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affiliation: 1
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affiliations:
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name: DEVCOM Army Research Laboratory, 2800 Powder Mill Rd, Adelphi, MD, 20783, USA
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name: DEVCOM Army Research Laboratory, 2800 Powder Mill Rd, Adelphi, MD, 20783, United States of America
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name: Program in Applied Mathematics, University of Arizona, 1200 E University Blvd, Tuscon, AZ 85721, USA
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name: Program in Applied Mathematics, University of Arizona, 1200 E University Blvd, Tuscon, AZ 85721, United States of America
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name: Department of Physics, University of Wisconsin-Madison, 1150 University Avenue, Madison, WI, 53706, USA
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name: Department of Physics, University of Wisconsin-Madison, 1150 University Avenue, Madison, WI, 53706, United States of America
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name: Naval Air Warfare Center, 1 Administration Circle, China Lake, CA, 93555, USA
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name: Naval Air Warfare Center, 1 Administration Circle, China Lake, CA, 93555, United States of America
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date: 13 March 2025
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However, the breadth of possible configurations and experimental parameters makes general modeling of an experiment difficult.
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One challenge is that many atomic energy levels consist of numerous magnetic sublevels that arise from the different possible orientations of the electron's and nucleus's angular momentum.
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These sublevels have different responses to applied magnetic and electric fields which leads to measureable differences for most real-world atomic sensors.
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In some cases, this sublevel structure can be treated in average and safely ignored.
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In some cases, this sublevel structure can be treated on average and safely ignored.
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More often however, they are ignored due to the significant complexity inherent in expanding the model size to account for them.
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For example, in accounting for magnetic splitting,
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and expands the automated calculation of relevant atomic properties on alkali atoms commonly used in Rydberg physics
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to include sublevels.
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This release also includes a new steady-state Doppler-averaging method that greatly improves speed and accuracy,
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along with many other optimizations and improvements to the code-base.
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along with many other optimizations and improvements to the codebase.
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## Handling Sublevel Structure
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Rather than only using integers, arbitrary tuples can now be used as graph nodes.
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This allows for manifolds to be defined by using tuples in a way that directly maps to the atomic structure.
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RydIQule's core functions relating to graph operations have been updated to interchangeably address individual states or entire manifolds.
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It's internals have been overhauled to not only ensure that all relevant states/couplings are added, but tracked as originating from a single manifold.
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Its internals have been overhauled to not only ensure that all relevant states/couplings are added, but tracked as originating from a single manifold.
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## Improved Calculation of Atomic Properties
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It effectively reduces the Doppler-averaging integration along that single dimension to two diagonalizations,
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avoiding velocity sampling that dimension, and enabling a general, analytic result.
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For example, a two-dimensional Doppler-average only needs to be numerically sampled along one axis, with the other performed analytically.
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This reduction in dimensionality results in over an order of magnitude reduction in calculation time while returning significantly higher accuracy solutions,
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with the added benefit of lower memory footprint over RydIQule's current implementation.
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Experimental support for 1D solves only was released in version 2.0.0, with RydIQule v2.1.0 providing full support.
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This reduction in dimensionality gives a fundamental improvement to the time complexity of the calculation (over an order of magnitude) while simultaneously returning higher accuracy results.
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It also has the added benefit of a smaller memory footprint than RydIQule's original implementation,
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which is explicitly space inefficient to avoid interpreter overhead, optimizing computational speed.
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Experimental support for 1D solves was released in version 2.0.0, with RydIQule v2.1.0 providing full support.
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# Related Packages and Work
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