An efficient quasi-Monte Carlo method with forced fixed detection for photon scatter simulation in CT

Lin，Guiyuan1; Deng，Shiwo2; Wang，Xiaoqun3

2023-08-01

10.1371/journal.pone.0290266

PLoS ONE   影响因子和分区

1932-6203

1932-6203

Detected scattered photons can cause cupping and streak artifacts, significantly degrading the quality of CT images. For fast and accurate estimation of scatter intensities resulting from photon interactions with a phantom, we first transform the path probability of photons interacting with the phantom into a high-dimensional integral. Secondly, we develope a new efficient algorithm called gQMCFFD, which combines graphics processing unit(GPU)based quasi-Monte Carlo (QMC) with forced fixed detection to approximate this integral. QMC uses low discrepancy sequences for simulation and is deterministic versions of Monte Carlo. Numerical experiments show that the results are in excellent agreement and the efficiency improvement factors are 4 * 46 times in all simulations by gQMCFFD with comparison to GPU-based Monte Carlo methods. And by combining gQMCFFD with sparse matrix method, the simulation time is reduced to 2 seconds in a single projection angle and the relative difference is 3.53%.

SCI

英语

通讯

National Natural Sciences Foundation of China[NSFC-72071119]

Science & Technology - Other Topics

Multidisciplinary Sciences

WOS:001067701100019

PUBLIC LIBRARY SCIENCE

2-s2.0-85168750618

Scopus

1.School of Mathematics and Statistics,Hunan First Normal University,Changsha,China
2.National Center for Applied Mathematics,Southern University of Science and Technology,Shenzhen,China
3.Department of Mathematical Sciences,Tsinghua University,Beijing,China

Lin，Guiyuan,Deng，Shiwo,Wang，Xiaoqun. An efficient quasi-Monte Carlo method with forced fixed detection for photon scatter simulation in CT[J]. PLoS ONE,2023,18(8 August).

Lin，Guiyuan,Deng，Shiwo,&Wang，Xiaoqun.(2023).An efficient quasi-Monte Carlo method with forced fixed detection for photon scatter simulation in CT.PLoS ONE,18(8 August).

Lin，Guiyuan,et al."An efficient quasi-Monte Carlo method with forced fixed detection for photon scatter simulation in CT".PLoS ONE 18.8 August(2023).