Towards a common skymap based on Antares & IceCube data J. Brunner 24/09/2011 1 Reminder Proposed at MANTS 2010 Agreed test sets: • IC22 • IC22 UHE • Antares 2007/2008 Unblinded data provided recently (August 2011, Chad & Aart) • individual analyses published 2 Data taking periods & analysis samples ANTARES: analysis on 2007/2008 data IceCube: IC22, IC22-UHE Good overlap 144 days 740 ev S 60% 151 days 1350 ev S 60% ANT-5 ANT-10-12 2007 R. Lauer ANT-07-10 2008 IC22 Ch. Finley A. Heijboer, C. Bogazzi 276 days 5114 ev N 785 ev S 2009 IC40 375 days 14121 ev N 22778 ev S IC59 Problem Impressive analysis speed for both ANTARES & IceCube • Antares : 2007-2010 analysis released • IceCube : IC40, IC59 ready Old data sets are not anymore competitive, even when combined Ch. Finley 4 What can we learn anyway ? Compare analysis methods • Likelihood definitions • Limit setting methods Reproduce individual results Propose common interfaces for possible future combined analysis 5 Normalization and differences Important to distinguish Integral over full sky versus Integral over Vicinity of source to build likelihood (here 5 degrees) Int4(F)=1 Int4(Bi)=Ntot Ntot =Total number of observed events in full sky Signal events are added on top of Ntot Int5º(Si)=1 Int5º(Bi)=1 (Bi = cons) N = total number of observed events inside search window Signal events are a fraction of N 7 Combining Samples (Antares method) log Ls b log sig rj F j ij s , s Bij sig j i Add sum of j samples Each event knows from which sample it comes (indices ij) Each sample has its own background PDF Bj Each sample has its own PSF ßj But only one sig can be fitted Relative contributions of samples to signal controlled by rj for each r 1 j j 8 Signal events Unified in bins of 10 degrees Event per declination per reference flux Used for signal simulation and rj calculation ANT07 ANT08 IC22-UHE IC22 ALL 10 Signal events Fraction of events per declination band Northern hemisphere: IC22 contributes more than 95% DEC<-50º: only ANTARES -50º -0º: ok ANT07 ANT08 IC22-UHE IC22 Declination range where both experiments contribute more than1110% Chance to get events from both samples close to source Code development Signal histos Background histos PSF histos Small root files Command line Test experiments Root executable Fit within 5º from source No graphics Runs in batch mode 107 TE for BG-only 106 otherwise Root Tree TS,LH(S+B),LH(B),sig Sensitivity Discovery power Filenames NEXP Nsig Ra,Dec Small Root Macros Graphics output Interactive Flux limits 12 Example sky maps Point source with 20 events included IC22 IC22-UHE ANT-2007 ANT2008 Declinationion Rectascension 14 Example sky maps Point source with 20 events included IC22 IC22-UHE ANT-2007 ANT2008 Declinationion Rectascension 15 Example sky maps Point source with 20 events included Reasonable mixture of both sets IC22 IC22-UHE ANT-2007 ANT2008 Declinationion Rectascension 16 Examples for TestStatistics • DEC=-35º More pronounced change in TS of Antares 0 2 4 6 8 signal events ANTARES 0 2 4 6 8 signal events IceCube 19 Sensitivity versus actual limits ANTARES Sensitivity is average of actual limit points 50% of points above, 50% below IceCube Sensitivity coincides with best limits i.e. those which are most BG-like Difference in treatment of TS=0 peak for bg-only test experiments 25 IceCube: minimal p-value 0.5 if TS=0 Antares: exploit tiny fluctuations around zero Fluctuations around TS=0 BG-only TS log(TS+0.001) A. Heijboer My analysis: Same procedure but spread introduced “by hand” (random number) TS=0 BG-only TS Compare methods Compare limit setting methods • Neyman • CLs Compare TS=0 treatment difference • Choose random value in Q1 when TS=0 -3<Q1<-2 • Choose Fixed value at 50%/50% Q1=-2.5 Look at 90% C.L. event number limits 27 Comparison of limit setting methods DEC=+35º CLs method Median=5.8 DEC=+35º Neyman Median=3.8 DEC=-35º Neyman Median=2.7 Neyman 2.0 DEC=-70º Antares When TS=0 Choose a random number -3<Q1<-2 F&C 2.4 DEC=-35º CLs method Median=3.8 CLs 2.8 28 A. Heijboer Comparison of limit setting methods DEC=+35º CLs method Median=5.8 DEC=+35º Neyman Median=3.1 When TS=0 use Q1<-2.5 DEC=-35º Neyman Median=2.2 Neyman 2.0 DEC=-70º Antares DEC=-35º CLs method Median=3.8 F&C 2.4 CLs 2.8 29 A. Heijboer ANTARES 2007-2008 Present analysis Good agreement for overfluctuating Sky points, difference for TS=0 Results : Combined analysis Real skymap IC22 IC22-UHE ANT07/08 Discovery potential & Sensitivity Reproduce Antares & IC22 where one experiment dominates Coherent limit for whole sky Factor 2 gain for specific declinations 5 sigma discovery 90% C.L. sensitivity Combined IC22 Antares CLs method used here 33 Selected source list Start with source lists as specified in Antares & IceCube papers Recalculate individual flux limits Compare to combined flux limits 34 Results : selected source lists Important improvement for limits on Southern hemisphere when combining samples Marginal effect on Northern hemisphere ANTARES source list ANTARES ANT & IC22-UHE IC22 & IC22-UHE source list IC22 ANT & IC22(UHE) Fullsky search Clustering • Individual set at least 4 events within 3 degrees • Combining sets At least one 1 per set within 3 degrees Fit • 3 parameters within 5-10 degrees 36 Fullsky search - South ANTARES Event within 3 degrees: 5 Ra 43.18 Dec -0.56 Signal events 3.4 Lambda 8.1 Confirmed from Antares Paper Ra 43.21 Dec -0.50 Signal events 3.4 Lambda 6.8 Combined Event within 3 degrees: 4 Ant + 4 IC22-UHE Ra 187.72 Dec -3.63 Signal events 4.6 Lambda 8.0 Find new cluster ! Compatible with background Fullsky search - North IC22 Event within 3 degrees: 14 Ra 191.27 Dec 18.79 Signal events 9.5 Lambda 6.4 Different from IC22 Paper Ra 153.4 Dec 11.4 Signal events 7.7 gamma -1.65 Combined Event within 3 degrees: 1 Ant + 14 IC22 Ra 191.27 Dec 18.79 Signal events 9.5 Lambda 6.2 Find same cluster ! Compatible with background ANTARES versus IC40 differential sensitivities Half decade bins 5 sigma discovery potential Dashed: IceCube , Full: ANTARES 41 ANTARES versus IC40 Southern hemisphere only Half decade bins 5 sigma discovery potential Dashed: IceCube , Full: ANTARES 42 Summary Northern hemisphere • Only marginal impact of ANTARES Southern hemisphere • Interesting efficiency gain • Improved limits • Enhanced potential for fluxes softer than E^-2 43 Next steps Wait for stable results from individual experiments • ANTARES 2007-201 • IceCube IC40,59,79,86 (?) Use public event by event data • Already available for IC40 diffuse set Look at transient phenomena 44 Public Data
© Copyright 2025 Paperzz