Modelling the dusty universe - I. Introducing the artificial neural network and first applications to luminosity and colour distributions

Monthly Notices of the Royal Astronomical Society

Volumn 402, Issue 1, 2010, Pages 544-564

  Almeida, C ^a,b   Baugh, C M ^a   Lacey, C G ^a   Frenk, C S ^a   Granato, G L ^c   Silva, L ^d   Bressan, A ^c,d,e  

^a DURHAM UNIVERSITY   (United Kingdom)

^b CHINESE ACADEMY OF SCIENCES   (China)

^c INAF OSSERVATORIO ASTRONOMICO DI PADOVA   (Italy)

^d INAF OSSERVATORIO ASTRONOMICO DI TRIESTE   (Italy)

^e Luis Enrique Erro 1   (Mexico)

Author keywords

Galaxies: evolution; Large scale structure of Universe; Methods: numerical; Submillimetre

Indexed keywords

LUMINANCE; NEURAL NETWORKS; NUMERICAL METHODS;

ACCURATE PREDICTION; COLOR DISTRIBUTION; FAR ULTRAVIOLET; GALAXY EVOLUTION; LARGE SCALE STRUCTURE OF UNIVERSE; LUMINOSITY DISTRIBUTIONS; METHOD: NUMERICAL; SEMI-ANALYTICAL MODEL; SPECTRAL ENERGY DISTRIBUTION; SUBMILLIMETRE;

GALAXIES;

EID: 77949338815     PISSN: 00358711     EISSN: 13652966     Source Type: Journal    
DOI: 10.1111/j.1365-2966.2009.15920.x     Document Type: Article

References (48)

1. Adelberger K L, Steidel C C. ApJ 2000, 544:218.
2. Alexander D M. MNRAS, AJ 2003, 125:383.
3. Alexander D M, Bauer F E, Chapman S C, Smail I, Blain A W, Brandt W N, Ivison R J. ApJ 2005, 632:736.
4. Almeida C, Baugh C M, Lacey C G. MNRAS 2007, 376:1711.
5. Baugh C M. Rep. Prog. Phys. 2006, 69:3101.
6. Baugh C M, Lacey C G, Frenk C S, Granato G L, Silva L, Bressan A, Benson A J, Cole S. MNRAS 2005, 356:1191.
7. Benson A J, Bower R G, Frenk C S, Lacey C G, Baugh C M, Cole S. ApJ 2003, 599:38.
8. Biggs A D, Ivison R J. MNRAS 2008, 385:893.
9. Blain A W, Chapman S C, Smail I, Ivison R. ApJ 2004, 611:725.
10. Bower R G, Benson A J, Malbon R, Helly J C, Frenk C S, Baugh C M, Cole S, Lacey C G. MNRAS 2006, 370:645.
11. Bressan A, Silva L, Granato G L. A&A 2002, 392:377.
12. Bruzual G, Charlot S. MNRAS 2003, 344:1000.
13. Caputi K I. ApJ 2006, 637:727.
14. Casey C M. MNRAS 2009, 399:121.
15. Chapman S C, Blain A W, Smail I. ApJ 2005, 622:772.
16. Cole S, Lacey C G, Baugh C M, Frenk C S. MNRAS 2000, 319:168.
17. Engelbracht C W. ApJ 2006, 642:127.
18. Ferrara A, Bianchi S, Cimatti A, Giovanardi C. ApJS 1999, 123:423.
19. Font A S. MNRAS 2008, 389:1619.
20. González J E, Lacey C G, Baugh C M, Frenk C S, Benson A J. MNRAS 2009, 397:1254.
21. Granato G L, Lacey C G, Silva L, Bressan A, Baugh C M, Cole S, Frenk C S. ApJ 2000, 542:710.
22. Hauser M G. ApJ 1998, 508:25.
23. Hebb D O. The Organization of Behavior 1949, John Wiley & Sons, New York
24. Hughes D H. Nat 1998, 394:241.
25. Lacey C G, Baugh C M, Frenk C S, Silva L, Granato G L, Bressan A. MNRAS 2008, 385:1155.
26. Lacey C G, Baugh C M, Frenk C S, Benson A J, Orsi A, Silva L, Granato G L, Bressan A. MNRAS 2009, submitted, arXiv:0909.1567v1
27. Li A, Draine B T. ApJ 2001, 554:778.
28. McCulloch W, Pitts W. Bull. Math. Biophys. 1943, 5:115.
29. Panuzzo P, Granato G L, Buat V, Inoue A K, Silva L, Iglesias-Páramo J, Bressan A. MNRAS 2007, 375:640.
30. Parkinson H, Cole S, Helly J. MNRAS 2008, 383:557.
31. Riedmiller M, Braun H. Proc. IEEE Int. Conf. Neural Networks 1993, 16:586.
32. Rosenblatt F. Psychol. Rev. 1958, 65:386.
33. Rosenblatt F. Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms 1962, Spartan, New York
34. Rumelhart D E, Hitton G E, Williams R J. Parallel Distributed Processing 1986, MIT Press, Cambridge, MA
35. Scarselli F, Tsoi A C. Neural Networks 1998, 11:15.
36. Schurer A, Calura F, Silva L, Pipino A, Granato G L, Matteucci F, Maiolino R. MNRAS 2009, 394:2001.
37. Silva L, Granato G L, Bressan A, Danese L. ApJ 1998, 509:103.
38. Smail I. Ap&SS 2002, 281:453.
39. Smail I, Ivison R J, Blain A W. ApJ 1997, 490:5. L
40. Soifer B T, Neugebauer G, Houck J R. ARA&A 1987, 25:187.
41. Soifer B T, Helou G, Werner M. ARA&A 2008, 46:201.
42. Springel V. Nat 2005, 435:629.
43. Steidel C C, Adelberger K L, Giavalisco M, Dickinson M, Pettini M. ApJ 1999, 519:1.
44. Steidel C C, Adelberger K L, Shapley A E, Pettini M, Dickinson M, Giavalisco M. ApJ 2003, 592:728.
45. Steidel C C, Shapley A E, Pettini M, Adelberger K L, Erb D K, Reddy N A, Hunt M P. ApJ 2004, 604:534.
46. Swinbank A M. MNRAS 2008, 391:420.
47. Vega O, Silva L, Panuzzo P, Bressan A, Granato G L, Chavez M. MNRAS 2005, 364:1286.
48. Whaley C H, Irwin J A, Madden S C, Galliano F, Bendo G J. MNRAS 2009, 395:97.