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Implement Angle Statistics Reconstruction (ASR) #96

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GilesStrong opened this issue Mar 25, 2022 · 0 comments
Open

Implement Angle Statistics Reconstruction (ASR) #96

GilesStrong opened this issue Mar 25, 2022 · 0 comments
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enhancement New feature or request Inference Issue affects the quality of inference Optimisation Issue affects the optimisation of the detector

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@GilesStrong
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Stapleton et al 2014 introduces an inference method they claim is better than PoCA and less complex than MLEM. The main benefit seems to be that the point assigned to the scattering is constrained to lie within the volume.

Given our voxel-wise integration of 3D Gaussians centred on the PoCA, this seems to be less of a problem for us, but still the algorithm may bring additional benefits.

It is also unclear whether the algo. can be used directly for detector optimisation, due to the hard assignement of predictions to voxels, however the algo. computes weights per voxel based on their transverse distance to the muon trajectories, so this could be used instead to smear the X0 predictions across the volume, based on their closeness to that predicted path of the muon.

@MaximeLagrange is investigating and can comment further.

@GilesStrong GilesStrong added enhancement New feature or request Inference Issue affects the quality of inference Optimisation Issue affects the optimisation of the detector labels Mar 25, 2022
@GilesStrong GilesStrong added this to To do (Essential) in Publication 1: Detector Optimisation via automation Mar 25, 2022
@GilesStrong GilesStrong added this to To do (Essential) in Publication 2: Inference comparison via automation Mar 25, 2022
@GilesStrong GilesStrong moved this from To do (Essential) to Nice to have in Publication 2: Inference comparison Mar 25, 2022
@GilesStrong GilesStrong moved this from To do (Essential) to Nice to have in Publication 1: Detector Optimisation Mar 25, 2022
@GilesStrong GilesStrong added this to Nice to have in May presentations Apr 29, 2022
@GilesStrong GilesStrong moved this from Nice to have to In progress in Publication 1: Detector Optimisation Jun 17, 2022
@GilesStrong GilesStrong moved this from Nice to have to In progress in Publication 2: Inference comparison Jun 17, 2022
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Labels
enhancement New feature or request Inference Issue affects the quality of inference Optimisation Issue affects the optimisation of the detector
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