TOP-QUARK MASS MEASUREMENTS AT THE LHC

Size: px
Start display at page:

Download "TOP-QUARK MASS MEASUREMENTS AT THE LHC"

Transcription

1 TOP-QUARK MASS MEASUREMENTS AT THE LHC S. Blyweer, on behalf of he ATLAS and CMS Collaboraions Vrije Universiei Brussel - Ineruniversiy Insiue for High Energies Pleinlaan 2, 1050 Brussel, Belgium The op-quark mass m is one of he fundamenal parameers of he sandard model (SM) of paricle physics. The CDF and D0 collaboraions already performed very precise measuremens of m. Since he ATLAS and CMS collaboraions already have a very large sample of op quark pairs available for analysis, hey are producing resuls wih increasing precision. An overview of he mos recen measuremens of m by ATLAS and CMS is given, using up o 4.7fb 1 of daa in differen decay channels. The measuremen of he mass difference beween op and aniop quarks is also shown. Finally, he combinaion of he individually measured m values is discussed, ogeher wih an oulook for fuure m measuremens. 1 Inroducion The op quark, which was discovered in 1995 a he Tevaron, is he heavies currenly known fundamenal paricle. Is mass is an imporan parameer of he sandard model, since i is an imporan inpu for he global Elecro-eak fis. These fis can be used o consrain he mass of he SM Brou-Engler-Higgs boson, and are also a consisency check of he sandard model. m has been measured already by he CDF and D0 collaboraions wih grea precision, resuling in m = ± 0.9 GeV as he curren world average 1,2. A precise measuremen of m by he ATLAS and CMS collaboraions a he Large Hadron Collider (LHC) would provide an independen cross-check of his value and would help o furher reduce he oal uncerainy on he world average of m. In proon-proon collisions a s = 7 TeV op quarks are dominanly produced in pairs. In 2011 he LHC delivered more han 5 fb 1 o boh he ATLAS and CMS experimens, corresponding o abou pairs per experimen. This gave boh ATLAS and CMS he opporuniy o perform precise measuremens of m in he differen decay channels. Since op quarks decay mos of he ime ino a b quark and a boson, evens can be caegorized, according o he decay of he bosons, in dileponic ( b blν l l ν l ), all-jes ( b bqq q q ) and l+jes ( b blν l qq ) evens. More informaion abou he producion and decay of evens can be found in Ref Direc measuremens of he op-quark mass 2.1 Measuremen of he op-quark mass in he dilepon channel The m measuremen from CMS in he dilepon channel is performed wih 2.3 fb 1 of daa 4. Evens in his channel are seleced by requiring exacly wo lepons (elecrons (e) or muons (µ)) wih p T > 20 GeV and η < 2.4, a leas 2 jes wih p T > 30 GeV and η < 2.4,

