A global analysis of neutrino masses, mixings and phases: entering the new era of leptonic CP violation searches

Size: px
Start display at page:

Download "A global analysis of neutrino masses, mixings and phases: entering the new era of leptonic CP violation searches"

Transcription

1 XCVIII Congresso Nazionale Napoli Settembre 2012 A global analysis of neutrino masses, mixings and phases: entering the new era of leptonic CP violation searches Gian Luigi Fogli Dipartimento di Fisica & INFN - Bari Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre 2012

2 Outline 1. Why global analyses? 2. From first hints to evidence of q 13 > 0 3. Global 3n analysis: metodological issues 4. Global 3n analysis: results 4.1 (q 13, q 23 ) correlations 4.2 (q 13, d CP ) correlations 5. Conclusions Mainly based on recent and earlier work done in collaboration with: E. Lisi, A. Marrone, D. Montanino, A. Palazzo, A.M. Rotunno Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

3 1. Why global analyses? Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

4 In general, global analyses of data from different experiments are necessary when some physical parameters are not (precisely) measured by any single experiment. In this case, the parameters may be at least constrained by a joint, careful comparison of various datasets. Even when measurements become available, global analyses often remain useful to perform consistency tests of theoretical scenarios, where possible tensions may eventually emerge from the comparison of different datasets. Of course, such analyses have obvious limitations: they cannot replace the experimental measurements! Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

5 2. From first hints to evidence of q 13 > 0 Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

6 A few years ago (2008), the good agreement of solar and KamLAND data in 2n analyses was one of the main highlights agreement obtained assuming n e = cosq 12 n 1 + sinq 12 n 2 But the agreement could be even improved by going beyond the 2n approximation and allowing 3n mixing For 3n: n e = cosq 13 (cosq 12 n 1 + sinq 12 n 2 ) +e -id sinq 13 n 3 [figure taken from the official KamLAND site (2008)] mixing angle q 13 possible CP phase d CP Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

7 Indeed, nonzero q 13 generally improves the convergence of the two data sets sin 2 q 13 = 0 sin 2 q 13 = 0.03 [GLF, Lisi, Marrone, Palazzo, Rotunno, Proc. of NO-VE 2008 ] [Balantekin & Yilmaz, J.Phys. G 35, (2008), arxiv: ,] Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

8 The solar+kamland hint for θ 13 > 0 can be plotted in the plane of the two mixing angles, where the different correlations of the two datasets are more evident: Best fit more than 1 sigma away from zero sin 2 θ 13 = (Solar + KamLAND) 2008: first hint of n e as a superposition of three states. [GLF, Lisi, Marrone, Palazzo, Rotunno, PRL 101, (2008), hep-ph/ ] Note: even though statistically weak (~1.5 s), this hint was quite clean, as it involved very simple oscillation physics. Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

9 In addition, the solar + KL hint was consistent with a previous preference for q 13 > 0, found from our 3n analysis of atmospheric + LBL + Chooz data [GLF, Lisi, Marrone, Palazzo, Progr. Part. Nucl. Phys. 57, 742 (2006), hep-ph/ ] mainly due to subleading solar term effects which help fitting atmospheric electron event data (especially sub-gev). best fit ~ 1 sigma away from zero [However, atmospheric n physics and data analysis are admittedly more involved; statistical significance of the atmospheric hint somewhat debated in the literature.] Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

10 Our summary in 2008 Hints of q 13 > 0 from global neutrino data analysis [GLF, Lisi, Marrone, Palazzo, Rotunno, PRL 101, (2008), hep-ph/ ] Hint significance: 90% C.L. sin 2 q 13 = ± Large literature and debate ! Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

11 June 2011 breakthrough: new T2K and MINOS appearance results Both experiments favored sin 2 q 13 ~ few %! T2K MINOS P μe = sin 2 q 23 sin 2 (2q 13 )sin 2 (Dm 2 L/4E n ) + subleading solar & CP terms (wiggles in the plots) So, it makes sense to combine these with all the other oscillation data Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

12 2011 data: Evidence of q 13 > 0 from global neutrino data analysis [GLF, Lisi, Marrone, Palazzo, Rotunno, arxiv: ] Note: ATM + LBL + CHOOZ now more significant that Solar + KamLAND Very good agreement of two totally independent sets of data on sin 2 q 13 sin 2 q 13 = ± ( old reactor fluxes) sin 2 q 13 = ± ( new reactor fluxes) In conclusion, evidence for sin 2 q 13 > 0 at > 3s (with small changes for new/old reactor fluxes assumed in the fit) Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

13 The 2011 evidence for sin 2 q 13 > 0 sin 2 q 13 = ± (old reactor fluxes) sin 2 q 13 = ± (new reactor fluxes) should be compared with the very recent (2012) SBL reactor data: Double Chooz (far detector): Daya Bay (near + far detectors): RENO (near + far detectors): sin 2 q 13 = ± sin 2 q 13 = ± sin 2 q 13 = ± we find a spectacular agreement! Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

14 Status of 3n oscillation parameters, one year ago (2011) Global data analysis in terms of Ns = Dc 2 (the more linear and symmetric, the more gaussian errors) small dm 2 ( solar n) mixing angles q 12, q 13, q 23 large Dm 2 ( atmospheric n) [G.L.F., E. Lisi, A. Marrone, A. Rotunno, A. Palazzo, Phys. Rev. D84 (2011) , arxiv: v2] [Similar results in Schwetz, Tortola and Valle, arxiv: and in Gonzales-Garcia, Maltoni and Salvado, arxiv: , and Maltoni talk at EPS-HEP 2011] Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

15 Still open problems (2011), apart from d CP 1 3ν mass-mixing hierarchy no hints so far 2 sin 2 q 23 : n m -n t mixing, maximal or not? weak hints?... SK@Neutrino2010 Gonzalez-Garcia et al Our analysis, 2011 Nearly maximal Slightly nonmaximal Slightly more nonmaximal It includes now SK I+II+III data with both q 13 0 and dm 2 0 Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

16 3. Global 3n analysis: methodological issues Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

17 disappear. There is an interesting interplay between LBL appearance + disappearance data, SBL reactor data, and octant degeneracy, as pointed out long ago [GLF & Lisi, Phys. Rev. D54 (1996) 3667, hep-ph/ ] 1 appear. For (slightly) non-maximal mixing, LBL appearance + disappearance data give rise to two quasi-degenerate solutions with a (slight) anticorrelation between q 13 and q 23. [In our 1996 notation: j = q 13, y = q 23 ] Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

