Academic career

• Lecturer – researcher (2021–now), FPT University, Da Nang 50509, Vietnam.

· Link: https://fpt.edu.vn/tin-tuc/fpt-edu-tin-tuc-chung/gv-nghien-cuu-vien-nguyen-gia-tri-y-tuong-nckh-dung-dan-chac-chan-thanh-cong

• Lecturer – researcher (2018–2020), Institute of Research and Development / Faculty of Information Technology, Duy Tan University, Da Nang 50206, Vietnam.

· Link: http://ird.duytan.edu.vn/en-us/introduction/organization/staff/tri-gia-nguyen/

• Lecturer (2018), Faculty of Information Technology, University of Education and Science, the University of Da Nang, Da Nang, Vietnam.

· Link: http://scv.udn.vn/ngtri

• Postdoctoral researcher (2017–2018), Applied Network Technology Lab, Department of Computer Science, Faculty of Science, Khon Kaen University, Khon Kaen 40002, Thailand.

· Link: Assoc. Prof. Dr. Chakchai So-In

• Lecturer (2016–2017), Duy Tan University, Da Nang, Vietnam

Education

• Doctor of Philosophy (2014–2017), Computer Science, Khon Kaen University, Khon Kaen, Thailand

· Link: http://gsmis.gs.kku.ac.th/student/student_detail/577020046

• Master of Science, Computer Science, Duy Tan University, Da Nang, Vietnam

• Bachelor of Education, Informatics, Hue University of Education, Hue, Vietnam

Research Interests

• Artificial Intelligence, Machine Learning

• Computer Networks, Wireless Communications, Sensor Networks, Internet of Things, Energy Harvesting, Wireless Rechargeable Sensor Networks, Software-defined Networking, Network Security, Edge Computing

Grants and Projects

• Project: AI-Driven Cyberattacks Detection for Future SDN-based Networks, National Foundation for Science and Technology Development (NAFOSTED), 102.01-2019.322, 2020–2022

• Project: Pervasive Intelligent and Network Emerging Technology, Thailand Science Research and Innovation (TSRI) and National Research Council of Thailand (NRCT) via International Research Network Program (IRN61W0006), 2019–2022

• Post-Doctoral Training Grant from Graduate School, Khon Kaen University, Thailand, 2017–2020

• Project: Network coverage, Grant from Faculty of Science, Khon Kaen University, Thailand, 2016–2018

• Project: Network clustering, Grant from NSTDA , Thailand, 2017–2018

• KKU Scholarship for ASEAN and GMS Countries' Personnel, Khon Kaen University + Interdisciplinary Grant (CSKKU2556) from the Department of Computer Science, Faculty of Science, Khon Kaen University, Thailand, 2014–2017

Teaching

• Research methodology (Grad)

• Advanced computer networks (Grad)

• Advanced wireless networks (Grad)

• Computer networks (Undergrad)

• Elements of network security (Undergrad)

• Discrete mathematics (Undergrad)

• Data structures and algorithms (Undergrad)

Member & Award

• IEEE member (2017-2021), IEEE Senior member (2021- )

• Best Paper Award, International Conference on Artificial Intelligence in Information and Communication (ICAIIC), Fukuoka, Japan, Feb. 2020.

• Best Paper Runner-up Award, FPT AI Conference, Aug. 2021.

Service Activities

• Reviewer (Journals): IEEE Transactions on Cognitive Communications and Networking; IEEE Transactions on Vehicular Technology; IEEE Transactions on Network Science and Engineering; IEEE Transactions on Green Communications and Networking; IEEE Access; Ad hoc Networks; Microprocessors and Microsystems; Peer-to-Peer Networking and Applications; Journal of Ambient Intelligence and Humanized Computing; KSII Transactions on Internet and Information Systems; International Journal of Distributed Sensor Networks; Journal of Internet Technology; IET Communications; SN Applied Sciences; International Journal of Systems, Control and Communications; Journal of Communications and Networks; Journal of Network and Computer Applications; ...

