FPT University - Danang Campus
Office: Room NCKH, Alpha building, FPT University, Hoa Hai, Ngu Hanh Son, Da Nang 50509, Vietnam
Email: tri(at)ieee.org; tring2(at)fe.edu.vn
Link: https://scholar.google.com/citations?user=Wowp4OoAAAAJ
Senior Lecturer – Researcher (04/2024-now), FPT University, Da Nang 50509, Vietnam.
Academic Director (04/2023-03/2024), FPT University, Quy Nhon, Binh Dinh 55117, Vietnam.
Head of Department of Information Security (2022-03/2023), FPT University, Da Nang 50509, Vietnam.
Senior Lecturer – Researcher (2021), FPT University, Da Nang 50509, Vietnam.
Lecturer – Researcher (2018–2020), Institute of Research and Development / Faculty of Information Technology, Duy Tan University, Da Nang 50206, Vietnam.
Lecturer (2018), Faculty of Information Technology, University of Education and Science, the University of Da Nang, Da Nang, Vietnam.
Postdoctoral researcher (2017–2018), Applied Network Technology Lab, Department of Computer Science, Faculty of Science, Khon Kaen University, Khon Kaen 40002, Thailand. Advisor: Assoc. Prof. Dr. Chakchai So-In
Lecturer (2016–2017), Duy Tan University, Da Nang, Vietnam.
Artificial Intelligence, Machine Learning, Big Data
Computer Networks, Wireless Communications, Sensor Networks, Internet of Things, Energy Harvesting, Wireless Rechargeable Sensor Networks, Software-defined Networking, Network Security, Edge Computing
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
Research methodology (Grad)
Advanced computer networks (Grad)
Advanced wireless networks (Grad)
Mathematics in IT (Grad)
Big Data (Grad)
Computer networks (Undergrad)
Elements of network security (Undergrad)
Cryptography (Undergrad)
Discrete mathematics (Undergrad)
Data structures and algorithms (Undergrad)
Machine learning (Undergrad)
Reinforcement learning (Undergrad)
IEEE Senior member
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. (https://chungta.vn/nguoi-fpt/trung-tam-tri-tue-nhan-tao-quy-nhon-thang-lon-tai-faic-2021-1133262.html)
Top 20 the 2022 Golden Globe (Young Vietnamese Researchers). (https://www.tainangviet.vn/linh-vuc-cong-nghe-thong-tin-chuyen-doi-so-va-tu-dong-hoa-top-20-de-cu-giai-thuong-khoa-hoc-cong-nghe-qua-cau-vang-2022-dar5193/)
Top 18 the 2023 Golden Globe (Young Vietnamese Researchers). (https://www.tainangviet.vn/18-ung-vien-tieu-bieu-giai-thuong-khoa-hoc-cong-nghe-qua-cau-vang-2023-dar5843/)
A. Samanta, T. G. Nguyen, "Trust-Based Distributed Resource Allocation in Edge-Enabled IIoT Networks," IEEE Access, 2025. (SCIE/ISI)
L. Quach, K. N. Quoc, A. N. Quynh, N. N. Thai, T. G. Nguyen, "Explainable Deep Learning Models With Gradient-Weighted Class Activation Mapping for Smart Agriculture," IEEE Access, 2023. (SCIE/ISI)
T. G. Nguyen, Hai H. Nguyen, Trung V. Phan, "SAFE: Efficient DDoS Attack Defense with Elastic Traffic Flow Inspection in SDN-based Data Centers," Journal of Computer Science and Cybernetics, 2023. (National)
W. Chang, X. Li, V. Chaudhary, H. Dong, Z. Zhao, T. G. Nguyen, "Prediction of chlorophyll-a data based on triple-stage attention recurrent neural network," IET Communications, 2022. (SCIE/ISI)
A. Samanta, T. G. Nguyen, T. T. Ha, S. Mumtaz, "Distributed Resource Distribution and Offloading for Resource-Agnostic Microservices in Industrial IoT," IEEE Transactions on Vehicular Technology, 2022. (SCIE/ISI)
H. Zhu, P. Tiwari, Y. Zhang, D. Gupta, M. Alharbi, T. G. Nguyen, S. Dehdashti, "SwitchNet: A modular neural network for adaptive relation extraction," Computers and Electrical Engineering, Vol.104, pp. 1-22, 2022.
A. Samanta, T. G. Nguyen, "Quality-Driven Energy-Efficient Big Data Aggregation in WBANs," IEEE Sensor Letters, 2022. (ESCI/ISI)
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, 181, 156-163, 2022. (SCIE/ISI)
F Zhang, C Guo, S Zhang, Q Zeng, TG Nguyen, "A genetic algorithm-based on-orbit self-repair implementation for SRAM FPGAs," Expert Systems, 2022. (SCIE/ISI)
Z Sabir, HA Wahab, TG Nguyen, GC Altamirano, F Erdoğan, MR Ali, "Intelligent computing technique for solving singular multi-pantograph delay differential equation," Soft Computing, 1-13, 2022. (SCIE/ISI)
J Liu, P Tiwari, T.G. Nguyen, D Gupta, SS Band, "Multi-scale local-global architecture for person re-identification," Soft Computing, 1-11, 2022. (SCIE/ISI)
Z Sabir, MAZ Raja, T.G. Nguyen, I Fathurrochman, R Sadat, MR Ali, "Applications of neural networks for the novel designed of nonlinear fractional seventh order singular system," The European Physical Journal Special Topics, 1-15, 2022. (SCIE/ISI)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
T. G. Nguyen, A. Samanta, "Fairness-Aware Data Offloading in Wireless Body Area Networks with QoS Constraint," The 14th International Conference on Ubiquitous and Future NetworksNetworks, July 4 (Tue.) ~ 7 (Fri.), 2023, ECE – Ecole d’ingénieurs, Paris, France. (IEEE)
A. Samanta, F. Esposito, T. G. Nguyen, "ASAP: Adaptive and Scalable Microservice Provisioning for Edge-IoT Networks," 18th Wireless On-demand Network systems and Services Conference (WONS), 30th Jan - 1st Feb 2023, Madonna di Campiglio, Italy. (IEEE)
T. V. Phan, T. G. Nguyen, "FEAR: Federated Cyber-Attack Reaction in Distributed Software-Defined Networks with Deep Q-Network," in Proc. of Wireless Telecommunications Symposium (WTS), Pomona, California, USA, 6-8 April 2022. (IEEE)
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)
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)
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)
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)
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)
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)
Nguyễn Gia Trí, Nguyễn Gia Như, Nguyễn Minh Tuấn, Lê Văn Sơn, "Đánh giá ảnh hưởng của phạm vi truyền dẫn đến hiệu năng một số giao thức định tuyến điều khiển theo yêu cầu trên mạng WSN," Hội thảo lần thứ nhất về Hệ thống thông tin, Đà Nẵng, 2014.
Nguyễn Gia Trí, Nguyễn Minh Nhật, Võ Thanh Tú, "Đánh giá hiệu năng một mở rộng đa đường nhận biết QoS của giao thức định tuyến DYMO trên mạng WSN," Hội thảo quốc gia lần thứ XVI: Một số vấn đề chọn lọc của Công nghệ thông tin và truyền thông, 2013.