2 missing ransverse energy E T > 30 GeV, and a leas one b-agged je. In he ee and µµ channels evens wih 76 GeV < m ll < 106 GeV are rejeced. The even-by-even op-quark mass m KINb is reconsruced wih he KINb algorihm 5. For each of he possible je-quark assignmens he kinemaic equaions are solved muliple imes per even, each ime varying he reconsruced kinemaics wihin heir resoluions. The je-quark assignmen wih he larges number of soluions is seleced. Finally, m KINb is exraced by aking he mean of a Gaussian fi o he disribuion of he reconsruced op quark mass for all he differen soluions of he kinemaic equaions, for he chosen je-quark assignmen. The exracion of m is hen performed by applying he emplae mehod. Templaes which are sensiive o m are consruced for differen op-quark mass hypoheses. The value of m is hen exraced by doing a maximum likelihood fi of hese emplaes o he disribuion of m KINb observed in daa. By applying his echnique, CMS measures m = ± 1.2(sa) (sys) GeV, where he sysemaic uncerainy is dominaed by he global Je Energy Scale (JES) uncerainy and he uncerainy on he flavour-dependen JES. This is he mos precise measuremen of m in he dilepon channel, wih similar precision as he mos recen resul from D Measuremen of he op-quark mass in he all-jes channel ATLAS performed he firs measuremen a he LHC of m in he all-jes channel, using 2.04 fb 1 of daa 7. Evens are seleced by asking 5 jes wih p T > 55 GeV and η < 4.5, and a 6 h je wih p T > 30 GeV and η < 4.5. Two of hese jes, wih p T > 55 GeV and inside he inner deecor accepance ( η < 2.5), mus be b-agged. A cu on he E T significance is also applied: E T / H T < 3, where H T is he scalar sum of he p T of all he jes in he evens. The even opology is reconsruced using a mass χ 2 : χ 2 = (m j 1,j 2 m ) 2 σ 2 + (m j 1,j 2,b 1 m ) 2 σ 2 + (m j 3,j 4 m ) 2 σ 2 + (m j 3,j 4,b 2 m ) 2 σ 2, (1) where σ = 10.2 GeV and σ = 17.4 GeV are he respecive mass resoluions from simulaion. For every even, he je-quark assignmen wih he lowes χ 2 is aken, requiring 50 GeV < m j1,j 2 < 110 GeV and 50 GeV < m j3,j 4 < 110 GeV. This χ 2 is minimized as a funcion of m and m. Only evens wih χ 2 min < 8 are considered in he exracion of m. The emplae mehod is applied o he disribuion of m jjb values from he seleced je-quark assignmen, as observed in daa. Each seleced even conribues wo values o his disribuion. ATLAS measures m = ± 2.1(sa) ± 3.8(sys) GeV. The sysemaic uncerainy is dominaed by he uncerainy on Iniial and Final Sae Radiaion (ISR/FSR), he uncerainy on he daa-driven mulije background and he JES uncerainy. 2.3 Measuremen of he op-quark mass in he l+jes channel Boh ATLAS and CMS have measured m in he l+jes channel 8,9. ATLAS selecs evens by asking exacly 1 isolaed elecron (E T > 25 GeV) or muon (p T > 20 GeV). The evens need o have 4 jes wih p T > 25 GeV and η < 2.5, of which a leas one is b-agged. Mulije evens are rejeced by asking E T > 35 GeV and m T > 25 GeV (e+jes), or E T > 20 GeV and E T +m T > 60 GeV (µ+jes). ATLAS is using wo differen approaches o measure m, designed o reduce he JES uncerainy. Boh analyses are based on he emplae mehod. In he 1d-analysis, R 32 mreco m reco is calculaed for every even, where m reco and m reco are he reconsruced invarian masses of he hadronically decaying op quark and boson, respecively. A kinemaic fi is used o selec a je-quark assignmen. The likelihood L of he kinemaic fi of he seleced je-quark assignmen has o pass: ln L > 50. The jes assigned o he bqq decay need o have p T > 40 GeV, and m reco has o fulfill 60 GeV < mreco < 100 GeV.

3 The 2d-analysis, a combined measuremen of m and a global Je energy Scale Facor (JSF), is performed by a emplae fi o m reco and m reco. In his analysis, he je riple assigned o he hadronic op decay is chosen as he one wih maximum p T, considering only riples wih 50 GeV < m reco < 110 GeV. Finally a kinemaic fi is performed o he chosen je riple. Boh analyses are applied on 1.04 fb 1 of daa. The 2d-analysis has a slighly smaller uncerainy: m = ± 0.6(sa) ± 2.3(sys) GeV. The sysemaic uncerainy is dominaed by he uncerainy on ISR/FSR and he uncerainy on he b-je energy scale. The CMS measuremen of m uses 4.7 fb 1 of daa in he µ+jes channel 9. Evens are seleced by asking exacly 1 isolaed muon wih p T > 30 GeV and η < 2.1, 4 jes wih p T > 30 GeV and η < 2.4, of which a leas 2 are b-agged. For every possible je-quark assignmen, a kinemaic fi is applied wih 3 mass consrains: an equal-mass consrain of m lep and m hadr, and 2 m consrains. The kinemaic fi reurns he fied op-quark mass m fi,i and he fi probabiliy Pfi i. rong je-quark assignmens are rejeced by asking P fi i > 0.2. To exrac m from he daa, he Ideogram mehod is used in a combined measuremen of m and he Je Energy Scale (JES). In his mehod, a likelihood is calculaed for every even: L(even m, JES) = ( n i=1 ( ) ) n i=1 P fi i Pfi i P m fi,i, m reco,i m, JES. (2) ( ) The disribuions P m fi,i, mreco,i m, JES for all possible je-quark assignmens (correc assignmens, wrong assignmens and unmached assignmens) are aken from simulaion. The individual even likelihoods are combined in a global likelihood, from which he measured m and JES values can be exraced. ih his mehod, CMS measures m = ± 0.6(sa) ± 1.2(sys) GeV. The sysemaic uncerainy is dominaed by he b-je energy scale uncerainy and he uncerainy on he facorizaion scale. The sysemaic uncerainy does no include he uncerainy on color reconnecion and on he underlying even. 3 Measuremen of he op-quark mass from he cross secion a s = 7 TeV One of he problems of he direc measuremens of m is ha hey use he mass definiion from Mone Carlo generaors, which is no relaed o m in a well-defined renormalizaion scheme (m pole or m MS ) in a sraighforward way. These masses can however be exraced from he measured cross secion of op quark pair producion σ, since he heoreical dependency of or m MS is known. ATLAS used σ measured from 35 pb 1 of daa in he l+jes channel, and obains m pole = GeV for he pole mass 10. CMS used σ measured in he dilepon final sae from 1.14 fb 1 of daa, and measures m pole = GeV and σ on m pole m MS = GeV for he pole mass and he MS mass, respecively 11. Boh he ATLAS and CMS resuls are in agreemen wih previous measuremen performed by CDF and D Measuremen of he mass difference beween op and aniop quarks One of he fundamenal symmeries in he sandard model, he invariance under CPT ransformaions, can be esed by measuring he difference in mass beween a paricle and he corresponding aniparicle. Since he op quark is he only quark ha decays before hadronizaion can ake place, his difference can be measured direcly. CMS performed a measuremen using 1.09 fb 1 of daa in he µ+jes channel 12. The evens were splied in wo disinc samples according o he charge of he lepon. In each of hese wo samples, he mass of he hadronically decaying op quarks was measured and finally boh masses were subraced from eachoher. This resuled in m = 1.20 ± 1.21(sa) ± 0.47(sys) GeV. The smallness of he sysemaic