18 2 On the other hand, SBL reactor data, or any other constraint on q 13 (eg, solar + KamLAND data), may select or at least prefer one of the two solutions, lifting (part of) the degeneracy. As we shall see in a moment, this hypothetical 1996 scenario seems to emerge from 2012 data even though only at the level of hints! Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

19 This interplay is simply an effect of 3n oscillation physics: in first approximation, Dm 2 -driven vacuum oscillation probabilities are generalized as (2ν 3ν): LBL appearance: P μe = sin 2 q 23 sin 2 (2q 13 )sin 2 (Dm 2 L/4E n ) + corrections NOT octant symmetric, anticorrelates q 23 and q 13 : the lower q 23, the higher q 13 SBL reactors: P ee = 1 sin 2 (2q 13 )sin 2 (Dm 2 L/4E n ) + corrections So, they may distinguish high from low q 13 3n combination of LBL accelerator and SBL reactor data may already provide some slight preference for one q 23 octant versus the other. Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

20 In order to reveal a similar effect, one needs a full 3n analysis of LBL accelerator data (appearance + disappearance). In particular it is important that T2K & MINOS abandon their (no longer defensible) 2n approximation in disappearance mode: OBSOLETE! We suggest: On the x-axis, put sin 2 q 23, NOT sin 2 2q 23 On the y-axis, put some 3n (NOT 2n) definition of Dm 2 We use: 1 2 Dm 2 = (Dm 2 + Dm 2 ) in both normal and inverted hierarchy (the sign just flips) Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

21 it is also important that T2K and MINOS combine their own disappearance + appearance data in a full-fledged 3n analysis without approximation or assumption a priori. T2K These LBL contours may be shifted to the left (right) for higher (lower) q 23, due to the anti-correlation effect seen before Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

22 it is also important that T2K and MINOS combine their own disappearance + appearance data in a full-fledged 3n analysis without approximation or assumption a priori. T2K These LBL contours may be shifted to the left (right) for higher (lower) q 23, due to the anti-correlation effect seen before this introduces obvious consequences for the comparison with q 23 independent SBL reactor data Suggestion: never assume maximal mixing a priori, let the data decide! Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

23 Final methodological note : We prefer to group LBL accelerator data with solar + KamLAND data, since the latter provide the solar parameters needed to calculate the full 3n LBL probabilities in matter So, the sequence of contraints will be shown as: (LBL + Solar + KamLAND) + (SBL reactor) + (SK atm) Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

24 4. Global 3n analysis: results * (updated including the data presented at Neutrino 2012 by Daya Bay, Reno, T2K and MINOS) * G.L.F., E. Lisi, A. Marrone, D. Montanino, A. Rotunno, A. Palazzo, Global analysis of neutrino masses, mixings and phases: entering the era of leptonic CP violation searches, Phys. Rev. D 86, (2012) Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

25 4.1 (q 13, q 23 ) correlations Let us remind the 1996 hypothetical example [hep-ph/ ], in which two quasi-degenerate solutions from LBL app + disapp. data are solved in favor of higher q 13 and 1 st q 23 octant by SBL reactor data Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

26 From 2012 LBL appearance + disappearance data plus solar + KamLAND data: we obtain for both hierarchies, NH & IH: normal hierarchy including n 2012 data two quasi-degenerate and anticorrelated solutions (merging above 1s) inverted hierarchy Moreover: a weaker constraint on q 13 for inverted hierarchy (as already known from T2K, MINOS) Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

27 Adding SBL reactor data (Chooz, Double Chooz, Daya Bay, RENO): normal hierarchy including n 2012 data inverted hierarchy for both NH & IH large q 13 preferred! NH further preference for the solution with higher q 13 lower q 23 (1 st octant) IH only a marginal preference for 1 st octant Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

28 Adding SK atm data: some preference for q 23 in the 1 st octant normal hierarchy including n 2012 data inverted hierarchy Note: overall goodness of fit very similar in NH and IH. No hint about hierarchy yet Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

29 We find a significant role of SK atm data in favoring q 23 in the 1 st octant. To this regards let us note that: The SK collaboration had found no significant hint of non-maximal mixing in their official 3n data analysis of [ditto for Forero, Tortola & Valle 2012, which however is not a full 3n for atmospheric data]. However, another recent, full 3n data analysis also find a (weaker) preference for the 1 st octant in atmospheric data: [T. Schwetz with Gonzalez-Garcia and Maltoni] Therefore, concerning (non)maximal q 23 : The possible preference for the 1 st octant is still a fragile feature, but worth of further studies in both LBL and ATM data analyses, provided that full 3n oscillation probabilities are included! Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

30 4.2 (q 13, d CP ) correlations We reproduce well the T2K and MINOS contours under their same assumptions: T2K MINOS Let us note that an analysis of (q 13, d CP ) has been performed by Minakata et al. using the recent LBL + SBL reactor data (Machado, Minakata, Nunokawa, Zukanovich Funchal, arxiv and update 2012). [We agree under the same inputs and priors.] Similarly Forero, Tortola & Valle 2012 [but ignoring d CP 0 and dm 2 0 effects in atmospheric data]. Our analysis includes all data and treats all 3n parameters as free (no prior assumptions). Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

31 With only LBL + solar + KamLAND data: normal hierarchy including n 2012 data no significant sensitivity to d CP yet inverted hierarchy Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

32 Adding SBL reactor data: normal hierarchy NH at most ~ 1s sensitivity including n 2012 data inverted hierarchy IH not yet sensitivity at ~ 1s Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

33 Adding SK atmospheric data: normal hierarchy including n 2012 data inverted hierarchy We find a ~ 1s preference for q ~ p as in the early analysis of hep-ph/ Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

34 We note that d ~ p is compatible with previous SK atmospheric official results presented at Neutrino 2010 by Y. Takeuchi, favored d ~ 1.2 p in both hierarchies Let us remind you our interpretation, proposed in hep-ph/ : d ~ p enhances the interference oscillation term and gives extra electron appearance for atmospheric events O(GeV), explaining part of the persisting SK electron excess. Once more: this is a fragile feature, but worth further studies with current and near-future data. Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

35 5. Conclusions Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

36 Ns Ns N s Synopsis of global 3n oscillation analysis NH including n 2012 data Previous hints of q 13 > 0 are now measurements! (and basically independent of old/new reactor fluxes) dm -5 /10 2 ev Dm /10 ev IH d/p Some hints of q 23 in the 1 st octant are emerging at ~ 2s, worth exploring by means of atm. and LBL+reac. data 3 2 A possible hint of d CP ~ p is emerging from atm. data [Is the PMNS matrix real?] sin q sin q 23 sin q 13 So far, no hints for NH IH Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