• Reviewer (Conferences): BigComp2021, INISCOM (2018–2020), FICTA-2018, VTC-2018, INDIA-2017, IUKM-2016, ATC-2015, ICACCI-2015, ...

• Technical Program Committees: INDIA-2017, FICTA-2018, KSS-2019, INISCOM (2018–2020), Q-Shine (2018-2021), BigComp2021.

Publications

Journal

1. T. G. Nguyen, T. V. Phan, D. T. Hoang, H. H. Nguyen, D. T. Le, "DeepPlace: Deep Reinforcement Learning for Adaptive Flow Rule Placement in Software-Defined IoT Networks," Computer Communications, 2021. (SCIE/ISI)

2. T. G. Nguyen, T. V. Phan, D. T. Hoang, T. N. Nguyen, C. So-In, "Federated Deep Reinforcement Learning for Traffic Monitoring in SDN-based IoT Networks," IEEE Transactions on Cognitive Communications and Networking, 2021. (SCIE/ISI)

3. A. Samanta, F. Esposito, T. G. Nguyen, "Fault-Tolerant Mechanism for Edge-Based IoT Networks with Demand Uncertainty," IEEE Internet of Things Journal, 2021. (SCIE/ISI)

4. T. V. Phan, T. G. Nguyen, T. Bauschert, "DeepMatch: Fine-grained Traffic Flow Measurement in SDN with Deep Dueling Neural Networks," IEEE Journal on Selected Areas in Communications, 2021. (SCIE/ISI)

5. S. Phoemphon, C. So-In, P. Aimtongkham, and T. G. Nguyen, "An energy-efficient fuzzy-based scheme for unequal multihop clustering in wireless sensor networks," Journal of Ambient Intelligence and Humanized Computing, 2020. (SCIE/ISI)

6. T. G. Nguyen, T. V. Phan, H. H. Nguyen, P. Aimtongkham, and C. So-In, "An Efficient Distributed Algorithm for Target-Coverage Preservation in Wireless Sensor Networks," Peer-to-Peer Networking and Applications, vol. 14, no. 2, pp. 453–466, 2021. (SCIE/ISI)

7. D. T. Le, T. G. Nguyen, T. T. T. Tran, "The 1-Millisecond Challenge – Tactile Internet: From Concept to Standardization", The Journal of Telecommunications and the Digital Economy (JTDE), vol. 8, no. 2, pp. 56–93, 2020. (Scopus)

8. T. V. Phan, T. G. Nguyen, N. N. Dao, H. T. Truong, T. H. Nguyen, T. Bauschert, "DeepGuard: Efficient Anomaly Detection in SDN with Fine-grained Traffic Flow Monitoring", IEEE Transactions on Network and Service Management, vol. 17, no. 3, pp. 1349–1362, 2020. (SCIE/ISI)

9. S. Heng, P. Aimtongkham, V. N. Vo, T. G. Nguyen, C. So-In, "Fuzzy Adaptive-Sampling Block Compressed Sensing for Wireless Multimedia Sensor Networks," Sensors, vol. 20, no. 21, pp. 6217, 2020. (SCIE/ISI)

10. P. Aimtongkham, S. Heng, P. Horkaew, T. G. Nguyen, C. So-In, "Fuzzy logic rate adjustment controls using a circuit breaker for persistent congestion in wireless sensor networks," Wireless Networks, pp. 1–25, 2020. (SCIE/ISI)

11. T. G. Nguyen, T. V. Phan, B. T. Nguyen, C. So-In, Z. Baig, and S. Sanguanpong, "SeArch: A Collaborative and Intelligent NIDS Architecture for SDN-based Cloud IoT Networks," IEEE Access, vol. 7, pp. 107678–107694, 2019. (SCIE/ISI)