4 uncerainy, when compared o m measuremens, can be explained by he cancellaion of mos sysemaics by aking he difference. 5 Conclusion and oulook Currenly he mos precise measuremens of m are performed by he Tevaron experimens, bu he ATLAS and CMS resuls are geing more and more precise. An overview of all hese resuls can be found in Fig. 1. The nex sep is o combine all he CMS and ATLAS measuremens, Figure 1: Overview of he m measuremens from ATLAS and CMS, including he laes CDF and D0 combinaion. on which work has already sared, and finally o combine hese also wih he CDF and D0 resuls. CMS already performed a combinaion of is measuremens, resuling in m = ± 0.4(sa) ± 1.2(sys) GeV. ih he huge amoun of daa which will be recorded by ATLAS and CMS, he precision on m is expeced o increase. The uncerainies are currenly dominaed by he je energy scale sysemaic uncerainy, which can be reduced once more daa is available o be analyzed. References 1. CDF and D0 Collaboraion, Combinaion of CDF and DO resuls on he mass of he op quark using up o 5.8 fb 1 of daa, (2011). arxiv: O. Brand, Measuremens of he op quark mass a he Tevaron, hese proceedings. arxiv: I. Aracena, Top Pair Producion a E cm = 7 TeV, hese proceedings. 4. CMS Collaboraion, Measuremen of he op-quark mass in he dilepon channel in pp collisions a s = 7 TeV, CMS Physics Analysis Summary CMS-PAS-TOP (2012). 5. CMS Collaboraion, Measuremen of he producion and he op-quark mass in he dilepon channel in pp collisions a s = 7 TeV, JHEP 07 (2011) 049. arxiv: D0 Collaboraion, Measuremen of he op quark mass in p p collisions using evens wih wo lepons, submied o Phys. Rev. Le. arxiv: ATLAS Collaboraion, Deerminaion of he Top Quark Mass wih a Templae Mehod in

5 he All-Hadronic Decay channel using 2.04 fb 1 of ATLAS daa, ATLAS Noe ATLAS- CONF (2012). 8. ATLAS Collaboraion, Measuremen of he op quark mass wih he emplae mehod in he op aniop lepon + jes channel using ATLAS daa, submied o Eur. Phys. J. C, arxiv: CMS Collaboraion, Measuremen of he op quark mass in he muon+jes channel, CMS Physics Analysis Summary CMS-PAS-TOP (2012). 10. ATLAS Collaboraion, Deerminaion of he Top-Quark Mass from he Cross Secion Measuremen in pp Collisions a s = 7 TeV wih he ATLAS deecor, ATLAS Noe ATLAS-CONF (2011). 11. CMS Collaboraion, Deerminaion of he Top Quark Mass from he Cross Secion a s = 7 TeV, CMS Physics Analysis Summary CMS-PAS-TOP (2011). 12. CMS Collaboraion, Measuremen of he mass difference beween op and aniop quarks, CMS Physics Analysis Summary CMS-PAS-TOP (2011).