37 Numerical 1s, 2s, 3s ranges: Note: above ranges obtained for old reactor fluxes. For new fluxes, ranges are shifted (by ~ 1/3 s) for two parameters only: sin 2 θ 12 / and sin 2 θ 13 / Fractional 1s accuracy [defined as 1/6 of ±3s range] dm 2 sin 2 q 12 sin 2 q 13 sin 2 q 23 Dm 2 2.6% 5.4% 10% 14% 3.0% We were already in the precision era for n physics! Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

38 Thanks for your attention! Gianluigi Fogli XCVIII CONGRESSO NAZIONALE della SIF, Napoli, 20 settembre

T2K and Aggressive Oscillation

T2K and Aggressive Oscillation Can the hint of δ CP from T2K also indicate the hierarchy and octant? Monojit Ghosh Physical Research Laboratory Ahmedabad XXI DAE-BRNS High Energy Physics Symposium IITG, 8-12 December, 214 Introduction

More information

Flavor Ratios of Extragalactical Neutrinos and Neutrino Shortcuts in Extra Dimensions [arxiv:1410.0408]

Flavor Ratios of Extragalactical Neutrinos and Neutrino Shortcuts in Extra Dimensions [arxiv:1410.0408] Flavor Ratios of Extragalactical Neutrinos and Neutrino Shortcuts in Extra Dimensions [arxiv:1410.0408] E. Aeikens, H. Päs, S. Pakvasa, Philipp Sicking Content 1 Introduction 2 Model 3 Adiabatic Limit

More information

Light sterile neutrinos in the early universe. Cecilia Lunardini Arizona State University

Light sterile neutrinos in the early universe. Cecilia Lunardini Arizona State University Light sterile neutrinos in the early universe Cecilia Lunardini Arizona State University ν s and cosmic radiation energy density Motivations and status how much room for ν s in the universe? Contribution

More information

How NOT to do a data analysis

How NOT to do a data analysis How NOT to do a data analysis The Physics case: neutrinoless double beta decay The experimental apparatus The reported results A critical review of the analysis The ROOT code A. Fontana and P. Pedroni

More information

Nuclear Displication of a Neutrini Ai Reattori - IFAE 2007

Nuclear Displication of a Neutrini Ai Reattori - IFAE 2007 Oscillazioni di neutrini ai reattori Alessandra Tonazzo - Paris7 & APC Neutrini da reattori e misura di oscillazioni Un cenno a Δm 2 12 e KamLAND Misura di θ 13 Double Chooz Daya Bay, RENO, Angra. Un idea

More information

High Precision Measurement of the Target Mass of the Daya Bay Neutrino Detectors

High Precision Measurement of the Target Mass of the Daya Bay Neutrino Detectors High Precision Measurement of the Target Mass of the Daya Bay Neutrino Detectors Tom Wise on behalf of Daya Bay collaboration Day Bay is a reactor based experiment dedicated to measurement of the last

More information

PROSPECT: Precision Reactor Oscillation and Spectrum experiment

PROSPECT: Precision Reactor Oscillation and Spectrum experiment PROSPECT: Precision Reactor Oscillation and Spectrum experiment DAVID MARTINEZ CAICEDO on behalf of PROSPECT collaboration ILLINOIS INSTITUTE OF TECHNOLOGY NUFACT 2015 AUGUST 14th 2015 1 Outline Motivations:

More information

Ay 122 - Fall 2004. The Sun. And The Birth of Neutrino Astronomy. This printout: Many pictures missing, in order to keep the file size reasonable

Ay 122 - Fall 2004. The Sun. And The Birth of Neutrino Astronomy. This printout: Many pictures missing, in order to keep the file size reasonable Ay 122 - Fall 2004 The Sun And The Birth of Neutrino Astronomy This printout: Many pictures missing, in order to keep the file size reasonable Why Study the Sun? The nearest star - can study it in a greater

More information

CeSOX sensitivity studies

CeSOX sensitivity studies CeSOX sensitivity studies Ma#hieu VIVIER, Guillaume MENTION CEA- Saclay, DSM/IRFU/SPP CeSOX kick- off meecng Paris, February 5 th CeSOX experimental parameters L/E spectrum modeling and χ 2 Model computes

More information

Discovery of neutrino oscillations

Discovery of neutrino oscillations INSTITUTE OF PHYSICS PUBLISHING Rep. Prog. Phys. 69 (2006) 1607 1635 REPORTS ON PROGRESS IN PHYSICS doi:10.1088/0034-4885/69/6/r01 Discovery of neutrino oscillations Takaaki Kajita Research Center for

More information

Dinamica dell Electron Cloud: Calcolo dei Coefficienti della Mappa

Dinamica dell Electron Cloud: Calcolo dei Coefficienti della Mappa Dinamica dell Electron Cloud: Calcolo dei Coefficienti della Mappa T. Demma 1, S.Petracca 2,3, A. Stabile 2 1 LNF INFN, Frascati 2 Dipartimento di Ingegneria - Universita' del Sannio - Benevento 3 Sezione

More information

Molecular Geometry and Chemical Bonding Theory

Molecular Geometry and Chemical Bonding Theory Chapter 10 Molecular Geometry and Chemical Bonding Theory Concept Check 10.1 An atom in a molecule is surrounded by four pairs of electrons, one lone pair and three bonding pairs. Describe how the four

More information

From beta- decay to neutrino- less double beta decay: The quest for Majorana neutrinos

From beta- decay to neutrino- less double beta decay: The quest for Majorana neutrinos From beta- decay to neutrino- less double beta decay: EPS Historic Site: The Neutrino Experiment at Debrecen by J. Csikai and A. Szalay Debrecen, Hungary October 25, 2013 Stefan Schönert Physik-Department,

More information

Quantitative Analysis of Foreign Exchange Rates

Quantitative Analysis of Foreign Exchange Rates Quantitative Analysis of Foreign Exchange Rates Alexander Becker, Ching-Hao Wang Boston University, Department of Physics (Dated: today) In our class project we have explored foreign exchange data. We

More information

AP Physics 1 and 2 Lab Investigations

AP Physics 1 and 2 Lab Investigations AP Physics 1 and 2 Lab Investigations Student Guide to Data Analysis New York, NY. College Board, Advanced Placement, Advanced Placement Program, AP, AP Central, and the acorn logo are registered trademarks

More information

ECON20310 LECTURE SYNOPSIS REAL BUSINESS CYCLE

ECON20310 LECTURE SYNOPSIS REAL BUSINESS CYCLE ECON20310 LECTURE SYNOPSIS REAL BUSINESS CYCLE YUAN TIAN This synopsis is designed merely for keep a record of the materials covered in lectures. Please refer to your own lecture notes for all proofs.

