Computational Techniques for the Analysis of Small Signals in High-Statistics Neutrino Oscillation Experiments
Creators: name: Techn. Koordinator:, J. Spengler
name: Aartsen, M. G.
name: Ackermann, Markus
name: Adams, J.
name: Aguilar, J. A.
name: Ahlers, M.
name: Ahrens, M.
name: Samarai, I. Al
name: Altmann, D.
name: Andeen, K.
name: Anderson, T.
name: Ansseau, I.
name: Anton, G.
name: Argüelles, C.
name: Arlen, T. C.
name: Auffenberg, J.
name: Axani, S.
name: Bagherpour, H.
name: Bai, X.
name: V., A. Balagopal
name: Barron, J. P.
name: Bartos, I.
name: Barwick, S. W.
name: Baum, V.
name: Bay, R.
name: Beatty, J. J.
name: Tjus, J. Becker
name: Becker, K. -H.
name: BenZvi, S.
name: Berley, D.
name: Bernardini, E.
name: Besson, D. Z.
name: Binder, G.
name: Bindig, D.
name: Blaufuss, E.
name: Blot, S.
name: Bohm, C.
name: Bohmer, M.
name: Börner, M.
name: Bos, F.
name: Böser, S.
name: Botner, O.
name: Bourbeau, E.
name: Bourbeau, J.
name: Bradascio, F.
name: Braun, J.
name: Brenzke, M.
name: Bretz, Hans-Peter
name: Bron, S.
name: Brostean-Kaiser, J.
name: Burgman, A.
name: Busse, R. S.
name: Carver, T.
name: Cheung, E.
name: Chirkin, D.
name: Christov, A.
name: Clark, K.
name: Classen, L.
name: Collin, G. H.
name: Conrad, J. M.
name: Coppin, P.
name: Correa, P.
name: Cowen, D. F.
name: Cross, R.
name: Dave, P.
name: Day, M.
name: De André, J. P. A. M.
name: De Clercq, C.
name: DeLaunay, J. J.
name: Dembinski, H.
name: De Ridder, S.
name: Desiati, P.
name: De Vries, K. D.
name: De Wasseige, G.
name: De With, M.
name: DeYoung, T.
name: Díaz-Vélez, J. C.
name: Di Lorenzo, V.
name: Dujmovic, H.
name: Dumm, J. P.
name: Dunkman, M.
name: DuVernois, M. A.
name: Dvorak, E.
name: Eberhardt, B.
name: Ehrhardt, T.
name: Eichmann, B.
name: Eller, P.
name: Engel, R.
name: Evans, J. J.
name: Evenson, P. A.
name: Fahey, S.
name: Fazely, A. R.
name: Felde, J.
name: Filimonov, K.
name: Finley, C.
name: Flis, S.
name: Franckowiak, A.
name: Friedman, E.
name: Fritz, A.
name: Gaisser, T. K.
name: Gallagher, J.
name: Gartner, A.
name: Gerhardt, L.
name: Gernhaeuser, R.
name: Ghorbani, K.
name: Giang, W.
name: Glauch, T.
name: Glüsenkamp, T.
name: Goldschmidt, A.
name: Gonzalez, J. G.
name: Grant, D.
name: Griffith, Z.
name: Haack, C.
name: Hallgren, A.
name: Halzen, F.
name: Hanson, K.
name: Haugen, J.
name: Haungs, A.
name: Hebecker, D.
name: Heereman, D.
name: Helbing, K.
name: Hellauer, R.
name: Henningsen, F.
name: Hickford, S.
name: Hignight, J.
name: Hill, G. C.
name: Hoffman, K. D.
name: Hoffmann, B.
name: Hoffmann, R.
name: Hoinka, T.
name: Hokanson-Fasig, B.
name: Holzapfel, K.
name: Hoshina, K.
name: Huang, F.
name: Huber, M.
name: Huber, T.
name: Huege, T.
name: Hultqvist, K.
name: Hünnefeld, M.
name: Hussain, R.
name: In, S.
name: Iovine, N.
name: Ishihara, A.
name: Jacobi, Emanuel
name: Japaridze, G. S.
name: Jeong, M.
name: Jero, K.
name: Jones, B. J. P.
name: Kalaczynski, P.
name: Kalekin, O.
name: Kang, W.
name: Kang, D.
name: Kappes, A.
name: Kappesser, D.
name: Karg, T.
name: Karle, A.
name: Katori, T.
name: Katz, U.
name: Kauer, M.
name: Keivani, A.
name: Kelley, J. L.
name: Kheirandish, A.
name: Kim, J.
name: Kim, M.
name: Kintscher, T.
name: Kiryluk, J.
name: Kittler, T.
name: Klein, S. R.
name: Koirala, R.
name: Kolanoski, H.
name: Köpke, L.
name: Kopper, C.
name: Kopper, S.
name: Koschinsky, J. P.
name: Koskinen, D. J.
name: Kowalski, Marek
name: Krauss, C. B.
name: Krings, K.
name: Kroll, M.
name: Krückl, G.
name: Kunwar, Samridha
name: Kurahashi, N.
name: Kuwabara, T.
name: Kyriacou, A.
name: Labare, M.
name: Lanfranchi, J. L.
name: Larson, M. J.
name: Lauber, F.
name: Lennarz, D.
name: Leonard, K.
name: Lesiak-Bzdak, M.
name: Leszczynska, A.
name: Leuermann, M.
name: Liu, Q. R.
name: Lohfink, E.
name: LoSecco, J.
name: Mariscal, C. J. Lozano
name: Lu, L.
name: Lünemann, J.