Top Quark Mass Measurements at the Tevatron. Gianluca Petrillo (for the CDF and DØ collaborations) University of Rochester

Top Quark Mass Measurements at the Tevatron. Gianluca Petrillo (for the CDF and DØ collaborations) University of Rochester Top Quark Mass Measuremens a he Tevaron Gianluca Perillo (for he CDF and DØ collaboraions) Universiy of Rocheser March 13 h, 013, Renconres de Moriond: QCD and High Energy Ineracions CDF G. Perillo (for

More information

Multivariate analysis of H b b in associated production of H with t t-pair using full simulation of ATLAS detector

Multivariate analysis of H b b in associated production of H with t t-pair using full simulation of ATLAS detector Mulivariae analysis of H b b in associaed producion of H wih -pair using full simulaion of ATLAS deecor Sergey Koov MPI für Physik, München ATLAS-D Top meeing, May 19, 26 Sergey Koov (MPI für Physik, München)

More information

11. The Top Quark and the Higgs Mechanism

11. The Top Quark and the Higgs Mechanism 11. The Top Quark and he Higgs Mechanism Paricle and Nuclear Physics Dr. Tina Poer Dr. Tina Poer 11. The Top Quark and he Higgs Mechanism 1 In his secion... Focus on he mos recen discoveries of fundamenal

More information

Top Quark Mass from Reconstruction

Top Quark Mass from Reconstruction Top Quark Mass from Reconsrucion André H. Hoang Universiy of Vienna MPI Munich Ouline Which Top Mass is Measured a he LHC? Why he quesion is relevan. Wha op mass is measured (= m Pyhia ) Wha is he relaion

More information

Measurements of the top quark mass and decay width with the D0 detector

Measurements of the top quark mass and decay width with the D0 detector Proceedings of he DPF-2011 Conference, Providence, RI, Augus 8-13, 2011 1 Measuremens of he op quark mass and decay widh wih he D0 deecor Y. Ilchenko Souhern Mehodis Universiy, Dallas, TX 75206, USA The

More information

arxiv: v1 [hep-ex] 10 Oct 2011

arxiv: v1 [hep-ex] 10 Oct 2011 Proceedings of he DPF-11 Conference, Providence, RI, Augus 83, 11 1 Top Quark Resuls Using CMS a 7 TeV K. M. Ecklund Deparmen of Physics and Asronomy, Rice Universiy, Houson, TX, USA I give an overview

More information

A SSOCIATED TOP PRODUCTION (tt +V, t +V ) IN ATLAS AND CMS

A SSOCIATED TOP PRODUCTION (tt +V, t +V ) IN ATLAS AND CMS S ERGIO S ANCHEZ C RUZ FOR THE ATLAS AND CMS C OLLABORATIONS Renconres de Moriond 08 A SSOCIATED TOP PRODUCTION ( +V, +V ) IN ATLAS AND CMS σ [pb] Producion Cross Secion, 3 Sepember 07 =n je(s) CMS Preliminary

More information

Measuring the top-higgs coupling

Measuring the top-higgs coupling Measuring he op-higgs coupling GRK Workshop 5, Freudensad Karim El Morabi, Marco Harrendorf, Ulrich Husemann, Paricia Lobelle, Hannes Mildner, Tobias Pfozer, Mahias Schröder, Shawn Williamson Sepember,

More information

HIGGS&AT&HADRON&COLLIDER

HIGGS&AT&HADRON&COLLIDER IGGS&AT&ADRON&COLLIDER iggs&proper,es&and&precision&tes& Lecure&1& Shahram&Rahalou Fisica&delle&Par,celle&Elemenari,&Anno&Accademico&014815 hp://www.roma1.infn.i/people/rahalou/paricelle/ WY&AND&WIC&BOSON?

More information

arxiv: v1 [hep-ex] 1 Oct 2009

arxiv: v1 [hep-ex] 1 Oct 2009 Proceedings of he DPF-9 Conference, Deroi, MI, July 7-31, 9 1 Discovery Poenial of he Sandard Model Higgs Boson Through H W W Decay Mode wih he Deecor a LHC H.J. Yang (on behalf of he Collaboraion) Deparmen

More information

Open charm reconstruction at mid-rapidity in the ALICE Experiment at LHC

Open charm reconstruction at mid-rapidity in the ALICE Experiment at LHC Open charm reconsrucion a mid-rapidiy in he ALICE Experimen a LHC Universia and INFN di Torino, ITALY E-mail: dash@o.infn.i Open charmed mesons produced in ulra-relaivisic nuclear reacions are among he

More information

Light Stop Decays.