More information

Infrared Spectroscopy: Theory

Infrared Spectroscopy: Theory u Chapter 15 Infrared Spectroscopy: Theory An important tool of the organic chemist is Infrared Spectroscopy, or IR. IR spectra are acquired on a special instrument, called an IR spectrometer. IR is used

More information

arxiv:hep-ph/9607427v1 25 Jul 1996

arxiv:hep-ph/9607427v1 25 Jul 1996 DFTT 44/96 IFT-96-16 MPI-PhT/96-63 hep-ph/967427 arxiv:hep-ph/967427v1 25 Jul 1996 New proton polarized structure functions in charged current processes at HERA M. Anselmino, P. Gambino, J. Kalinowski,1

More information

Study of the B D* ℓ ν with the Partial Reconstruction Technique

Study of the B D* ℓ ν with the Partial Reconstruction Technique Study of the B D* ℓ ν with the Partial Reconstruction Technique + University of Ferrara / INFN Ferrara Dottorato di Ricerca in Fisica Ciclo XVII Mirco Andreotti 4 March 25 Measurement of B(B D*ℓν) from

More information

Selected Topics in Elementary Particle Physics ( Haupt-Seminar )

Selected Topics in Elementary Particle Physics ( Haupt-Seminar ) Selected Topics in Elementary Particle Physics ( Haupt-Seminar ) Paola Avella, Veronika Chobanova, Luigi Li Gioi, Christian Kiesling, Hans-Günther Moser, Martin Ritter, Pit Vanhoefer Time: Do, 12 ct -14

More information

The accurate calibration of all detectors is crucial for the subsequent data

The accurate calibration of all detectors is crucial for the subsequent data Chapter 4 Calibration The accurate calibration of all detectors is crucial for the subsequent data analysis. The stability of the gain and offset for energy and time calibration of all detectors involved

More information

How To Teach Physics At The Lhc

How To Teach Physics At The Lhc LHC discoveries and Particle Physics Concepts for Education Farid Ould- Saada, University of Oslo On behalf of IPPOG EPS- HEP, Vienna, 25.07.2015 A successful program LHC data are successfully deployed

More information

Gamma Distribution Fitting

Gamma Distribution Fitting Chapter 552 Gamma Distribution Fitting Introduction This module fits the gamma probability distributions to a complete or censored set of individual or grouped data values. It outputs various statistics

More information

Tail-Dependence an Essential Factor for Correctly Measuring the Benefits of Diversification

Tail-Dependence an Essential Factor for Correctly Measuring the Benefits of Diversification Tail-Dependence an Essential Factor for Correctly Measuring the Benefits of Diversification Presented by Work done with Roland Bürgi and Roger Iles New Views on Extreme Events: Coupled Networks, Dragon

More information

Global Seasonal Phase Lag between Solar Heating and Surface Temperature

Global Seasonal Phase Lag between Solar Heating and Surface Temperature Global Seasonal Phase Lag between Solar Heating and Surface Temperature Summer REU Program Professor Tom Witten By Abstract There is a seasonal phase lag between solar heating from the sun and the surface

More information

Standard and non-standard neutrino properties

Standard and non-standard neutrino properties 1 Standard and non-standard neutrino properties J. W. F. Valle a a Instituto de Física Corpuscular C.S.I.C./Universitat de València Edificio Institutos de Paterna, Apt 2285, E 4671 València, Spain I review

More information

ABOUT THE POSSIBILITY TO MEASURE SOME STANDARD MODEL PARAMETERS AND SEARCH FOR NEW PHYSICS WITH LOW ENERGY NEUTRINOS *

ABOUT THE POSSIBILITY TO MEASURE SOME STANDARD MODEL PARAMETERS AND SEARCH FOR NEW PHYSICS WITH LOW ENERGY NEUTRINOS * Romanian Reports in Physics, Vol. 64, No. 1, P. 4 3, 01 ELEMENTARY PARTICLE PHYSICS ABOUT THE POSSIBILITY TO MEASURE SOME STANDARD MODEL PARAMETERS AND SEARCH FOR NEW PHYSICS WITH LOW ENERGY NEUTRINOS

More information

Bounding the Higgs width at the LHC

Bounding the Higgs width at the LHC Bounding the Higgs width at the LHC Higgs XSWG workshop, June 2014 John Campbell, Fermilab with K. Ellis, C. Williams 1107.5569, 1311.3589, 1312.1628 Reminder of the method This is the essence of the original

More information

CROSS-CORRELATION BETWEEN STOCK PRICES IN FINANCIAL MARKETS. 1. Introduction

CROSS-CORRELATION BETWEEN STOCK PRICES IN FINANCIAL MARKETS. 1. Introduction CROSS-CORRELATION BETWEEN STOCK PRICES IN FINANCIAL MARKETS R. N. MANTEGNA Istituto Nazionale per la Fisica della Materia, Unità di Palermo and Dipartimento di Energetica ed Applicazioni di Fisica, Università

More information

9. Sampling Distributions

9. Sampling Distributions 9. Sampling Distributions Prerequisites none A. Introduction B. Sampling Distribution of the Mean C. Sampling Distribution of Difference Between Means D. Sampling Distribution of Pearson's r E. Sampling

More information

Convolution. 1D Formula: 2D Formula: Example on the web: http://www.jhu.edu/~signals/convolve/

Convolution. 1D Formula: 2D Formula: Example on the web: http://www.jhu.edu/~signals/convolve/ Basic Filters (7) Convolution/correlation/Linear filtering Gaussian filters Smoothing and noise reduction First derivatives of Gaussian Second derivative of Gaussian: Laplacian Oriented Gaussian filters

More information

Borexino and Neutrino Image Radiation Sources

Borexino and Neutrino Image Radiation Sources Short Distance Neutrino Oscillations with BoreXino Heidelberg Jul. 10 th, 2013 Marco Pallavicini on behalf of the Borexino Collaboration Dipartimento di Fisica - Università di Genova & INFN Sezione di

More information

Homework Assignment 7

Homework Assignment 7 Homework Assignment 7 36-350, Data Mining Solutions 1. Base rates (10 points) (a) What fraction of the e-mails are actually spam? Answer: 39%. > sum(spam$spam=="spam") [1] 1813 > 1813/nrow(spam) [1] 0.3940448

More information

PoS(LHCPP2013)033. Rare B meson decays at LHC. Francesco Dettori Nikhef and Vrij Universiteit, Amsterdam E-mail: fdettori@nikhef.nl.

