent and Machine Learning

• Research Assistant in the following research projects:

1. The study of traffic sign recognition and detection using deep learning.

2. The R&D and the cultivation of talent for health-enhancement products.

3. Industry College Project: Develop a brain wave application system on mobile phones to improve the practical functions of teachers and students.

Research Grants

1. Research grants from the Ministry of Science and Technology, Taiwan. The Nos are MOST-110-2927-I-324-50, MOST-110-2221-E-324-010, MOST-109-2622-E-324-004, and MOST-111-2622-E-324-002-Taiwan.

2. Research grants from the Ministry of Science and Technology (MOST), Taiwan The Nos are MOST‑107‑2221‑E‑324 ‑018 ‑MY2 and MOST‑106‑2218‑E‑324‑002

3. Research grants from the Ministry of Science and Technology (MOST), Taiwan The Nos are MOST-107-2221-E-324 -018 -MY2 and MOST-109-2622-E-324 -002

4. Research grant from Taichung Veterans General Hospital  2019-2020

5. Research grant from Chaoyang University of Technology (CYUT) and the Higher Education Sprout Project, Ministry of Education (MOE), Taiwan, under the project name: “The R&D and the cultivation of talent for health enhancement products. (2018-2020)

6. Research grant from Education and Culture Ministry Republic Indonesia for Grant Research PTUPT at 2019 – 2021.

7. EU Horizon 2020 program RISE Project ULTRACEPT under grant 778062.

8. Travel Grants from the Chaoyang University of Technology attended the Asian Conference on Intelligent Information and Database Systems international conference in Yogyakarta Indonesia 2019.

9. MODEL CYBERTEOLOGI FEMINIS UNTUK PENGARUSUTAMAN GENDER DI INDOENSIA Skema : INTERNAL | Program : INTERNAL MARISKA LAUTERBOOM, CHRISTINE DEWI Th. Usulan : 2015 Th. pelaksanaan : 2015 Dana Disetujui : IDR. 62,650,000.00 | STUDIES IN HUMAN SOCIETY.

10. 2014, Optimization of Industrial Information Based on Spatial Data to Assist Salatiga City Land Transfer Governance, Program Grants: Satya Wacana Christian University. Funds approved: IDR. 24.935.000.,

11. 2016, Soccer Game Optimization Software Design for Mobile Salesman Problem Solving, Program Grants: National Competitive Research. Funds approved: IDR. 11.600.000.,

12. 2016, The combination of Exponential Smoothing and Spatial Autocorrelation Methods for Optimizing the Early Detection System for Endemic Areas and Migration of the Brown Planthopper (Nilaparvata lugen Stal.)., Program Grants: National Competitive Research. Funds approved: IDR. 50.000.000.,

13. 2023, Deep Learning for Accurate Automatic Hand Detection using YOLOv8. Program Grants: Satya Wacana Christian University. Funds approved: IDR. 24.965.000.,

14. 2023, Spam Classification Problems Using Support Vector Machine and Grid Search. Program Grants: Satya Wacana Christian University. Funds approved: IDR. 10.000.000.,

15. 2023, Improving Service Quality through Classifying Chatbot Messages based on Natural Language Processing (NLP): A Bidirectional Long Short-Term Memory Network (LSTM) Model. Program Grants: Satya Wacana Christian University. Funds approved: IDR. 15.000.000.,

16. 2023, Improved YOLOv8 Method for Automatic Face Mask Detection Based on Deep Learning to Combat COVID-19. Program Grants: Satya Wacana Christian University. Funds approved: IDR. 49.994.000.,

17. 2023, Vision-Based Hand Gesture Recognition for Human-Computer Interaction Interpretation using Deep Learning. Program Grants: Satya Wacana Christian University. Funds approved: IDR149.571.000 

18. 2024, Alfred Deakin Post Doc Research Fellow, Program Grants: Deakin University. Funds Approve: 15.000 AUD 

19. 2024, Combination of Single Shot Detection and Contrast Limited Adaptive Histogram Equalization to Identify Road Marking Signs at Night. Program Grants: Satya Wacana Christian University. Funds approved: IDR. 25.000.000.,

20. 2024, Adjusted Reasoning Module for Deep Visual Question Answering using Vision Transformer. Program Grants: Satya Wacana Christian University. Funds approved: IDR. 20.000.000.,

21. 2024, Accurate Hand Recognition with Neural Architecture Search Technology. Program Grants: Satya Wacana Christian University. Funds approved: IDR. 20.000.000.,

22. 2024, Affective Computing Models:  from Facial Expression to Mind-Reading (Grant No. 101130271), Funds approved: 50000 Euro.

23. 2024, INOVASI SISTEM SPASIAL PREDIKSI BENCANA TERINTEGRASI MENGGUNAKAN TEKNOLOGI UNMANNED AERIAL VEHICLE (UAV) DAN DEEP LEARNING, Program Hibah : PENELITIAN KOMPETITIF NASIONAL |   Skema : PENELITIAN TERAPAN, Funds approved : IDR. 339.790.000.,

24. 2024, PEMBUATAN PURWARUPA MESIN SORTIR CERDAS UNTUK SARANG BURUNG WALET, Program Hibah : PENELITIAN KOMPETITIF NASIONAL, Skema : PENELITIAN TERAPAN, Funds approved : Rp. 349.540.000.,

25. 2025, Integration of YOLOv11 and Histogram Equalization for Fire and Smoke-Based Detection of Forest and Land Fires. Program Grants: Satya Wacana Christian University. Funds approved: IDR. 30.000.000.,

26. 2025, Image Enhancement Technique Utilizing YOLO Model for Automatic Number Plate Recognition, Program Grants: Satya Wacana Christian University. Funds approved: IDR. 27.500.000.,

27. 2025, Integrasi Scientific Knowledge dan Deep Learning untuk mendeteksi kebakaran hutan dan lahan menggunakan Framework Knowledge-guided Machine Learning, Program Hibah : PENELITIAN KOMPETITIF NASIONAL DIKTI, Skema : PENELITIAN Fundamental, Funds approved : Rp. 131.320.000.,

28. 2025, Pendeteksian Emosi Wajah untuk mendukung Penanganan Psikologis Korban Kekerasan Berbasis Gender menggunakan metode Attention-Driven Dynamic Graph Convolution Network, Program Hibah : PENELITIAN KOMPETITIF NASIONAL DIKTI, Skema : PENELITIAN Fundamental, Funds approved : Rp. 90.000.000.,