Light Stop Decays. Ligh Sop Decays Alexander Wlozka in collaboraion wih R. Gröber, M. Mühlleiner and E. Popenda 28 h Sepember 26 Eur.Phys.J. C75 (25) 9, 42 (arxiv:48.4662), Phys.Le. B747 (25) 44-5 (arxiv:52.5935) INSTITUTE

More information

PoS(EPS-HEP2017)606. Highlights from the ATLAS experiment. Daniel R. Tovey on behalf of the ATLAS Collaboration

PoS(EPS-HEP2017)606. Highlights from the ATLAS experiment. Daniel R. Tovey on behalf of the ATLAS Collaboration Daniel R. Tovey on behalf of he ATLAS Collaboraion Deparmen of Physics and Asronomy, Universiy of Sheffield, Hounsfield Road, Sheffield S 7RH, UK E-mail: d.r.ovey@sheffield.ac.uk An overview of recen physics

More information

carlomat, a program for automatic computation of cross sections p.1/11

carlomat, a program for automatic computation of cross sections p.1/11 carloma, a program for auomaic compuaion of cross secions o lowes order of SM Karol Kołodziej Insiue of Physics, Universiy of Silesia Kaowice Kaowice, 5 June, 2007 carloma, a program for auomaic compuaion

More information

Single top quark production in ATLAS at the LHC

Single top quark production in ATLAS at the LHC EPJ We of Conferences 6, 169 (213) DOI:.51/epjconf/2136169 Owned y he auhors, pulished y EDP Sciences, 213 Single op quark producion in a he LHC Sillings, Jan A. 1,a on ehalf of he collaoraion 1 Physikalisches

More information

Review of Recent Top Quark Measurements

Review of Recent Top Quark Measurements Review of Recen Top Quark Measuremens Ann Heinson Universiy of California, Riverside Vh Renconres du Vienam New Views in Paricle Physics Hanoi, Vienam Augus 5, Theory Reconsrucion Backgrounds Resuls Top

More information

T L. t=1. Proof of Lemma 1. Using the marginal cost accounting in Equation(4) and standard arguments. t )+Π RB. t )+K 1(Q RB

T L. t=1. Proof of Lemma 1. Using the marginal cost accounting in Equation(4) and standard arguments. t )+Π RB. t )+K 1(Q RB Elecronic Companion EC.1. Proofs of Technical Lemmas and Theorems LEMMA 1. Le C(RB) be he oal cos incurred by he RB policy. Then we have, T L E[C(RB)] 3 E[Z RB ]. (EC.1) Proof of Lemma 1. Using he marginal

More information

Physics 235 Chapter 2. Chapter 2 Newtonian Mechanics Single Particle

Physics 235 Chapter 2. Chapter 2 Newtonian Mechanics Single Particle Chaper 2 Newonian Mechanics Single Paricle In his Chaper we will review wha Newon s laws of mechanics ell us abou he moion of a single paricle. Newon s laws are only valid in suiable reference frames,

More information

arxiv: v1 [hep-ex] 5 Mar 2015

arxiv: v1 [hep-ex] 5 Mar 2015 OP 24: Experimenal Summary arxiv:53.764v [hep-ex] 5 Mar 25 Chrisian Schwanenberger he Universiy of Mancheser, Oxford Road, Mancheser, M3 9PL, UK; now: Deusches Elekronen-Synchroron (DESY), Nokesr. 85,

More information

t is a basis for the solution space to this system, then the matrix having these solutions as columns, t x 1 t, x 2 t,... x n t x 2 t...

t is a basis for the solution space to this system, then the matrix having these solutions as columns, t x 1 t, x 2 t,... x n t x 2 t... Mah 228- Fri Mar 24 5.6 Marix exponenials and linear sysems: The analogy beween firs order sysems of linear differenial equaions (Chaper 5) and scalar linear differenial equaions (Chaper ) is much sronger

More information

10. State Space Methods

10. State Space Methods . Sae Space Mehods. Inroducion Sae space modelling was briefly inroduced in chaper. Here more coverage is provided of sae space mehods before some of heir uses in conrol sysem design are covered in he

More information

arxiv: v1 [hep-ex] 8 Jan 2018

arxiv: v1 [hep-ex] 8 Jan 2018 Top mass measurements in ATLAS and CMS arxiv:8.239v [hep-ex] 8 Jan 28 A. CASTRO University of Bologna and INFN, Bologna, Italy On behalf of the ATLAS and CMS Collaborations Abstract Top quarks are produced

