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THE PROGRESS A Journal of Multidisciplinary Studies

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

Mennam Fatima, Sheikh Muhammad Munaf, Muhammad Saleem Ahmed, Zainab Rafi, Shahzad Nasim

Published Nov 25, 2025• 0 citations
Publisher

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.

DOI
10.71016/tp/jrnnhv61

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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.
Driven by quantum superposition and entanglement, the swift advancement of quantum computing has highlighted the limitations of classical computation. As a solution, Quantum Networks (QNs) have emerged, offering high-quality entanglement connections and reliable quantum state transmission, enabling a range of applications that exceed the limitations of classical data networks, including quantum communication and distributed quantum computing (DQC). This article delves into key components and concepts such as quantum entanglement, quantum decoherence and entanglement distribution. It then explores quantum remote secure communication technologies, including quantum teleportation, quantum key distribution (QKD), quantum dense coding, quantum repeater technology, and quantum satellite communication. We also provide a detailed introduction to quantum remote entanglement distribution and quantum entanglement routing design, including current research progress and a discussion on the challenges and existing solutions for constructing large-scale QNs. The aim of this article is to provide readers with a fundamental understanding of QNs, an assessment of current research, and insights into the main challenges and solutions in this emerging field. Through these discussions, we hope to help readers better understand the potential and future direction of QNs.
Entanglement distribution is a fundamental building block of quantum communication networks, enabling the secure and reliable exchange of quantum information over long distances. Unlike classical communication, quantum networks exploit the unique properties of quantum entanglement to support applications such as quantum key distribution, quantum teleportation, distributed quantum computing, and networked quantum sensing. Although significant progress has been made in recent years, the efficient generation, transmission, and preservation of entangled states remain major research challenges due to photon loss, decoherence, and limitations in current communication infrastructure.This review provides a comprehensive overview of entanglement distribution in quantum communication networks, focusing on the technologies that enable practical implementation and the latest experimental developments. It discusses key approaches for generating and distributing entangled photons through optical fibers, free-space links, and satellite-based communication, together with supporting technologies such as quantum repeaters, quantum memories, and photonic devices. The review also examines recent experimental demonstrations that have advanced long-distance quantum communication while highlighting the technical barriers that must be overcome for large-scale deployment. Finally, emerging applications and future research directions are presented, including the development of scalable quantum networks, the quantum internet, and secure global communication systems. This review aims to provide researchers and students with a clear understanding of the current state of entanglement distribution and its growing role in next-generation quantum communication technologies.
Quantum networks build on entanglement and quantum measurement to bring new capabilities to communication systems. Quantum physical effects can be used to detect eavesdropping, to improve the shared sensitivity of separated astronomical instruments, or to create distributed states that will enable numerical quantum computation over a distance using teleportation. Because quantum data is fragile and some quantum operations are probabilistic, errors and distributed calculations must be managed aggressively and perhaps cooperatively among nodes. Solutions to these problems will have both similarities to and differences from purely classical networks. Architectures for large-scale quantum networking and internetworking are in development, paralleling theoretical and experimental work on physical layers and low-level error management and connection technologies. With unentangled quantum networks already deployed, entangled networks may appear within the next few years and will form a vibrant research topic in the coming decade.
Long-distance quantum networks are far more than mere channels for data transfer; they are sophisticated systems that harness the counterintuitive features of quantum mechanics to enable secure and high-performance communication over vast distances. In our study, we explore the underlying mechanisms of quantum connectivity by investigating phenomena such as superposition and entanglement, and their roles in sustaining robust information propagation. We focus on the interaction between these quantum effects and routing protocols strategies that, while inspired by classical networks, must overcome challenges associated with quantum decoherence and measurement uncertainty. To evaluate these interactions, we simulated distributed quantum networks with node counts ranging from 10 to 100 using novel routing strategies including Q-Learning, Bell State, and Entanglement Swapping protocols. Our analysis centers on key performance metrics that capture both quantum fidelity and operational efficiency. Notably, our results show that high quantum state fidelity is maintained across all network configurations, confirming the efficacy of entangled states in preserving the integrity of quantum information over long distances. Simultaneously, we observe that increased network complexity introduces trade-offs, such as higher computational overhead and amplified susceptibility to decoherence and error propagation. These findings underscore the necessity for advanced error-correction techniques and adaptive routing strategies to ensure scalability and robustness in long-distance quantum communication. Overall, our work provides critical insights into optimizing quantum superposition and entanglement in practical routing implementations, thereby paving the way for the future realization of a global quantum communication infrastructure.
Abstract - Quantum networking represents one of the most transformative developments in modern secure communication. Unlike classical networks that rely on mathematical encryption, quantum networks exploit the physical properties of qubits—superposition, entanglement, and the no-cloning theorem—to establish communication channels that are inherently tamper-evident. As quantum technologies mature, applications such as quantum key distribution (QKD), quantum repeaters, quantum teleportation, quantum memory systems, and quantum internet protocols are gaining global traction. This paper consolidates current progress in quantum networking technologies and provides an extended discussion of recent advancements in protocols, hardware components, integrated photonic systems, and machine-learning-enhanced architectures. Additionally, results synthesized from established literature, illustrate performance trends, security gains, and practical deployment challenges in quantum communication networks. The paper also outlines future directions toward scalable quantum internets, hybrid quantum-classical infrastructures, error-corrected qubit networks, satellite-based QKD, and intelligent routing systems. Overall, quantum networking is positioned to redefine the future of secure data transfer, distributed computing, and global communication infrastructures. Key Words: Quantum networking, Quantum Key Distribution (QKD), Entanglement Distribution, Integrated Photonic Chips, Machine Learning (ML)
Quantum computing is a new discipline that uses the ideas of quantum physics to do calculations that are not possible with conventional computers. Quantum bits, called qubits, could exist in superposition states, making them suitable for parallel processing in contrast to traditional bits. When it comes to addressing complex challenges like proof simulation, optimization, and cryptography, quantum entanglement and quantum interference provide exponential improvements. This survey focuses on recent advances in entanglement routing, quantum key distribution (QKD), and qubit management for short- and long-distance quantum communication. It studies optimization approaches such as integer programming, reinforcement learning, and collaborative methods, evaluating their efficacy in terms of throughput, scalability, and fairness. Despite improvements, challenges remain in dynamic network adaptation, resource limits, and error correction. Addressing these difficulties necessitates the creation of hybrid quantum–classical algorithms for efficient resource allocation, hardware-aware designs to improve real-world deployment, and fault-tolerant architecture. Therefore, this survey suggests that future research focus on integrating quantum networks with existing classical infrastructure to improve security, dependability, and mainstream acceptance. This connection has significance for applications that require secure communication, financial transactions, and critical infrastructure protection.