name: Luszczak, W.
name: Madsen, J.
name: Maggi, G.
name: Mahn, K. B. M.
name: Mancina, S.
name: Mandalia, S.
name: Marka, S.
name: Marka, Z.
name: Maruyama, R.
name: Mase, K.
name: Maunu, R.
name: Meagher, K.
name: Medici, M.
name: Meier, M.
name: Menne, T.
name: Merino, G.
name: Meures, T.
name: Miarecki, S.
name: Micallef, J.
name: Momenté, G.
name: Montaruli, T.
name: Moore, R. W.
name: Moulai, M.
name: Nahnhauer, R.
name: Nakarmi, P.
name: Naumann, U.
name: Neer, G.
name: Niederhausen, H.
name: Nowicki, S. C.
name: Nygren, D. R.
name: Pollmann, A. Obertacke
name: Oehler, M.
name: Olivas, A.
name: O'Murchadha, A.
name: O'Sullivan, E.
name: Palazzo, A.
name: Palczewski, T.
name: Pandya, H.
name: Pankova, D. V.
name: Papp, L.
name: Peiffer, P.
name: Pepper, J. A.
name: Heros, C. Pérez De Los
name: Petersen, T. C.
name: Pieloth, D.
name: Pinat, E.
name: Pinfold, J. L.
name: Plum, M.
name: Price, P. B.
name: Przybylski, G. T.
name: Raab, C.
name: Rädel, L.
name: Rameez, M.
name: Rauch, L.
name: Rawlins, K.
name: Rea, I. C.
name: Reimann, R.
name: Relethford, B.
name: Relich, M.
name: Renschler, M.
name: Resconi, E.
name: Rhode, W.
name: Richman, M.
name: Riegel, M.
name: Robertson, S.
name: Rongen, M.
name: Rott, C.
name: Ruhe, T.
name: Ryckbosch, D.
name: Rysewyk, D.
name: Safa, I.
name: Sälzer, T.
name: Herrera, S. E. Sanchez
name: Sandrock, A.
name: Sandroos, J.
name: Sandstrom, P.
name: Santander, M.
name: Sarkar, S.
name: Sarkar, S.
name: Satalecka, K.
name: Schieler, H.
name: Schlunder, P.
name: Schmidt, T.
name: Schneider, A.
name: Schoenen, S.
name: Schöneberg, S.
name: Schröder, F. G.
name: Schumacher, L.
name: Sclafani, S.
name: Seckel, D.
name: Seunarine, S.
name: Shaevitz, M. H.
name: Soedingrekso, J.
name: Soldin, D.
name: Söldner-Rembold, S.
name: Song, M.
name: Spiczak, G. M.
name: Spiering, C.
name: Stachurska, J.
name: Stamatikos, M.
name: Stanev, T.
name: Stasik, A.
name: Stein, Robert
name: Stettner, J.
name: Steuer, A.
name: Stezelberger, T.
name: Stokstad, R. G.
name: Stößl, A.
name: Strotjohann, N. L.
name: Stuttard, T.
name: Sullivan, G. W.
name: Sutherland, M.
name: Taboada, I.
name: Taketa, A.
name: Tanaka, H. K. M.
name: Tatar, J.
name: Tenholt, F.
name: Ter-Antonyan, S.
name: Terliuk, A.
name: Tilav, S.
name: Toale, P. A.
name: Tobin, M. N.
name: Tönnis, C.
name: Toscano, S.
name: Tosi, D.
name: Tselengidou, M.
name: Tung, C. F.
name: Turcati, A.
name: Turley, C. F.
name: Ty, B.
name: Unger, E.
name: Usner, Marcel
name: Vandenbroucke, J.
name: Van Driessche, W.
name: Van Eijk, D.
name: Van Eijndhoven, N.
name: Vanheule, S.
name: Van Santen, J.
name: Veberic, D.
name: Vogel, E.
name: Vraeghe, M.
name: Walck, C.
name: Wallace, A.
name: Wallraff, M.
name: Wandler, F. D.
name: Wandkowsky, N.
name: Waza, A.
name: Weaver, C.
name: Weindl, A.
name: Weiss, M. J.
name: Wendt, C.
name: Werthebach, J.
name: Westerhoff, S.
name: Whelan, B. J.
name: Wiebe, K.
name: Wiebusch, C. H.
name: Wille, L.
name: Williams, D. R.
name: Wills, L.
name: Wolf, M.
name: Wood, J.
name: Wood, T. R.
name: Woolsey, E.
name: Woschnagg, K.
name: Wrede, G.
name: Wren, S.
name: Xu, D. L.
name: Xu, X. W.
name: Xu, Y.
name: Yanez, J. P.
name: Yodh, G.
name: Yoshida, S.
name: Yuan, T.
Publisher: name: Deutsches Elektronen-Synchrotron, DESY, Hamburg
Year: 2018

description: The current and upcoming generation of Very Large Volume Neutrino Telescopes - collecting unprecedented quantities of neutrino events - can be used to explore subtle effects in oscillation physics, such as (but not restricted to) the neutrino mass ordering. The sensitivity of an experiment to these effects can be estimated from Monte Carlo simulations. With the very high number of events that will be collected, there is a trade-off between the computational expense of running such simulations and the inherent statistical uncertainty in the determined values. In such a scenario, it becomes impractical to produce and use adequately-sized sets of simulated events to use with traditional methods, such as Monte Carlo weighting. In this work we present a staged approach to the generation of binned event distributions in order to overcome these challenges. By combining multiple integration and smoothing techniques which address limited statistics from simulation it arrives at reliable analysis results using modest computational resources.