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Information Coordination Analysis of Quantum Measurement Outcomes: A Simulation Study

Taylor, John

Published Nov 6, 2025• 0 citations
Publisher

Abstract

We explore whether quantum entanglement might be detectable through information-theoretic coordination patterns in measurement outcomes alone, without requiring quantum states, density matrices, or Hilbert space structure. Using Local Divergence Intensity (LDI), a universal measure of symbolic sequence decorrelation we analyze three types of simulated quantum measurements: (1) Bell states (simulated perfect correlation), (2) product states (simulated independence), and (3) quantum walks (simulated structured dynamics).

DOI
10.5281/zenodo.17546962

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We explore whether quantum entanglement might be detectable through information-theoretic coordination patterns in measurement outcomes alone, without requiring quantum states, density matrices, or Hilbert space structure. Using Local Divergence Intensity (LDI), a universal measure of symbolic sequence decorrelation we analyze three types of simulated quantum measurements: (1) Bell states (simulated perfect correlation), (2) product states (simulated independence), and (3) quantum walks (simulated structured dynamics).
We explore whether quantum entanglement might be detectable through information-theoretic coordination patterns in measurement outcomes alone, without requiringquantum states, density matrices, or Hilbert space structure. Using Local DivergenceIntensity (LDI), a universal measure of symbolic sequence decorrelation [6], we ana-lyze three types of simulated quantum measurements: (1) Bell states (simulated per-fect correlation), (2) product states (simulated independence), and (3) quantum walks(simulated structured dynamics).In simplified probabilistic simulations that approximate expected quantum mea-surement statistics, we observe 95% separation between correlated and independentbitstrings (∆Φ = 0.953) with 2% added noise. The framework operates on discrete bi-nary sequences and reveals different scale-dependence patterns for different correlationtypes.This conceptual study suggests LDI analysis of measurement sequences could po-tentially complement traditional quantum information measures, but experimental val-idation on real quantum hardware is required before any claims about detecting actualquantum entanglement can be made.
We present a computational replication of quantum many-body scars observed by Semeghini et al. (2021) using Local Divergence Intensity (LDI) analysis—a measure based on information as distinguishability. Quantum scars violate the Eigenstate Thermalization Hypothesis, representing special eigenstates that support persistent periodic revivals in quantum many-body systems. Using information coordination on uncountable symbolic spaces, we demonstrate that scar states exhibit arithmetic divisor structure with revival period π\piπ microseconds. Cross-LDI analysis reveals scale-dependent coordination minima at integer multiples of the fundamental period, confirming quantum periodicity over 15+ revival cycles with minimal damping. This confirms that quantum periodic systems display measurable arithmetic structure distinguishable from both thermalizing systems and scale-invariant quantum entanglement, detectable through information-theoretic measures on classical measurement outcomes.
Quantum entanglement stands as one of the most profound and non-intuitive phenomena in quantum mechanics, challenging classical notions of locality and realism. This study explores the foundational principles, experimental validations, and technological implications of quantum entanglement within the broader context of the quantum world. Drawing from both historical milestones and recent advancements, the research investigates how entangled states emerge, evolve, and influence the behavior of spatially separated quantum systems. Using a mixed-methods approach that integrates theoretical analysis with quantitative simulation, this paper demonstrates how entanglement defies classical correlations by revealing statistical patterns that violate Bell-type inequalities. Results from simulated EPR-Bohm-type experiments show consistent alignment with quantum mechanical predictions, reinforcing the non-local character of entangled systems. Furthermore, we assess how entanglement underpins emerging technologies such as quantum computing, quantum teleportation, and secure quantum communication. Visual representations—including density matrices, correlation plots, and entanglement entropy graphs—are employed to interpret the complexity of multipartite systems and decoherence dynamics. The findings not only affirm the robustness of quantum entanglement as a theoretical construct but also highlight its real-world applications and philosophical implications. Ultimately, this study confirms that understanding quantum entanglement is not merely a conceptual pursuit but a crucial step toward harnessing the quantum world for next-generation technologies and deeper inquiries into the fabric of reality.
This work studies how measurement type affects information extraction in entangled quantum systems. Local measurements probe subsystems individually, while entangled measurements access global correlations. Information is quantified using Shannon and Rényi entropy. Bell states are used as a baseline, and the analysis is extended to GHZ and W states for systems of up to five qubits. Decoherence is introduced by suppressing phase coherence in the density matrix. The results show that entangled measurements provide maximal information in coherent systems but lose this advantage with decoherence. GHZ states exhibit system-size independent behavior, while W states depend on the number of qubits and display a peak in entropy at intermediate decoherence. This highlights the importance of entanglement structure in determining how information behaves in quantum systems.
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The paper is an elaborate comparative assessment of the most relevant entropy-based quantities to be applied in quantifying quantum entanglement in pure, mixed, bipartite, and multipartite quantum systems. The study fills the existing gap in the literature in which most of the previous literature examines individual measures, but a lot of knowledge is lacking on what these measures are regarding their strengths, weaknesses, and the operational usefulness against each other. The study can prove the behaviour of each measure under noise, decoherence, dimensional scaling, and variation of state-type by analysing von Neumann entropy, the Tsallis entropy, entropy of entanglement of formation, concurrence and logarithmic negativity. Numerical studies with pure two-qubit states, Werner states, GHZ states, W states and mixed random states demonstrate specific sensitivity properties and computational limitations which ensure that no single measure can be a universal quantifier. The paper goes on to say that entropy-only measures do not work in mixed regimes because of a dominance in classical correlations. The results have several important implications to quantum communication, quantum simulation, and quantum computing in the NISQ-era, where the choice of measurement has a direct impact on benchmarking, error-correction scheme, and protocol performance based on entanglement. The paper ends with a recommendation of contextual, purpose-based scheme of selecting entanglement measures and suggests a further study on scalable benchmarking, hybrid quantifiers, and operational performance-based entanglement measurements. These observations reinforce the theoretical premise of entanglement studies and enable the advancement of more effective quantum technologies in the field of practice.