More information

3.1.3 INTRODUCTION TO DYNAMIC OPTIMIZATION: DISCRETE TIME PROBLEMS. A. The Hamiltonian and First-Order Conditions in a Finite Time Horizon

3.1.3 INTRODUCTION TO DYNAMIC OPTIMIZATION: DISCRETE TIME PROBLEMS. A. The Hamiltonian and First-Order Conditions in a Finite Time Horizon 3..3 INRODUCION O DYNAMIC OPIMIZAION: DISCREE IME PROBLEMS A. he Hamilonian and Firs-Order Condiions in a Finie ime Horizon Define a new funcion, he Hamilonian funcion, H. H he change in he oal value of

More information

Associated Top Quark Production Cross Sections at ATLAS and CMS Experiments: t t + X CIEMAT

Associated Top Quark Production Cross Sections at ATLAS and CMS Experiments: t t + X CIEMAT Associaed op Quark Producion Cross Secions a ALAS and Experimens: + X Javier Brochero on behalf of he ALAS and Collaboraions CIEMA May 9, 8 J. Brochero (CIEMA) + X Cross Secion: and ALAS May 9, 8 / 9 Inroducion

More information

Solutions to Odd Number Exercises in Chapter 6

Solutions to Odd Number Exercises in Chapter 6 1 Soluions o Odd Number Exercises in 6.1 R y eˆ 1.7151 y 6.3 From eˆ ( T K) ˆ R 1 1 SST SST SST (1 R ) 55.36(1.7911) we have, ˆ 6.414 T K ( ) 6.5 y ye ye y e 1 1 Consider he erms e and xe b b x e y e b

More information

Time-dependent CPV in B η'ks η

Time-dependent CPV in B η'ks η B ± ωk ω ± /π ± and Time-dependen CPV in B η'ks η a Belle Kai-Feng Chen Naional Taiwan Universiy The Belle Collaboraion Flavor Physics & CP Violaion(FPCP) Universiy of Pennsylvania, Philadelphia May 16-18,

More information

HEAVY QUARK PRODUCTION AT HERA IN K T FACTORIZATION SUPPLEMENTED WITH CCFM EVOLUTION

HEAVY QUARK PRODUCTION AT HERA IN K T FACTORIZATION SUPPLEMENTED WITH CCFM EVOLUTION HEAVY QUARK PRODUCTION AT HERA IN K T FACTORIZATION SUPPLEMENTED WITH CCFM EVOLUTION H. JUNG Physics Deparmen, Lund Universiy, Box 8, S-22 Lund, Sweden E-mail: Hannes.Jung@desy.de The applicaion of k -

More information

Diebold, Chapter 7. Francis X. Diebold, Elements of Forecasting, 4th Edition (Mason, Ohio: Cengage Learning, 2006). Chapter 7. Characterizing Cycles

Diebold, Chapter 7. Francis X. Diebold, Elements of Forecasting, 4th Edition (Mason, Ohio: Cengage Learning, 2006). Chapter 7. Characterizing Cycles Diebold, Chaper 7 Francis X. Diebold, Elemens of Forecasing, 4h Ediion (Mason, Ohio: Cengage Learning, 006). Chaper 7. Characerizing Cycles Afer compleing his reading you should be able o: Define covariance

More information

Math 10B: Mock Mid II. April 13, 2016

Math 10B: Mock Mid II. April 13, 2016 Name: Soluions Mah 10B: Mock Mid II April 13, 016 1. ( poins) Sae, wih jusificaion, wheher he following saemens are rue or false. (a) If a 3 3 marix A saisfies A 3 A = 0, hen i canno be inverible. True.

More information

CONFIDENCE LIMITS AND THEIR ROBUSTNESS

CONFIDENCE LIMITS AND THEIR ROBUSTNESS CONFIDENCE LIMITS AND THEIR ROBUSTNESS Rajendran Raja Fermi Naional Acceleraor laboraory Baavia, IL 60510 Absrac Confidence limis are common place in physics analysis. Grea care mus be aken in heir calculaion

More information

Measurement of forward-rapidity heavy-flavour muons in proton-proton collisions at s = 7 TeV with ALICE

Measurement of forward-rapidity heavy-flavour muons in proton-proton collisions at s = 7 TeV with ALICE Measuremen of forward-rapidiy heavy-flavour muons in proon-proon collisions a s = 7 TeV wih ALICE D. Socco for he ALICE Collaboraion Ecole des Mines, CNRS-IN2P3, Universié de Nanes Nanes, France Ocober