12. Z. A. Baig, S. Sanguanpong, S. N. Firdous, V. N. Vo, T. G. Nguyen, and C. So-In, "Averaged Dependence Estimators for DoS Attack Detection in IoT Networks," Future Generation Computer Systems, vol. 102, pp. 198–209, 2020. (SCIE/ISI)

13. V. N. Vo, T. G. Nguyen, C. So-In, H. Tran, and S. Sanguanpong, "Secrecy Performance in the Internet of Things: Optimal Energy Harvesting Time Under Constraints of Sensors and Eavesdroppers," Mobile Networks and Applications, vol. 25, no. 1, pp. 23–41, 2020. (SCIE/ISI)

14. C. So-In, T. G. Nguyen, and N. G. Nguyen, "An efficient coverage hole-healing algorithm for area-coverage improvements in mobile sensor networks," Peer-to-Peer Networking and Applications, vol. 6, no. 3, pp. 541–552, 2019. (SCIE/ISI)

15. V. N. Vo, T. G. Nguyen, C. So-In, and H. Tran, "Outage Performance Analysis of Energy Harvesting Wireless Sensor Networks for NOMA Transmissions," Mobile Networks and Applications, 2019. (SCIE/ISI)

16. D. D. Tran, D. B. Ha, V. N. Vo, C. So-In, H. Tran, T. G. Nguyen, Z. Baig, and S. Sanguanpong, "Performance Analysis of DF/AF Cooperative MISO Wireless Sensor Networks with NOMA and SWIPT over Nakagami-m Fading," IEEE Access, vol. 6, pp. 56142–56161, 2018. (SCIE/ISI)

17. D. T. Le, T. G. Nguyen, O. Simonina, M. Buinevich, and A. Vladyko, "A priority-based multichannel MAC to support the non-safety applications in SCH interval at RSU in V2I communication," Transport and Telecommunication, vol. 19, no. 4, 2018. (ESCI)

18. T. G. Nguyen and C. So-In, "Distributed Deployment Algorithm for Barrier Coverage in Mobile Sensor Networks," IEEE Access, vol. 6, pp. 21042–21052, 2018. (SCIE/ISI)

19. P. Aimtongkham , T. G. Nguyen, C. So-In, "Congestion Control and Prediction Schemes using Fuzzy Logic System with Adaptive Membership Function in Wireless Sensor Networks," Wireless Communications and Mobile Computing, pp. 1–19, 2018. (SCIE/ISI)

20. S. Phoemphon, C. So-In, and T. G. Nguyen, "An Enhanced Wireless Sensor Network Localization Scheme for Radio Irregularity Models using Hybrid Fuzzy Deep Extreme Learning Machines," Wireless Networks, vol. 24, no. 3, pp. 799–819, 2018. (SCIE/ISI)

21. T. G. Nguyen and C. So-In, "An Energy-Efficient Point Coverage-Aware Clustering Protocol in Wireless Sensor Networks," International Journal of Ad Hoc and Ubiquitous Computing, vol. 28, no. 3, pp. 148–167, 2018. (SCIE/ISI)

22. V. N. Vo, T. G. Nguyen, C. So-In, Z. Baig, and S. Sanguanpong, "Secrecy Outage Performance Analysis for Energy Harvesting Sensor Networks With a Jammer Using Relay Selection Strategy," IEEE Access, vol. 6, pp. 23406–23419, 2018. (SCIE/ISI)

23. T. G. Nguyen, C. So-In, and N. Nguyen, "Barrier Coverage Deployment Algorithms for Mobile Sensor Networks," Journal of Internet Technology (JIT), vol. 8, no. 7, pp. 1689–1699, 2017. (SCIE/ISI)

24. V. N. Vo, T. G. Nguyen, C. So-In, and D-B. Ha, "Secrecy Performance Analysis of Energy Harvesting Wireless Sensor Networks with a Friendly Jammer," IEEE Access, vol. 5, pp. 25196–25206, 2017. (SCIE/ISI)