PoS(LHCPP2013)033. Rare B meson decays at LHC. Francesco Dettori Nikhef and Vrij Universiteit, Amsterdam E-mail: fdettori@nikhef.nl. Nikhef and Vrij Universiteit, Amsterdam E-mail: fdettori@nikhef.nl Paolo Iengo INFN Napoli E-mail: paolo.iengo@cern.ch Luca Martini INFN Pisa E-mail: Luca.Martini@cern.ch Rare decays of B mesons are fundamental

More information

Major Work of the Grade

Major Work of the Grade Counting and Cardinality Know number names and the count sequence. Count to tell the number of objects. Compare numbers. Kindergarten Describe and compare measurable attributes. Classify objects and count

More information

Effect of energy scale imperfections on results of neutrino mass measurements from β-decay

Effect of energy scale imperfections on results of neutrino mass measurements from β-decay Effect of energy scale imperfections on results of neutrino mass measurements from β-decay J. Kašpar 1, M. Ryšavý, A. Špalek and O. Dragoun Nuclear Physics Institute, Acad. Sci. Czech Rep., CZ 250 68 Řež

More information

1 Maximum likelihood estimation

1 Maximum likelihood estimation COS 424: Interacting with Data Lecturer: David Blei Lecture #4 Scribes: Wei Ho, Michael Ye February 14, 2008 1 Maximum likelihood estimation 1.1 MLE of a Bernoulli random variable (coin flips) Given N

More information

Physical Self-Calibration of X-ray and SZ Surveys

Physical Self-Calibration of X-ray and SZ Surveys Physical Self-Calibration of X-ray and SZ Surveys Greg L. Bryan, Zoltan Haiman (Columbia University) and Joshua D. Younger (CfA) 1. Cluster Surveys and Self-Calibration Clusters of galaxies form at the

More information

ISTITUTO NAZIONALE DI FISICA NUCLEARE

ISTITUTO NAZIONALE DI FISICA NUCLEARE ISTITUTO NAZIONALE DI FISICA NUCLEARE Sezione di Trieste INFN/TC-2/7 1 aprile 22 A novel scheme for the integrated voltage divider of Silicon Drift Detectors P. Burger 1, C. Piemonte 2, A. Rashevsky 3,

More information

THE STATISTICAL TREATMENT OF EXPERIMENTAL DATA 1

THE STATISTICAL TREATMENT OF EXPERIMENTAL DATA 1 THE STATISTICAL TREATMET OF EXPERIMETAL DATA Introduction The subject of statistical data analysis is regarded as crucial by most scientists, since error-free measurement is impossible in virtually all

More information

A SUSY SO(10) GUT with 2 Intermediate Scales

A SUSY SO(10) GUT with 2 Intermediate Scales A SUSY SO(10) GUT with 2 Intermediate Scales Manuel Drees Bonn University & Bethe Center for Theoretical Physics SUSY SO(10) p. 1/25 Contents 1 Motivation: SO(10), intermediate scales SUSY SO(10) p. 2/25

More information

The ANGRA Neutrino Project

The ANGRA Neutrino Project The ANGRA Neutrino Project Ernesto Kemp kemp@ifi.unicamp.br State University at Campinas - UNICAMP Gleb Wataghin Physics Institute Cosmic Rays and Chronology Department 14/12/2007 E.Kemp - Encontro CBPF

More information

On a Flat Expanding Universe

On a Flat Expanding Universe Adv. Studies Theor. Phys., Vol. 7, 2013, no. 4, 191-197 HIKARI Ltd, www.m-hikari.com On a Flat Expanding Universe Bo Lehnert Alfvén Laboratory Royal Institute of Technology, SE-10044 Stockholm, Sweden

More information

4F7 Adaptive Filters (and Spectrum Estimation) Least Mean Square (LMS) Algorithm Sumeetpal Singh Engineering Department Email : sss40@eng.cam.ac.

4F7 Adaptive Filters (and Spectrum Estimation) Least Mean Square (LMS) Algorithm Sumeetpal Singh Engineering Department Email : sss40@eng.cam.ac. 4F7 Adaptive Filters (and Spectrum Estimation) Least Mean Square (LMS) Algorithm Sumeetpal Singh Engineering Department Email : sss40@eng.cam.ac.uk 1 1 Outline The LMS algorithm Overview of LMS issues

More information

Measurement of the pep and CNO solar neutrino interaction rates in Borexino

Measurement of the pep and CNO solar neutrino interaction rates in Borexino /tr Università degli studi di Genova Facoltà di scienze Matematiche, Fisiche e Naturali Scuola di Dottorato in Scienze e Tecnologie per l informazione e la conoscenza XXIV Ciclo, A.A. 2009-2012 A Thesis

More information

NCSS Statistical Software Principal Components Regression. In ordinary least squares, the regression coefficients are estimated using the formula ( )

NCSS Statistical Software Principal Components Regression. In ordinary least squares, the regression coefficients are estimated using the formula ( ) Chapter 340 Principal Components Regression Introduction is a technique for analyzing multiple regression data that suffer from multicollinearity. When multicollinearity occurs, least squares estimates

More information

A Statistical Framework for Operational Infrasound Monitoring

A Statistical Framework for Operational Infrasound Monitoring A Statistical Framework for Operational Infrasound Monitoring Stephen J. Arrowsmith Rod W. Whitaker LA-UR 11-03040 The views expressed here do not necessarily reflect the views of the United States Government,

More information

Gaussian Conjugate Prior Cheat Sheet

Gaussian Conjugate Prior Cheat Sheet Gaussian Conjugate Prior Cheat Sheet Tom SF Haines 1 Purpose This document contains notes on how to handle the multivariate Gaussian 1 in a Bayesian setting. It focuses on the conjugate prior, its Bayesian

More information

Physics 9e/Cutnell. correlated to the. College Board AP Physics 1 Course Objectives

Physics 9e/Cutnell. correlated to the. College Board AP Physics 1 Course Objectives Physics 9e/Cutnell correlated to the College Board AP Physics 1 Course Objectives Big Idea 1: Objects and systems have properties such as mass and charge. Systems may have internal structure. Enduring

More information

Politecnico di Torino. Porto Institutional Repository

Politecnico di Torino. Porto Institutional Repository Politecnico di Torino Porto Institutional Repository [Proceeding] Multiport network analyzer self-calibration: a new approach and some interesting results Original Citation: G.L. Madonna, A. Ferrero, U.

