Publications

Saprunov Vadim, Muhammad Firdaus, and Kyung-Hyune Rhee. Privacy-Preserving Decentralized Biometric Identity Verification in Car-Sharing System. Journal of Multimedia Information System, 11(1), 17-34. (2024). 

Muhammad Firdaus, Harashta Tatimma Larasati, and Kyung-Hyune Rhee. A Blockchain-Assisted Distributed Edge Intelligence for Privacy-Preserving Vehicular Networks. Computers, Materials & Continua, 76(3), 2959-2978. (2023) [SCIE].

Muhammad Firdaus, Siwan Noh, Zhuohao Qian, Harashta Tatimma Larasati, and Kyung-Hyune Rhee. Personalized Federated Learning for Heterogeneous Data: A Distributed Edge Clustering Approach. Mathematical Biosciences and Engineering, Volume 20, Issue 6: 10725-10740. (2023). [SCIE].

Zhuohao Qian, Muhammad Firdaus, Siwan Noh, and Kyung-Hyune Rhee. A Blockchain-Based Auditable Semi-Asynchronous Federated Learning for Heterogeneous Clients. IEEE Access, Volume 11, pp. 133394-133412 (2023) [SCIE].

Siwan Noh, Muhammad Firdaus, and Kyung-Hyune Rhee. Commentary: Integrated Blockchain-Deep Learning Approach for Analyzing the Electronic Health Records Recommender System. Frontiers in Public Health, volume: 11. (2023). [SCIE]

Cho Nwe Zin Latt, Muhammad Firdaus, Mariz Aguilar, and Kyung-Hyune Rhee. A Prospective Extension Through an Analysis of the Existing Movie Recommendation Systems and Their Challenges. KIPS Transactions on Computer and Communication Systems, 12(1), 25-40. (2023). 

Muhammad Firdaus, Sandi Rahmadika, and Kyung-Hyune Rhee. Decentralized Trusted Data Sharing Management on Internet of Vehicle Edge Computing (IoVEC) Networks using Consortium Blockchain. Sensors, 21(7), 2410, (2021). [SCIE]

Muhammad Firdaus and Kyung-Hyune Rhee. On Blockchain-Enhanced Secure Data Storage and Sharing in Vehicular Edge Computing Networks. Applied Sciences, 11(1), 414. (2021). [SCIE]. 

Muhammad Firdaus and Kyung-Hyune Rhee. An Incentive Mechanism Design for Trusted Data Management on Internet of Vehicle with Decentralized Approach. Journal of the Korea Institute of Information Security & Cryptology, 31(5), 889-899. (2021). 

Sandi Rahmadika, Muhammad Firdaus, Yong-Hwan Lee, and Kyung-Hyune Rhee. An Investigation of Pseudonymization Techniques in Decentralized Transactions. Journal of Internet Services and Information Security (JISIS), volume: 11, number: 4 (November), pp. 1-18. (2021). 

Sandi Rahmadika, Muhammad Firdaus, Seolah Jang, and Kyung-Hyune Rhee. Blockchain-Enabled 5G Edge Networks and Beyond: An Intelligent Cross-Silo Federated Learning Approach. Security and Communication Networks. (2021). [SCIE]

Sandi Rahmadika, Muhammad Firdaus, Seolah Jang, and Kyung-Hyune Rhee. Practical Concerns in Enforcing Ethereum Smart Contracts as a Rewarding Platform in Decentralized Learning. KIPS Transactions on Computer and Communication Systems, 9(12), 321-332. (2020). 

Muhammad Firdaus, and Kyung-Hyune Rhee. Trends in Personalized Federated Learning: Concept, Methods, and Challenges. The 6th International Symposium on Mobile Internet Security (MobiSec 2022), Jeju, Republic of Korea. (2022) 

Muhammad Firdaus, Siwan Noh, Zhuohao Qian, and Kyung-Hyune Rhee. BPFL: Blockchain-Enabled Distributed Edge Cluster for Personalized Federated Learning. The 14th International Conference on Computer Science and its Applications (CSA 2022), Vientiane, Laos. (2022) 

Siwan Noh, Muhammad Firdaus, Zhuohao Qian, and Kyung-Hyune Rhee. A Blockchain-Based CCP Data Integrity Auditing Protocol for Smart HACCP. The 14th International Conference on Computer Science and its Applications (CSA 2022), Vientiane, Laos. (2022) 

Muhammad Firdaus and Kyung-Hyune Rhee. A Joint Framework to Privacy-Preserving Edge Intelligence in Vehicular Networks. Information Security Applications: 23rd International Conference, WISA 2022, Jeju Island, South Korea, August 24–26, 2022, Revised Selected Papers. Springer Nature Switzerland, 2022. 

Muhammad Firdaus and Kyung-Hyune Rhee. Towards Trustworthy Collaborative Healthcare Data Sharing. IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2023), Istanbul, Turkey. (2023).

Keo Ratanak, Muhammad Firdaus, and Kyung-Hyune Rhee. Blockchain-Enabled Decentralized Clustering for Enhanced Decision Support in the Coffee Supply Chain. Annual Conference of KIPS (ACK 2023), Seoul, Republic of Korea. (2023).

Cho Nwe Zin Latt,  Igugu Tshisekedi Etienne, Muhammad Firdaus, and Kyung-Hyune Rhee. Traditional Circular Economy vs Integrated Blockchain Technology in the Coffee Supply Chain: A Comparative Study. Annual Conference of KIPS (ACK 2023), Seoul, Republic of Korea. (2023).