More information

Ensamble methods: Bagging and Boosting

Ensamble methods: Bagging and Boosting Lecure 21 Ensamble mehods: Bagging and Boosing Milos Hauskrech milos@cs.pi.edu 5329 Senno Square Ensemble mehods Mixure of expers Muliple base models (classifiers, regressors), each covers a differen par

More information

Lab #2: Kinematics in 1-Dimension

Lab #2: Kinematics in 1-Dimension Reading Assignmen: Chaper 2, Secions 2-1 hrough 2-8 Lab #2: Kinemaics in 1-Dimension Inroducion: The sudy of moion is broken ino wo main areas of sudy kinemaics and dynamics. Kinemaics is he descripion

More information

Advanced Organic Chemistry

Advanced Organic Chemistry Lalic, G. Chem 53A Chemisry 53A Advanced Organic Chemisry Lecure noes 1 Kineics: A racical Approach Simple Kineics Scenarios Fiing Experimenal Daa Using Kineics o Deermine he Mechanism Doughery, D. A.,

More information

Vehicle Arrival Models : Headway

Vehicle Arrival Models : Headway Chaper 12 Vehicle Arrival Models : Headway 12.1 Inroducion Modelling arrival of vehicle a secion of road is an imporan sep in raffic flow modelling. I has imporan applicaion in raffic flow simulaion where

More information

Proposal of atomic clock in motion: Time in moving clock

Proposal of atomic clock in motion: Time in moving clock Proposal of aomic clock in moion: Time in moving clock Masanori Sao Honda Elecronics Co., d., 0 Oyamazuka, Oiwa-cho, Toyohashi, ichi 441-3193, Japan E-mail: msao@honda-el.co.jp bsrac: The ime in an aomic

More information

Navneet Saini, Mayank Goyal, Vishal Bansal (2013); Term Project AML310; Indian Institute of Technology Delhi

Navneet Saini, Mayank Goyal, Vishal Bansal (2013); Term Project AML310; Indian Institute of Technology Delhi Creep in Viscoelasic Subsances Numerical mehods o calculae he coefficiens of he Prony equaion using creep es daa and Herediary Inegrals Mehod Navnee Saini, Mayank Goyal, Vishal Bansal (23); Term Projec

More information

Speaker Adaptation Techniques For Continuous Speech Using Medium and Small Adaptation Data Sets. Constantinos Boulis

Speaker Adaptation Techniques For Continuous Speech Using Medium and Small Adaptation Data Sets. Constantinos Boulis Speaker Adapaion Techniques For Coninuous Speech Using Medium and Small Adapaion Daa Ses Consaninos Boulis Ouline of he Presenaion Inroducion o he speaker adapaion problem Maximum Likelihood Sochasic Transformaions

More information

METHOD OF CHARACTERISTICS AND GLUON DISTRIBUTION FUNCTION

METHOD OF CHARACTERISTICS AND GLUON DISTRIBUTION FUNCTION METHOD OF CHARACTERISTICS AND GLUON DISTRIBUTION FUNCTION Saiful Islam and D. K. Choudhury Dep. Of Physics Gauhai Universiy, Guwahai, Assam, India. Email : saiful.66@rediffmail.com ; dkc_phys@yahoo.co.in

More information

Biol. 356 Lab 8. Mortality, Recruitment, and Migration Rates

Biol. 356 Lab 8. Mortality, Recruitment, and Migration Rates Biol. 356 Lab 8. Moraliy, Recruimen, and Migraion Raes (modified from Cox, 00, General Ecology Lab Manual, McGraw Hill) Las week we esimaed populaion size hrough several mehods. One assumpion of all hese

More information

Chapter 2. First Order Scalar Equations

Chapter 2. First Order Scalar Equations Chaper. Firs Order Scalar Equaions We sar our sudy of differenial equaions in he same way he pioneers in his field did. We show paricular echniques o solve paricular ypes of firs order differenial equaions.