25. S. Heng, C. So-In, and T. G. Nguyen, "Distributed Image Compression Architecture over Wireless Multimedia Sensor Networks," Wireless Communications and Mobile Computing, vol. 2017, pp. 1–21, 2017. (SCIE/ISI)

26. T. G. Nguyen, C. So-In, N. Nguyen, and S. Phoemphon, "A Novel Energy-Efficient Clustering Protocol with Area Coverage Awareness for Wireless Sensor Networks," Peer-to-Peer Networking and Applications, vol. 10, no. 3, pp. 519–536, 2017. (SCIE/ISI)

27. N. Sangkla, K. Sangkhapat, T. Rattanachai, T. G. Nguyen, K. Rujirakul, C. Soomlek, and C. So-In, "Performance Analysis of Video Transmission over IEEE 802.11n Wireless Networks," Journal of Telecommunication, Electronic and Computer Engineering (JTEC), vol. 9, no. 2-2, pp. 35–40, 2017. (Scopus)

28. T. G. Nguyen, C. So-In, and N. Nguyen, "Radio Irregularity Obstacles-Aware Models for Wireless Sensor Networks," Journal of Telecommunication, Electronic and Computer Engineering (JTEC), vol. 8, no. 3, pp. 121–126, 2016. (Scopus)

Conference

1. H. H. Nguyen, T. G. Nguyen, H. T. Dinh, D. T. Le, T. V. Phan, “CARS: Dynamic Cyber-attack Reaction in SDN-based Networks with Q-learning,” in Proc. of Int. Conf. on Advanced Technologies for Communications (ATC), HCM, Oct. 2021. (IEEE)

2. T. G. Nguyen, T. V. Phan, H. T. Dinh, T. Nguyen, and C. So-In, "Efficient SDN-based Traffic Monitoring in IoT Networks with Double Deep Q-Network," in Proc. of International Conference on Computational Data and Social Networks (CSoNet), Texas, US, Dec. 2020. (Springer)

3. T. V. Phan, S. Sultana, T. G. Nguyen, and T. Bauschert, "Q-Transfer: A Novel Framework for Efficient Deep Transfer Learning in Networking", in Proc. of International Conference on Artificial Intelligence in Information and Communication (ICAIIC), Fukuoka, Japan, Feb. 2020. (IEEE)

4. T. V. Phan, S. T. Islam, T. G. Nguyen, and T. Bauschert, "Q-DATA: Enhanced Traffic Flow Monitoring in Software-Defined Networks applying Q-learning," in Proc. of International Conference on Network and Service Management (CNSM), Canada, Otc. 2019. (IEEE)

5. T. G. Nguyen, C. So-In, and N. Nguyen, "Maximum Barrier Coverage Deployment Algorithms in Wireless Sensor Networks," in Proc. of International Joint Conference on Computer Science and Software Engineering (JCSSE), pp. 1–5, Thailand, July 2016. (IEEE)

6. T. G. Nguyen, C. So-In, and N. Nguyen, "Two Energy-Efficient Cluster Head Selection Techniques Based on Distance for Wireless Sensor Networks," in Proc. of International Computer Science and Engineering Conference (ICSEC), pp. 33–38, Thailand, July 2014. (IEEE)

Student Project

Research Festival & Research Connect

1. Zoomi Dsoon: Tran Thi Thu Hoai, Vo Bao Van Chuong, Duong Nguyen Thuy Dung, Tran Van Son, Le Trung Dung, "Applying AI and fuzzy logic to analyze faces and multi-intelligence indexes to provide advice on major selection," 2021.

2. The Pioneer: Nguyen Son Ha, Le Nguyen Anh Thy, Nguyen Quy Bao, Le Trung Luc, Nguyen Tien Thinh, "An intelligent system for automatically assessing students to support social-constructivism teaching method," 2021.

3. BELD: Ngo Luong Van Dan, Ha Thi Thuy Men, Nguyen Van Duc Do, Nguyen Minh Huy, Le Duy Hoang Thinh, "An integration application of intelligent all-in-one cards for FE smart campuses," 2021.