Pulse Identification Using SVM

被引:0
作者
Puyol-Gruart, Josep [1 ]
Garcia Calves, Pere [1 ]
Vega, Jesus [1 ,2 ]
Teresa Ceballos, Maria [2 ]
Cobo, Bea [2 ]
Carrera, Francisco J. [2 ]
机构
[1] CSIC, Artificial Intelligence Res Inst, IIIA, Madrid, Spain
[2] CSIC, UC, Inst Phys Cantabria, Madrid, Spain
来源
ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT | 2021年 / 339卷
关键词
Signal Processing; Machine Learning; Support Vector Machines;
D O I
10.3233/FAIA210138
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is about dealing with a noisy signal containing pulses from a detector of X-ray photons. We are designing algorithms to detect pulses, separate them when overlapping, and measure the energy of photons and separation between pulses. In this paper, we present the detection of pulses using SVM.
引用
收藏
页码:221 / 224
页数:4
相关论文
共 5 条
  • [1] The Athena X-ray Integral Field Unit (X-IFU)
    Barret, Didier
    Thien Lam Trong
    den Herder, Jan-Willem
    Piro, Luigi
    Cappi, Massimo
    Huovelin, Juhani
    Kelley, Richard
    Mas-Hesse, J. Miguel
    Mitsuda, Kazuhisa
    Paltani, Stephane
    Rauw, Gregor
    Rozanska, Agata
    Wilms, Joern
    Bandler, Simon
    Barbera, Marco
    Barcons, Xavier
    Bozzo, Enrico
    Ceballos, Maria Teresa
    Charles, Ivan
    Costantini, Elisa
    Decourchelle, Anne
    den Hartog, Roland
    Duband, Lionel
    Duval, Jean-Marc
    Fiore, Fabrizio
    Gatti, Flavio
    Goldwurm, Andrea
    Jackson, Brian
    Jonker, Peter
    Kilbourne, Caroline
    Macculi, Claudio
    Mendez, Mariano
    Molendi, Silvano
    Orleanski, Piotr
    Pajot, Francois
    Pointecouteau, Etienne
    Porter, Frederick
    Pratt, Gabriel W.
    Prele, Damien
    Ravera, Laurent
    Sato, Kosuke
    Schaye, Joop
    Shinozaki, Keisuke
    Thibert, Tanguy
    Valenziano, Luca
    Valette, Veronique
    Vink, Jacco
    Webb, Natalie
    Wise, Michael
    Yamasaki, Noriko
    [J]. SPACE TELESCOPES AND INSTRUMENTATION 2018: ULTRAVIOLET TO GAMMA RAY, 2018, 10699
  • [2] LIBSVM: A Library for Support Vector Machines
    Chang, Chih-Chung
    Lin, Chih-Jen
    [J]. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)
  • [3] SIXTE: a generic X-ray instrument simulation toolkit
    Dauser, Thomas
    Falkner, Sebastian
    Lorenz, Maximilian
    Kirsch, Christian
    Peille, Philippe
    Cucchetti, Edoardo
    Schmid, Christian
    Brand, Thorsten
    Oertel, Mirjam
    Smith, Randall
    Wilms, Joern
    [J]. ASTRONOMY & ASTROPHYSICS, 2019, 630
  • [4] Nandra K, 2013, Arxiv, DOI arXiv:1306.2307
  • [5] Vega J., 2020, ADASS, VXXX