Skip to main content

Table 1 Notation used for mathematics, image space, measurement space, and physics

From: Algorithms for joint activity–attenuation estimation from positron emission tomography scatter

Symbol

Description

\(\underline {\boldsymbol {T}}, \boldsymbol {M}, \vec {v}, \vec {1}_{[\cdot ]}\)

Rank-3 tensor, matrix, vector, vector composed of ones

; \(\odot, \oslash, \overset {\circ }{\text {exp}}\)

Outer product; element-wise multiplication, division, exp,

\(\vec {\lambda }, \vec {\mu }, \vec {\rho }\)

Spatial distribution of activity, linear attenuation coefficient, electron density

j, e, s, t

Indices of all, emitting, scattering, transmitting voxels

\(\vec {y}, \vec {\bar {y}}\); \(\vec {z}, \vec {\bar {z}}\)

Measured/simulated, expected scatter (y) or trues (z) data

ds,dn

Detectors of scattered, nonscattered photons of a single-scatter coincidence

E, θ

Energy of scattered photon, associated scattering angle

l

=(ds,dn), index of an LOR

i

=(ds,dn,E), index of an SOR

(i,s)

=(ds,dn,E,s), index of a broken LOR

Nd,NE,Nl,Ni

Numbers of detectors, energy bins, LORs, SORs

\(\boldsymbol {A}, \boldsymbol {A}_{\omega }, \boldsymbol {\tilde {A}}\)

SOR system matrices: (Aω, function of parameters;\({~}^{\mathrm {a}} \boldsymbol {\tilde {A}}\) with attenuation)

\(\boldsymbol {U}, \boldsymbol {\tilde {U}}_{\rho }\)

LOR system matrices (as above)

\(\underline {\boldsymbol {B}}, b^{{i}}_{s,e}\)

Probability that radiation emitted in e is detected along the broken LOR (i,s), disregarding attenuation, per unit electron density in s, per unit activity in e

\(\underline {\boldsymbol {{L}}}, l^{{i}}_{s,t}\)

Effective intersection length of photon path along the broken LOR (i,s) with the transmitting (or attenuating) voxel t, taking photon energy into account

\(\underline {\boldsymbol {{K}}}, k^{{i}}_{s,t}\)

=ls,ti·μt/ρt, effective intersection length times LAC–electron-density ratio

\(\mathcal {L}_{y}(\bullet)\)

Poisson log-likelihood (LL) given the measured data \(\vec {y}\)

\(\mathcal {S}(\bullet, \vec {x}^{\,\text {true}})\)

Normalized mean squared error (NMSE) with respect to a reference \(\vec {x}^{\text {true}}\)

  1. aThese parameters are assumed to be constant within one iteration, but can be updated between iterations