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Explore search methods, spectral analysis, and results from 2005 for high-energy neutrino sources. Enhance sensitivity and discovery potential using innovative detection techniques.
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Neutrino Point Source Search Strategies for AMANDA-II and Results from 2005 J. Braun, A. Karle, T. Montaruli For the IceCube Collaboration
Motivation • No extraterrestrial high energy neutrino source yet observed • Need larger detectors and more sophisticated analysis methods • Current searches: Use event direction (time) • Construct a search to fully utilize • Event energy estimation • Event direction • Detector angular resolution
Method • Energy correlated observable: Number of hit channels • For each event at position xi, assign a probability of belonging to a source at xo with spectral index g • Model the detector point spread function as a 2D Gaussian
Method • A ±5o declination band centered on the source location contains N total events and is modeled as a mixture of signal and background in a likelihood function: • The Background PDF Bi depends on • Minimize –log(L) with respect to number of signal events and spectral index • Significance is measured by the ratio of best likelihood and background-only likelihood:
Discovery Potential 35% less events required for 5s detection at d = 42.5o 90% Chance of Discovery 90% of sources with the given E-2 flux are detected at 5s (3s) significance
Sensitivity 90% confidence level sensitivity to E-2 spectra
1.8 billion raw events recorded in 2005 6001 events survive quality cuts, 887 above d = 10o Search in range -5o < d < 82o Results for 2005
Largest Excess: 3.6s d=48o , a=2.75h Log10(p-value) 69 out of 100 sky maps randomized in RA contain an excess of at least 3.6s 2005 All-Sky Results
Results for Candidate Sources • The method is applied separately to a list of 26 candidate sources to enhance discovery potential • No striking excesses found • Most significant source is NGC 1275 (Perseus A), p = 0.064 • 3 events near source location (~1.5 expected) • 80% chance of randomly observing this significance from a source on the list E2F < m90.10-11 TeV cm-2 s-1
What if a Source is Observed? • Suppose Markarian 421 produces 8 signal events in AMANDA following an E-2 spectrum and the background is well described by atmospheric neutrinos • >50% probability of 5s detection, assuming no trial penalty. • Minimization of with respect to signal strength and spectral index yields an estimate of both parameters • Approximate as a c2 distribution with two degrees of freedom 8 E-2 Signal Events
What if a Source is Observed? • Suppose Markarian 421 produces 8 signal events in AMANDA following an E-2 spectrum and the background is well described by atmospheric neutrinos • >50% probability of 5s detection, assuming no trial penalty. • Minimization of with respect to signal strength and spectral index yields an estimate of both parameters • Approximate as a c2 distribution with two degrees of freedom 50 E-2 Signal Events
Other benefits: Position confidence contours can be drawn similarly using information from the likelihood function Data from detectors with different angular resolution can be combined more efficiently Benefit of Likelihood Method
Conclusions • New methods enhance point source sensitivity and discovery potential by 30% • Adding an energy correlated observable additionally allows estimation of signal spectral index in the case of discovery • No significant excess observed in 2005