More information

Comment on An ensemble cumulus convection parameterisation. with explicit cloud treatment by T. M. Wagner and H.-F. Graf. Robert S.

Comment on An ensemble cumulus convection parameterisation. with explicit cloud treatment by T. M. Wagner and H.-F. Graf. Robert S. Generated using version 3.0 of the official AMS L A TEX template Comment on An ensemble cumulus convection parameterisation with explicit cloud treatment by T. M. Wagner and H.-F. Graf Robert S. Plant

More information

15.062 Data Mining: Algorithms and Applications Matrix Math Review

15.062 Data Mining: Algorithms and Applications Matrix Math Review .6 Data Mining: Algorithms and Applications Matrix Math Review The purpose of this document is to give a brief review of selected linear algebra concepts that will be useful for the course and to develop

More information

The Solar Neutrino Problem

The Solar Neutrino Problem The Solar Neutrino Problem Martin Lahrz martin.lahrz@gmail.com University Umeå Abstract Since neutrinos are the only known particles being able to leave the core of the Sun directly, they were supposed

More information

Oscillations of the Sending Window in Compound TCP

Oscillations of the Sending Window in Compound TCP Oscillations of the Sending Window in Compound TCP Alberto Blanc 1, Denis Collange 1, and Konstantin Avrachenkov 2 1 Orange Labs, 905 rue Albert Einstein, 06921 Sophia Antipolis, France 2 I.N.R.I.A. 2004

More information

α = u v. In other words, Orthogonal Projection

α = u v. In other words, Orthogonal Projection Orthogonal Projection Given any nonzero vector v, it is possible to decompose an arbitrary vector u into a component that points in the direction of v and one that points in a direction orthogonal to v

More information

Comparison of approximations to the transition rate in the DDHMS preequilibrium model

Comparison of approximations to the transition rate in the DDHMS preequilibrium model EPJ Web of Conferences 69, 0 00 24 (204) DOI: 0.05/ epjconf/ 2046900024 C Owned by the authors, published by EDP Sciences, 204 Comparison of approximations to the transition rate in the DDHMS preequilibrium

More information

Top rediscovery at ATLAS and CMS

Top rediscovery at ATLAS and CMS Top rediscovery at ATLAS and CMS on behalf of ATLAS and CMS collaborations CNRS/IN2P3 & UJF/ENSPG, LPSC, Grenoble, France E-mail: julien.donini@lpsc.in2p3.fr We describe the plans and strategies of the

More information

Momentum Traders in the Housing Market: Survey Evidence and a Search Model

Momentum Traders in the Housing Market: Survey Evidence and a Search Model Federal Reserve Bank of Minneapolis Research Department Staff Report 422 March 2009 Momentum Traders in the Housing Market: Survey Evidence and a Search Model Monika Piazzesi Stanford University and National

More information

BOSTON UNIVERSITY GRADUATE SCHOOL OF ARTS AND SCIENCES. Dissertation PRECISE STUDY OF THE ATMOSPHERIC NEUTRINO

BOSTON UNIVERSITY GRADUATE SCHOOL OF ARTS AND SCIENCES. Dissertation PRECISE STUDY OF THE ATMOSPHERIC NEUTRINO BOSTON UNIVERSITY GRADUATE SCHOOL OF ARTS AND SCIENCES Dissertation PRECISE STUDY OF THE ATMOSPHERIC NEUTRINO OSCILLATION PATTERN USING SUPER-KAMIOKANDE I AND II by FANNY MAUDE DUFOUR B.S., Université

More information

Momentum traders in the housing market: survey evidence and a search model. Monika Piazzesi and Martin Schneider

Momentum traders in the housing market: survey evidence and a search model. Monika Piazzesi and Martin Schneider Momentum traders in the housing market: survey evidence and a search model Monika Piazzesi and Martin Schneider This paper studies household beliefs during the recent US housing boom. The first part presents

More information

In this article, we go back to basics, but

In this article, we go back to basics, but Asset Allocation and Asset Location Decisions Revisited WILLIAM REICHENSTEIN WILLIAM REICHENSTEIN holds the Pat and Thomas R. Powers Chair in Investment Management at the Hankamer School of Business at

More information

Laws of Collision / demonstration track

Laws of Collision / demonstration track Related topics Conservation of momentum, conservation of energy, linear motion, velocity, elastic loss, elastic collision, inelastic collision. Principle The velocities of two carts, moving on a, are measured

More information

Mohr s Circle. Academic Resource Center

Mohr s Circle. Academic Resource Center Mohr s Circle Academic Resource Center Introduction The transformation equations for plane stress can be represented in graphical form by a plot known as Mohr s Circle. This graphical representation is

More information

Data Analysis on the ABI PRISM 7700 Sequence Detection System: Setting Baselines and Thresholds. Overview. Data Analysis Tutorial

Data Analysis on the ABI PRISM 7700 Sequence Detection System: Setting Baselines and Thresholds. Overview. Data Analysis Tutorial Data Analysis on the ABI PRISM 7700 Sequence Detection System: Setting Baselines and Thresholds Overview In order for accuracy and precision to be optimal, the assay must be properly evaluated and a few

More information

Statistics 104: Section 6!

