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9 0 0 On Anisotropy of Ultra-High Energy Cosmic-Rays 2 n Tamar Kashti a J Weizmann Institute of Science, Israel 9 2 ] Abstract E H We briefly summarize our study on anisotropy of Ultra-High Energy Cosmic-Rays (UHECRs), . inwhichwedefineastatistics thatmeasuresthecorrelation between UHECRsandLargeScale h Structure (LSS). We also comment here on recently published paper by Koers and Tinyakov p that compared our statistics to improved KS statistics. - o r t s Key words: ultrahighenergycosmicrays,cosmicrays,largescalestructure a PACS: 95.85.Ry,98.65.-r [ 2 v The origin of cosmic rays of energies > 1019 eV is a puzzle [1,2,3]. The arrival di- 6 rection of UHECRs show no correlation with the galactic disk, which point towards 5 extra-galactic origan. A suppression of the spectrum at ∼ 5×1019 eV is expected due 2 2 to the GZK suppression [4,5]. The suppression was observed by HIRES [6] and the new . AugerObservatory[7],seefig.1(a).Thus,cosmic-rayswithenergiesabove∼5×1019 eV 1 can reach us only from sources with distance below ∼ 100 Mpc. In these distances, the 0 9 Universe is not isotropic, implying that correlationwith LSS can give us information on 0 the origin of UHECRs. : There arefew leading candidates asthe sourcesofUHECRs. Assuming thatUHECRs v i are protons, the large magnetic fields needed for acceleration requires source luminosity X of L & 1012L Γ2/β for protons with 1020 eV, where L is the Sun luminosity and Γ ⊙ ⊙ r is Lorentz factor of the magnetized plasma [3]. Therefore, the only known astrophysical a sources that reaches these energies are Active Galactic Nuclei (AGNs) and sources of Gamma-ray bursts. The anisotropyof UHECRs from these sources should be correlated withLSS.AnotherpossiblesourceofUHECRsisthedecayofnewheavyparticlescoming from top-down models [1], which predict isotropic signal. In [8], we derive the expected all sky angular distribution of the UHECR intensity, and defined a statistics X that measures the correlationbetween the predicted and C,UB observedUHECRarrivaldirectiondistribution.Following[9],weconsideramodelwhere the UHECR flux is produced by cosmological sources of protons tracing the large scale PreprintsubmittedtoElsevier 29January2009 10 ] s r s 2 m 1/ 6 1. V e 6 10 1 1 Xgal. model [ 1 6 Auger 2. E HiRes × J 10 100 E [EeV] Fig.1. (a)The spectrum ofHIRESand Auger afterashiftof ∆E/E=+23% inthe calibrationofthe absolute energy scaleof theAuger experiment. Thesolidlineisthe spectrum that wouldbegenerated by a cosmological distribution of sources of protons, with intrinsic spectrum dlogn/dlogE = −2. (b) Thepositionsofthe27Augereventswithenergyexceeding5.7×1019 eV,overlaidontheintensitymap obtainedinthebiasedmodel,ingalacticcoordinates. galaxy distribution. We assume that the sources are intrinsically identical and that the numberdensity ofsourcesisdrawnfromaPoissondistributionwith anaveragegivenby b[δ]s¯(z), where s¯(z) is the averagecomoving number density of sources at redshift z and b is some bias functional of the local fractional galaxy over density, δ ≡ δρ/ρ¯. The LSS galaxy density field is derived from the PSCz catalogue [10]. For the bias functional we consider three models: an isotropic (I) model, b[δ] = 1; an unbiased (UB) model where the source distribution traces the galaxydistribution with b[δ]=1+δ; anda biased (B) model, b[δ]=1+δ for δ >0 and b[δ]=0 otherwise. The statistics we defined in [8], whichmeasuresthe correlationbetweenpredictedand observed UHECR arrival direction distributions, is: (N −N )(N −N ) i i,iso i,M i,iso XC,M =X . N i,iso {i} Here{i}isasetofangularbins,N isthenumberofeventsdetectedinbini,andN is i i,M the averagenumberofevents expectedto be detectedinthe M (e.g.isotropic,unbiased, biased)model.InordertoavoidsensitivitytothepossibledistortionoftheUHECRinten- sitymapbymagneticfields,weused6◦×6◦ angularbinsandexcludedtheGalacticplane region,|b|<12◦. The value of X can be straightforwardly calculated using the nu- C,UB mericalrepresentationsoftheUHECRmapsathttp://www.weizmann.ac.il/∼waxman/criso. The