Abstract
Massive Open Online Courses (MOOCs) have made education easily accessible, but the inter-university credit transfer process that is both scalable and policy compliant is difficult to implement. This research work presents a novel DFA-based Policy Validation in BGP-Routed Credit Transfer Networks approach using BGP-based routing combined with DFA-based policy validation. Here, Universities will be treated as autonomous systems forming part of a distributed academic federation system, where routing identifies optimal routes for credit transfer based on course equivalency and credit weight. A multi-stage DFA engine checks the satisfaction of prerequisites, accreditation compliance, and credit equivalence. JDBC-SQL integration along with two-phase commit mechanism is used to maintain database consistency. The proposed implementation using Java, MySQL, JDBC, ANTLR4, and FRR was tested on 100 interconnected university nodes. It showed 96.3% of validation efficiency, 99.7% of transaction consistency, 23.4 ms average latency, and 812 requests per second, which indicates superior performance of the proposed method against the traditional centralized and blockchain-based methods.References
- Staubitz, Thomas, Tobias Pfeiffer, Jan Renz, Christian Willems, and Christoph Meinel. "Collaborative Learning in a MOOC Environment." in ICERI2015 Proceedings, IATED, 2015. 8237-8246.
- Gamage, Dilrukshi, Indika Perera, and Shantha Fernando. "MOOCs Lack Interactivity and Collaborativeness: Evaluating MOOC Platforms." International Journal of Engineering Pedagogy, 2020, vol.10, no. 2: 94-111.
- Chauhan, Jyoti, and Anita Goel. "Feature-based Analysis of Social Networking and Collaboration in MOOC." International Journal of Distance Education Technologies (IJDET), 2020, vol.18, no. 2: 34-51.
- Ramírez‐Donoso, Luis, Juan S. Rojas‐Riethmuller, Mar Pérez‐Sanagustín, Andrés Neyem, and Carlos Alario‐Hoyos. "MyMOOCSpace: A Cloud‐based Mobile System to Support Effective Collaboration in Higher Education Online Courses." Computer Applications in Engineering Education, 2017, vol. 25, no. 6: 910-926.
- Nortvig, Anne-Mette, and René B. Christiansen. "Institutional Collaboration on Moocs in Education—A Literature Review." International Review of Research in Open and Distributed Learning, 2017, vol.18, no. 6: 306-316.
- Gao, Lixin. "On Inferring Autonomous System Relationships in the Internet." IEEE/ACM Transactions on Networking 2001, vol. 9, no. 6: 733-745.
- Subramanian, Kausik, Loris D'Antoni, and Aditya Akella. "Synthesis of Fault-Tolerant Distributed Router Configurations." Proceedings of the ACM on Measurement and Analysis of Computing Systems, 2018, vol. 2, no. 1: 1-26.
- van Duijn, Ingo, Peter Gjøl Jensen, Jesper Stenbjerg Jensen, Troels Beck Krøgh, Jonas Sand Madsen, Stefan Schmid, Jirí Srba, and Marc Tom Thorgersen. "Automata-Theoretic Approach to Verification of MPLS Networks Under Link Failures." IEEE/ACM Transactions on Networking, 2021, vol. 30, no. 2: 766-781.
- Shao, Xiaozhe, Zibin Chen, Daniel Holcomb, and Lixin Gao. "Accelerating BGP Configuration Verification Through Reducing Cycles in SMT Constraints." IEEE/ACM Transactions on Networking, 2022, vol. 30, no. 6: 2493-2504.
- Karsen, Marisa, Nora'ayu Ahmad Uzir, Safawi Bin Abdul Rahman, and Yohannes Kurniawan. "Incompletion Rate Factors in Mooc: A Systematic Literature Review." In 2023 International Conference on University Teaching and Learning (InCULT), IEEE, 2023: 1-6.
- Bin, Qiu, Megat F. Zuhairi, and Jacques Morcos. "A Comprehensive Study on Personalized Learning Recommendation in E-Learning System." IEEE Access, 2024, vol.12: 100446-100482.
- Huang, Hao, and Dandan Qi. "Is MOOC really effective? Exploring the Outcomes of MOOC Adoption and its Influencing Factors in a Higher Educational Institution in China." PLOS One, 2025, vol. 20, no. 2: e0317701.
- Trask, Thomas, Nicholas Lytle, Michael Boyle, David Joyner, and Ahmed Mubarak. "A Comparative Analysis of Student Performance Predictions in Online Courses using Heterogeneous Knowledge Graphs." arXiv, 2024, preprint arXiv:2407.12153.
- Baumeister, Tom, Paul Eichler, Swen Jacobs, Mouhammad Sakr, and Marcus Völp. "Parameterized Verification of Round-based Distributed Algorithms via Extended Threshold Automata." In International Symposium on Formal Methods, Cham: Springer Nature Switzerland, 2024: 638-657.
- Wang, Xianxian, Muhammad Younas, Yicun Jiang, Muhammad Imran, and Norah Almusharraf. "Transforming Education Through Blockchain: A Systematic Review of Applications, Projects, and Challenges." IEEE Access 2024, vol.13: 13264-13284.
- Miswar, Nur, and Imam Riadi. "BGP dynamic routing protocol: A QoS Analysis for TCP and UDP." Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control 2024, vol. 9, no. 1: 45-56.
- Illi, Chaimae, and Azeddine Elhassouny. "Edu-Metaverse: A Comprehensive Review of Virtual Learning Environments." IEEE Access, 2025, vol.13: 30186-30211.

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