Statistics 104: Section 6! Page 1 Statistics 104: Section 6! TF: Deirdre (say: Dear-dra) Bloome Email: dbloome@fas.harvard.edu Section Times Thursday 2pm-3pm in SC 109, Thursday 5pm-6pm in SC 705 Office Hours: Thursday 6pm-7pm SC

More information

Math 312 Homework 1 Solutions

Math 312 Homework 1 Solutions Math 31 Homework 1 Solutions Last modified: July 15, 01 This homework is due on Thursday, July 1th, 01 at 1:10pm Please turn it in during class, or in my mailbox in the main math office (next to 4W1) Please

More information

Section 4: The Basics of Satellite Orbits

Section 4: The Basics of Satellite Orbits Section 4: The Basics of Satellite Orbits MOTION IN SPACE VS. MOTION IN THE ATMOSPHERE The motion of objects in the atmosphere differs in three important ways from the motion of objects in space. First,

More information

Michele Lucente Curriculum Vitæ

Michele Lucente Curriculum Vitæ Michele Lucente Curriculum Vitæ Personal Data Name: Michele Lucente Date of birth: November 2nd, 1985 Citizenship: Current status: Institutes: Italian Ph.D. student, Junior Early Stage Researcher at the

More information

TCOM 370 NOTES 99-4 BANDWIDTH, FREQUENCY RESPONSE, AND CAPACITY OF COMMUNICATION LINKS

TCOM 370 NOTES 99-4 BANDWIDTH, FREQUENCY RESPONSE, AND CAPACITY OF COMMUNICATION LINKS TCOM 370 NOTES 99-4 BANDWIDTH, FREQUENCY RESPONSE, AND CAPACITY OF COMMUNICATION LINKS 1. Bandwidth: The bandwidth of a communication link, or in general any system, was loosely defined as the width of

More information

Continued Fractions and the Euclidean Algorithm

Continued Fractions and the Euclidean Algorithm Continued Fractions and the Euclidean Algorithm Lecture notes prepared for MATH 326, Spring 997 Department of Mathematics and Statistics University at Albany William F Hammond Table of Contents Introduction

More information

CryoEDM A Cryogenic Neutron-EDM Experiment. Collaboration: Sussex University, RAL, ILL, Kure University, Oxford University Hans Kraus

CryoEDM A Cryogenic Neutron-EDM Experiment. Collaboration: Sussex University, RAL, ILL, Kure University, Oxford University Hans Kraus CryoEDM A Cryogenic Neutron-EDM Experiment Collaboration: Sussex University, RAL, ILL, Kure University, Oxford University Hans Kraus nedm Overview Theoretical Background The Method of Ramsey Resonance

More information

Analysis, post-processing and visualization tools

Analysis, post-processing and visualization tools Analysis, post-processing and visualization tools Javier Junquera Andrei Postnikov Summary of different tools for post-processing and visualization DENCHAR PLRHO DOS, PDOS DOS and PDOS total Fe, d MACROAVE

More information

Search for double beta decay to excited states with CUORICINO and data acquisition system for CUORE

Search for double beta decay to excited states with CUORICINO and data acquisition system for CUORE Università degli studi di Genova Facoltà di scienze Matematiche, Fisiche e Naturali Scuola di Dottorato in Scienze e Tecnologie per l informazione e la conoscenza XXI Ciclo, A.A. 2006-2009 A Thesis submitted

More information

Modified Gravity and the CMB

Modified Gravity and the CMB Modified Gravity and the CMB Philippe Brax, IphT Saclay, France arxiv:1109.5862 PhB, A.C. Davis Work in progress PhB, ACD, B. Li Minneapolis October 2011 PLANCK will give us very precise information on

More information

ECON 312: Oligopolisitic Competition 1. Industrial Organization Oligopolistic Competition

ECON 312: Oligopolisitic Competition 1. Industrial Organization Oligopolistic Competition ECON 312: Oligopolisitic Competition 1 Industrial Organization Oligopolistic Competition Both the monopoly and the perfectly competitive market structure has in common is that neither has to concern itself

More information

Symmetric Stretch: allows molecule to move through space

Symmetric Stretch: allows molecule to move through space BACKGROUND INFORMATION Infrared Spectroscopy Before introducing the subject of IR spectroscopy, we must first review some aspects of the electromagnetic spectrum. The electromagnetic spectrum is composed

More information

WIMP dark matter and the isotropic radio signal Roberto A. Lineros R. Instituto de Física Corpuscular - CSIC/U. Valencia @Roberto_Lineros Outline Introduction Cosmic ray propagation Synchrotron emission

More information

Eigenvalues and Eigenvectors

Eigenvalues and Eigenvectors Chapter 6 Eigenvalues and Eigenvectors 6. Introduction to Eigenvalues Linear equations Ax D b come from steady state problems. Eigenvalues have their greatest importance in dynamic problems. The solution

More information

Auxiliary Variables in Mixture Modeling: 3-Step Approaches Using Mplus

Auxiliary Variables in Mixture Modeling: 3-Step Approaches Using Mplus Auxiliary Variables in Mixture Modeling: 3-Step Approaches Using Mplus Tihomir Asparouhov and Bengt Muthén Mplus Web Notes: No. 15 Version 8, August 5, 2014 1 Abstract This paper discusses alternatives

More information

Introduction to SME and Scattering Theory. Don Colladay. New College of Florida Sarasota, FL, 34243, U.S.A.

Introduction to SME and Scattering Theory. Don Colladay. New College of Florida Sarasota, FL, 34243, U.S.A. June 2012 Introduction to SME and Scattering Theory Don Colladay New College of Florida Sarasota, FL, 34243, U.S.A. This lecture was given at the IUCSS summer school during June of 2012. It contains a

More information

potential in the centre of the sphere with respect to infinity.

potential in the centre of the sphere with respect to infinity. Umeå Universitet, Fysik 1 Vitaly Bychkov Prov i fysik, Electricity and Waves, 2006-09-27, kl 16.00-22.00 Hjälpmedel: Students can use any book. Define the notations you are using properly. Present your

More information

Regression Clustering

Regression Clustering Chapter 449 Introduction This algorithm provides for clustering in the multiple regression setting in which you have a dependent variable Y and one or more independent variables, the X s. The algorithm

More information

ULTRASONIC SIZING OF CRACKS IN WEB GEOMETRIES. T. A. Gray and R. B. Thompson. Ames Laboratory, USDOE Iowa State University Ames, IA 50011 INTRODUCTION

ULTRASONIC SIZING OF CRACKS IN WEB GEOMETRIES. T. A. Gray and R. B. Thompson. Ames Laboratory, USDOE Iowa State University Ames, IA 50011 INTRODUCTION ULTRASONIC SIZING OF CRACKS IN WEB GEOMETRIES T. A. Gray and R. B. Thompson Ames Laboratory, USDOE Iowa State University Ames, IA 50011 INTRODUCTION Evaluation of the critical nature of interior cracks

More information

Part 4 fitting with energy loss and multiple scattering non gaussian uncertainties outliers

