Design and manufacture of an X-ray generator by support vector machines

被引:1
作者
Hernandez-Lopez, Eymard [2 ]
Perez-Perez, Emilio [2 ]
Wences, Giovanni [1 ]
机构
[1] Univ Autonoma Guerrero, Escuela Super Matemat 2, Delicias S-N, Cd Altamirano 40660, Guerrero, Mexico
[2] Tecnol Estudios Super Oriente Estado Mexico, Paraje San Isidro S-N, Tecamachalco 56400, Mexico
关键词
Support vector machines; Non-parametric statistics; X-rays; Radiation; LOW-DOSE CT; RECONSTRUCTION; PERFORMANCE;
D O I
10.1007/s12065-022-00754-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One approach to the design, experimentation, parameter setting, and assembly of an X-ray generator get performed to reduce radiation emission (microgray mu Gy) without neglecting the power of the beam emission (KVp). A combination gets made in the manufacture of the transformer coil between turns of the secondary winding S-k, with the number of turns of the filament F-i. As a result, we obtained a transformer with an emissivity between the desired parameters and the optimum beam power. We classify feasible and infeasible cases in the assembly of X-ray devices using support vector machines. In addition, the tools used for statistical inference were non-parametric tests, such as the modified Friedman test and post-hoc Quade and Conover tests. Finally, we obtained a good image with an excellent resolution without exposing people to high radiation emissions.
引用
收藏
页码:1235 / 1244
页数:10
相关论文
共 24 条
[1]   Globally convergent image reconstruction for emission tomography using relaxed ordered subsets algorithms [J].
Ahn, S ;
Fessler, JA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (05) :613-626
[2]  
[Anonymous], HLTH RISKS EXP LOW L
[3]   Accuracy of Dynamic Computed Tomography Adenosine Stress Myocardial Perfusion Imaging in Estimating Myocardial Blood Flow at Various Degrees of Coronary Artery Stenosis Using a Porcine Animal Model [J].
Bamberg, Fabian ;
Hinkel, Rabea ;
Schwarz, Florian ;
Sandner, Torleif A. ;
Baloch, Elisabeth ;
Marcus, Roy ;
Becker, Alexander ;
Kupatt, Christian ;
Wintersperger, Bernd J. ;
Johnson, Thorsten R. ;
Theisen, Daniel ;
Klotz, Ernst ;
Reiser, Maximilian F. ;
Nikolaou, Konstantin .
INVESTIGATIVE RADIOLOGY, 2012, 47 (01) :71-77
[4]  
Cassi I., 2017, P 7 LAT AM C BIOM EN, P137
[5]   Static coded illumination strategies for low-dose x-ray material decomposition [J].
Cuadros, Angela P. ;
Restrepo, Carlos M. ;
Noel, Peter ;
Arce, Gonzalo R. .
APPLIED OPTICS, 2022, 61 (06) :C107-C115
[6]   Accurate Image Domain Noise Insertion in CT Images [J].
Divel, Sarah E. ;
Pelc, Norbert J. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2020, 39 (06) :1906-1916
[7]   Quadratic Autoencoder (Q-AE) for Low-Dose CT Denoising [J].
Fan, Fenglei ;
Shan, Hongming ;
Kalra, Mannudeep K. ;
Singh, Ramandeep ;
Qian, Guhan ;
Getzin, Matthew ;
Teng, Yueyang ;
Hahn, Juergen ;
Wang, Ge .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2020, 39 (06) :2035-2050
[8]   First performance evaluation of a dual-source CT (DSCT) system [J].
Flohr, TG ;
McCollough, CH ;
Bruder, H ;
Petersilka, M ;
Gruber, K ;
Süss, C ;
Grasruck, M ;
Stierstorfer, K ;
Krauss, B ;
Raupach, R ;
Primak, AN ;
Küttner, A ;
Achenbach, S ;
Becker, C ;
Kopp, A ;
Ohnesorge, BM .
EUROPEAN RADIOLOGY, 2006, 16 (02) :256-268
[9]  
Grieco L. A., 2020, 19 INT C AD HOC NETW
[10]  
Hernandez LE, 2010, THESIS UAM I