Integrating Neural Quantum States and Distrubuted Networks: A Schrodinger-inspired Analysis of QKD and DARPA Network Data

Authors

DOI:

https://doi.org/10.71016/tp/jrnnhv61

Keywords:

Quantum internet, Entanglement Distribution, Quantum Repeaters, Quantum Key Distribution (QKD), Quantum Bit Error Rate (QBER), Partially Observable Markov Decision process (POMDP)

Abstract

Aim of the Study: The research focuses on analyzing how quantum networking represents new bounds in technologies by enabling long range distribution of entangled states. We examine how entangling remote clients to one another is relatively simple routing and entanglement swapping processes. We hope to gain a deeper understanding of how these capabilities enable secure communication, distributed quantum computing, and novel sensor systems.

Methodology: This research take a conceptual and comparative approach by analyzing the developments in quantum networking, with techniques for generating and swapping quantum entanglement, and transmitting multiple Qubits across multiple hops in a channel. Quantum Repeaters and Error Correction, increase quantum communication. Internetworking Protocols investigated to assess how the usage of channels aids in reliable routes.

Findings: The results indicate that developments in areas such as entanglement distribution, physical-layer quantum technology, and device stability, are moving us closer to building scalable Quantum Networks. Entangling swapping with simple routing solves the necessary processing of routing between distances without adding layers of complex error-correction coding to manage. Because there have been recent improvements in error-correction techniques as well as connection methods that improve stability, there is a lower barrier to building large-scale entangled Quantum Internetworks.

Conclusion:  It is concluded from the study that quantum network is becoming a mature technology. Entanglement Methods routing and network structures has reached a stage where quantum structures will use qubit transmission. This simplifies installation and the creation of large-scale quantum communication systems. The developments of such systems are nearing the implementation of successful quantum solutions.

Author Biographies

  • Mennam Fatima, Ziauddin University Karachi, Pakistan.

    Student, College of Computing and Software Engineering,

  • Prof. Dr. Sheikh Muhammad Munaf, Ziauddin University Karachi, Pakistan.

    Professor, College of Computing and Software Engineering,

  • Muhammad Saleem Ahmed, Ziauddin University Karachi, Pakistan.

    Student, College of Computing and Software Engineering,

  • Zainab Rafi, Ziauddin University Karachi, Pakistan.

    Student, College of Computing and Software Engineering,

  • Prof. Dr. Shahzad Nasim, The Begum Nusrat Bhutto Women University Sukkur, Pakistan.

    Professor, 

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Published

2025-11-25

How to Cite

Fatima, M., Munaf, S. M., Ahmed, M. S., Rafi, Z., & Nasim, S. (2025). Integrating Neural Quantum States and Distrubuted Networks: A Schrodinger-inspired Analysis of QKD and DARPA Network Data. THE PROGRESS: A Journal of Multidisciplinary Studies, 6(4), 82-94. https://doi.org/10.71016/tp/jrnnhv61