X statistics is more sensitive to expected anisotropy signature than the com- C monly used power spectrum, C = 1 m=ℓ a2 (e.g. [11]), and the two-point corre- ℓ 2ℓ+1Pm=−ℓ ℓm lation function, W(D) = N Θ(D−D ) (e.g. [12]). This can be seen from table Pi Pj<i ij 1(a). The anisotropy signal is stronger at lower energy: Although the contrast of the fluctuations inthe UHECR intensityis higherathighenergy,the signalbecomes weaker at higher energies since the number of observed UHECR drops rapidly with energy, see table 1(b). In [8] we also show that a few fold increase of the Auger exposure is likely to increase the significance to > 99% CL, but not to > 99.9% CL (unless the UHECR source density is comparable or larger than that of galaxies). 2 XC,UB P(I/UB)P(I/B)P(UB/B) E>40EeV,100events P(I/UB)P(I/B)P(UB/B) E>20EeV (1205events) 45% 94% 45% XC,UB 23% 79% 42% E>40EeV 300events 39% 94% 52% XW({D=10,20,30,40}) 7% 12% 10% E>60EeV(94events) 31% 87% 42% XC({ℓ=2}) 6% 8% 7% E>80EeV(31events) 22% 63% 24% Table1 Probabilities P(M1|M2) to rule out model M1 at a certain confidence level (CL), assuming that the UHECRsourcedistributionfollowsmodelM2.Calculatedfrom10000MonteCarlorealizationsforAuger exposure. (a) Comparing different statistics, XC,UB, XC(ℓ) = Pℓ(Cℓ−Ciso,ℓ)2/σℓ2, where σℓ2 is the variance, and XW (defined similarly for the two-point correlation function). (b) Comparing different energythresholdswithXC,UB statistics. Auger reported in [13] a correlation between the arrival direction distribution of 27 UHECRs of > 5.7×1019 eV and between the angular distribution of low-luminosity AGNsincludedintheV-CAGNcatalog[14].However,theV-CAGNcatalogismerelya compilation of AGN data available in the literature, and is therefore incomplete both in itsskycoverageandinitsluminositycoverage,hencetheresultsof[13]areunclear.Using the X statistics, we analyzed [13] data, see fig. 1(b). According to our analysis, the C,UB dataisinconsistentwithisotropyat∼98%CL,andconsistentwithasourcedistribution that traces galaxy density. Note, however,that the optimization of the energy threshold made in [13] raises the concern that the significance with which isotropy is ruled out maybe overestimated. Recently, [15] compared the X statistics to an improved KS statistics. They C,UB showed that for most energy thresholds the X statistics have higher probability C,UB to rule out isotropy (see their table I). However,they get probabilities that are different then ours for X . This is probably due to the fact that they use a different galaxy C,UB redshift catalog, the catalog of Kalashev et al. [16], deduced from 2MASS XSC [17]. We believethatthiscatalogisnotsuitablefortheanalysisofCRanisotropy,sinceitincludes mainlyphotometricredshifts,whichhavesystematicuncertaintyof30%thatdependson the luminosity, thus distorting the density field. Note that the future “2MASS Redshift Survey” [17] will improve PSCz, by measuring redshifts of 100,000 galaxies till 85 Mpc. References [1] P.Bhattacharjee andG.Sigl,Phys.Rept.327,109(2000). [2] M.NaganoandA.A.Watson, Rev.Mod.Phys.72,689(2000). [3] E.Waxman,Pramana62,483(2004), andhistalkintheseproceedings. [4] K.Greisen,Phys.Rev.Lett. 16,748(1966). [5] G.T.ZatsepinandV.A.Kuzmin,JETPLett.4,78(1966). [6] R.Abbasiet al.[HiResCollaboration],Phys.Rev.Lett. 100,101101(2008). [7] J.Abrahamet al.[PierreAugerCollaboration],Phys.Rev.Lett. 101,061101(2008). [8] T.KashtiandE.Waxman,JCAP0805,006(2008). [9] E.Waxman,K.B.FisherandT.Piran,Astrophys.J.483,1(1997). [10] W.Saunders et al.,Mon.Not.Roy.Astron.Soc.317,55(2000). [11] G.Sigl,F.MiniatiandT.A.Ensslin,Phys.Rev.D70,043007(2004). [12] D.DeMarco,P.Blasi,A.V.Olinto,JCAP01,002(2006). [13] AugerCollaboration,Science, 318(5852), 938;J.Abrahamet al.,Astropart.Phys.29,188(2008). [14] M.-P.V´eron-Cetty&P.V´eron,A&A455,773(2006). [15] H.B.J.KoersandP.Tinyakov,arXiv:0812.0860[astro-ph]. [16] O.E.Kalashev,B.A.Khrenov,P.Klimov,S.SharakinandS.V.Troitsky,JCAP0803,003(2008). [17] Jarrett,T.H.2004,PASA,21,396,http://www.cfa.harvard.edu/∼huchra/2mass/ 3

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