Keo Ratanak, Muhammad Firdaus, and Kyung-Hyune Rhee. Integrating Blockchain and Digital Twin for Smart Warehouse Supply Chain Management. Annual Spring Conference of KIPS (ASK 2023), Seoul, Republic of Korea. (2023).

Muhammad Firdaus, Harashta Tatimma Larasati, and Kyung-Hyune Rhee. A Secure Federated Learning Framework using Blockchain and Differential Privacy. 2022 IEEE 9th International Conference on Cyber Security and Cloud Computing (CSCloud)/2022 IEEE 8th International Conference on Edge Computing and Scalable Cloud (EdgeCom). IEEE, 2022. 

Harashta Tatimma Larasati, Muhammad Firdaus, and Howon Kim. Quantum Federated Learning: Remarks and Challenges. 2022 IEEE 9th International Conference on Cyber Security and Cloud Computing (CSCloud)/2022 IEEE 8th International Conference on Edge Computing and Scalable Cloud (EdgeCom). IEEE, 2022. 

Muhammad Firdaus, Cho Nwe Zin Latt, Mariz Aguilar, and Kyung-Hyune Rhee. DRM-FL: A Decentralized and Randomized Mechanism for Privacy Protection in Cross-Silo Federated Learning Approach. Annual Spring Conference of KIPS (ASK 2022), Seoul, Republic of Korea. (2022) 

Cho Nwe Zin Latt, Mariz Aguilar, Muhammad Firdaus, Sung-Won Kang, and Kyung-Hyune Rhee. Survey for Movie Recommendation System: Challenge and Problem Solution. Annual Spring Conference of KIPS (ASK 2022), Seoul, Republic of Korea. (2022). 

Muhammad Firdaus and Kyung-Hyune Rhee. Towards Secure Edge Intelligence on Internet of Vehicle Edge Computing (IoVEC) Networks: A Preliminary Study. The 17th International Conference on Multimedia Information Technology and Applications (MITA), Jeju, Republic of Korea. (2021) 

Sandi Rahmadika, Muhammad Firdaus, Seolah Jang, and Kyung-Hyune Rhee. [Poster] Blockchain-Enabled 5G Edge Networks and Beyond: An Intelligent Cross-Silo Federated Learning Approach. The 22nd World Conference on Information Security Applications (WISA-2021), Jeju, Republic of Korea. (2021)

Muhammad Firdaus and Kyung-Hyune Rhee. A Study of Secure Edge Intelligent on Internet of Vehicle. Conference on Information Security and Cryptography (CISC-S 2021), Republic of Korea. (2021)

Muhammad Firdaus and Kyung-Hyune Rhee. Blockchain-based Decentralized Incentive Mechanism for Trusted Data Management on Internet of Vehicle. 2021 KIISC Yeongnam Branch Academic Conference, Daegu, Republic of Korea. (2021). 

Muhammad Firdaus and Kyung-Hyune Rhee. A Review of Blockchain Interoperability and Its Current Solutions. Conference on Information Security and Cryptography (CISC-W 2020), Seoul, Republic of Korea. (2020) 

Muhammad Firdaus and Kyung-Hyune Rhee. [Poster] On Blockchain-Enhanced Secure Data Storage and Sharing in Vehicular Edge Computing Networks. The 21st World Conference on Information Security Applications (WISA-2020), Jeju, Republic of Korea. (2020)

Muhammad Firdaus and Kyung-Hyune Rhee. Blockchain-empowered Secure Data Storage and Sharing in Vehicular Edge Computing Networks. Conference on Information Security and Cryptography (CISC-S 2020), Seoul, Republic of Korea. (2020) 

Muhammad Firdaus and Kyung-Hyune Rhee. Empowering Blockchain Secure Data Storing in Industrial IoT. Korea Information Processing Society (KIPS)-Spring Conference, Seoul, Republic of Korea. (2020) 

Muhammad Firdaus, Sigit Haryadi, and Wervyan Shalannanda. Sleeping Cell Analysis in LTE Network with Self-Healing Approach. 2019 IEEE 13th International Conference on Telecommunication Systems, Services, and Applications (TSSA), Bali, Indonesia. (2019)

Muhammad Firdaus and Kyung-Hyune Rhee. Personalized Federated Learning for Statistical Heterogeneity. arXiv preprint arXiv:2402.10254. (2024)

Muhammad Firdaus, Raditya Muhammad, and Rifqy Hakimi. Implementation of Self-Organizing Network (SON) on Cellular Technology based on Big Data Analytic. arXiv preprint arXiv:2005.14651. (2017)

Nurhadi, A. I., Muhammad Firdaus, and Muhammad, R. A Review of Link Aggregation Control Protocol (LACP) as a Link Redundancy in SDN Based Network Using Ryu-Controller. arXiv preprint arXiv:2005.14652. (2017)

Muhammad Firdaus, & Moegiharto, Y. Performance of OFDM System against Different Cyclic Prefix Lengths on Multipath Fading Channels. arXiv preprint arXiv:2207.13045. (2016) 

Muhammad Firdaus, and Tata Supriyadi. Realization of High Frequency Bidirectional Transceiver (Bitx) Radio. arXiv preprint arXiv:2207.13046 (2013)