Part 4 fitting with energy loss and multiple scattering non gaussian uncertainties outliers Part 4 fitting with energy loss and multiple scattering non gaussian uncertainties outliers material intersections to treat material effects in track fit, locate material 'intersections' along particle

More information

arxiv:1112.0829v1 [math.pr] 5 Dec 2011

arxiv:1112.0829v1 [math.pr] 5 Dec 2011 How Not to Win a Million Dollars: A Counterexample to a Conjecture of L. Breiman Thomas P. Hayes arxiv:1112.0829v1 [math.pr] 5 Dec 2011 Abstract Consider a gambling game in which we are allowed to repeatedly

More information

Unit - 6 Vibrations of Two Degree of Freedom Systems

Unit - 6 Vibrations of Two Degree of Freedom Systems Unit - 6 Vibrations of Two Degree of Freedom Systems Dr. T. Jagadish. Professor for Post Graduation, Department of Mechanical Engineering, Bangalore Institute of Technology, Bangalore Introduction A two

More information

The Fourth International DERIVE-TI92/89 Conference Liverpool, U.K., 12-15 July 2000. Derive 5: The Easiest... Just Got Better!

The Fourth International DERIVE-TI92/89 Conference Liverpool, U.K., 12-15 July 2000. Derive 5: The Easiest... Just Got Better! The Fourth International DERIVE-TI9/89 Conference Liverpool, U.K., -5 July 000 Derive 5: The Easiest... Just Got Better! Michel Beaudin École de technologie supérieure 00, rue Notre-Dame Ouest Montréal

More information

Bid/No-Bid Decision-Making Tools and Techniques

Bid/No-Bid Decision-Making Tools and Techniques Bid/No-Bid Decision-Making Tools and Techniques Gregory A. Garrett, Managing Director Navigant Consulting, Inc. Creating a simple, repeatable, and effective bid/no-bid decision-making process can prove

More information

Pellegrino, Francesco Maria Dimitri

Pellegrino, Francesco Maria Dimitri Curriculum Vitae Personal information Surname(s) / First name(s) Pellegrino, Francesco Maria Dimitri Address(es) Scuola Normale Superiore - Palazzo della Carovana - 7, Piazza dei Cavalieri, 56126, Pisa,

More information

How Fundamental is the Curvature of Spacetime? A Solar System Test. Abstract

How Fundamental is the Curvature of Spacetime? A Solar System Test. Abstract Submitted to the Gravity Research Foundation s 2006 Essay Contest How Fundamental is the Curvature of Spacetime? A Solar System Test Robert J. Nemiroff Abstract Are some paths and interactions immune to

More information

No-Arbitrage Condition of Option Implied Volatility and Bandwidth Selection

No-Arbitrage Condition of Option Implied Volatility and Bandwidth Selection Kamla-Raj 2014 Anthropologist, 17(3): 751-755 (2014) No-Arbitrage Condition of Option Implied Volatility and Bandwidth Selection Milos Kopa 1 and Tomas Tichy 2 1 Institute of Information Theory and Automation

More information

THE EFFECT OF SETTLEMENT IN KAPLOW S MULTISTAGE ADJUDICATION

THE EFFECT OF SETTLEMENT IN KAPLOW S MULTISTAGE ADJUDICATION THE EFFECT OF SETTLEMENT IN KAPLOW S MULTISTAGE ADJUDICATION Abraham L. Wickelgren Professor Louis Kaplow s article, Multistage Adjudication, presents an extremely useful framework for thinking about how

More information

Development of Radiation Resistant Quadrupoles Based on High Temperature Superconductors for the Fragment Separator

Development of Radiation Resistant Quadrupoles Based on High Temperature Superconductors for the Fragment Separator Development of Radiation Resistant Quadrupoles Based on High Temperature Superconductors for the Fragment Separator R. Gupta and M.Harrison, Brookhaven National Laboratory A. Zeller, Michigan State University

More information

1.7 Graphs of Functions

1.7 Graphs of Functions 64 Relations and Functions 1.7 Graphs of Functions In Section 1.4 we defined a function as a special type of relation; one in which each x-coordinate was matched with only one y-coordinate. We spent most

More information

Static and dynamic liquidity of Polish public companies

Static and dynamic liquidity of Polish public companies Abstract Static and dynamic liquidity of Polish public companies Artur Stefański 1 Three thesis were settled in the paper: first one assumes that there exist a weak positive correlation between static

More information

The QOOL Algorithm for fast Online Optimization of Multiple Degree of Freedom Robot Locomotion

The QOOL Algorithm for fast Online Optimization of Multiple Degree of Freedom Robot Locomotion The QOOL Algorithm for fast Online Optimization of Multiple Degree of Freedom Robot Locomotion Daniel Marbach January 31th, 2005 Swiss Federal Institute of Technology at Lausanne Daniel.Marbach@epfl.ch

More information

arxiv:hep-ph/0011247v2 5 Jan 2001

arxiv:hep-ph/0011247v2 5 Jan 2001 FERMILAB-Pub-00/300-T VAND TH 00 8 hep-ph/0011247 November 20, 2000 arxiv:hep-ph/0011247v2 5 Jan 2001 Optimizing T-violating Effects for Neutrino Oscillations in Matter Stephen J. Parke 1 and Thomas J.

More information

Gas Dynamics Prof. T. M. Muruganandam Department of Aerospace Engineering Indian Institute of Technology, Madras. Module No - 12 Lecture No - 25

Gas Dynamics Prof. T. M. Muruganandam Department of Aerospace Engineering Indian Institute of Technology, Madras. Module No - 12 Lecture No - 25 (Refer Slide Time: 00:22) Gas Dynamics Prof. T. M. Muruganandam Department of Aerospace Engineering Indian Institute of Technology, Madras Module No - 12 Lecture No - 25 Prandtl-Meyer Function, Numerical

More information

Summary of important mathematical operations and formulas (from first tutorial):

Summary of important mathematical operations and formulas (from first tutorial): EXCEL Intermediate Tutorial Summary of important mathematical operations and formulas (from first tutorial): Operation Key Addition + Subtraction - Multiplication * Division / Exponential ^ To enter a

More information

Cross section, Flux, Luminosity, Scattering Rates

Cross section, Flux, Luminosity, Scattering Rates Cross section, Flux, Luminosity, Scattering Rates Table of Contents Paul Avery (Andrey Korytov) Sep. 9, 013 1 Introduction... 1 Cross section, flux and scattering... 1 3 Scattering length λ and λ ρ...

More information