More information

Some Basic Information about M-S-D Systems

Some Basic Information about M-S-D Systems Some Basic Informaion abou M-S-D Sysems 1 Inroducion We wan o give some summary of he facs concerning unforced (homogeneous) and forced (non-homogeneous) models for linear oscillaors governed by second-order,

More information

Chapter 15: Phenomena. Chapter 15 Chemical Kinetics. Reaction Rates. Reaction Rates R P. Reaction Rates. Rate Laws

Chapter 15: Phenomena. Chapter 15 Chemical Kinetics. Reaction Rates. Reaction Rates R P. Reaction Rates. Rate Laws Chaper 5: Phenomena Phenomena: The reacion (aq) + B(aq) C(aq) was sudied a wo differen emperaures (98 K and 35 K). For each emperaure he reacion was sared by puing differen concenraions of he 3 species

More information

Outline. lse-logo. Outline. Outline. 1 Wald Test. 2 The Likelihood Ratio Test. 3 Lagrange Multiplier Tests

Outline. lse-logo. Outline. Outline. 1 Wald Test. 2 The Likelihood Ratio Test. 3 Lagrange Multiplier Tests Ouline Ouline Hypohesis Tes wihin he Maximum Likelihood Framework There are hree main frequenis approaches o inference wihin he Maximum Likelihood framework: he Wald es, he Likelihood Raio es and he Lagrange

More information

Linear Response Theory: The connection between QFT and experiments

Linear Response Theory: The connection between QFT and experiments Phys540.nb 39 3 Linear Response Theory: The connecion beween QFT and experimens 3.1. Basic conceps and ideas Q: How do we measure he conduciviy of a meal? A: we firs inroduce a weak elecric field E, and

More information

Signal and System (Chapter 3. Continuous-Time Systems)

Signal and System (Chapter 3. Continuous-Time Systems) Signal and Sysem (Chaper 3. Coninuous-Time Sysems) Prof. Kwang-Chun Ho kwangho@hansung.ac.kr Tel: 0-760-453 Fax:0-760-4435 1 Dep. Elecronics and Informaion Eng. 1 Nodes, Branches, Loops A nework wih b

More information

Top Quark Measurements by the DØ Collaboration

Top Quark Measurements by the DØ Collaboration Top Quark Measuremens y he DØ Collaoraion Michael Begel Universiy of Rocheser SMU Physics Seminar March 5, 27 Michael Begel SMU Physics Seminar March 5, 27 2 Ouline hy is he op quark ineresing? η = η =

More information

Heavy flavour production measurement with ALICE at the LHC

Heavy flavour production measurement with ALICE at the LHC Heavy flavour producion measuremen wih ALICE a he LHC Francesco Bossù for he ALICE collaboraion ihemba LABS, Cape own Bormio, 5 Gen Ouline Why heavy flavours HF wih he ALICE deecor HF in proon-proon collisions

More information

EE100 Lab 3 Experiment Guide: RC Circuits

EE100 Lab 3 Experiment Guide: RC Circuits I. Inroducion EE100 Lab 3 Experimen Guide: A. apaciors A capacior is a passive elecronic componen ha sores energy in he form of an elecrosaic field. The uni of capaciance is he farad (coulomb/vol). Pracical

More information

20. Applications of the Genetic-Drift Model

20. Applications of the Genetic-Drift Model 0. Applicaions of he Geneic-Drif Model 1) Deermining he probabiliy of forming any paricular combinaion of genoypes in he nex generaion: Example: If he parenal allele frequencies are p 0 = 0.35 and q 0

More information

Reading from Young & Freedman: For this topic, read sections 25.4 & 25.5, the introduction to chapter 26 and sections 26.1 to 26.2 & 26.4.

Reading from Young & Freedman: For this topic, read sections 25.4 & 25.5, the introduction to chapter 26 and sections 26.1 to 26.2 & 26.4. PHY1 Elecriciy Topic 7 (Lecures 1 & 11) Elecric Circuis n his opic, we will cover: 1) Elecromoive Force (EMF) ) Series and parallel resisor combinaions 3) Kirchhoff s rules for circuis 4) Time dependence

More information

Time series Decomposition method

Time series Decomposition method Time series Decomposiion mehod A ime series is described using a mulifacor model such as = f (rend, cyclical, seasonal, error) = f (T, C, S, e) Long- Iner-mediaed Seasonal Irregular erm erm effec, effec,

More information

Modal identification of structures from roving input data by means of maximum likelihood estimation of the state space model

Modal identification of structures from roving input data by means of maximum likelihood estimation of the state space model Modal idenificaion of srucures from roving inpu daa by means of maximum likelihood esimaion of he sae space model J. Cara, J. Juan, E. Alarcón Absrac The usual way o perform a forced vibraion es is o fix

More information

Computer-Aided Analysis of Electronic Circuits Course Notes 3

Computer-Aided Analysis of Electronic Circuits Course Notes 3 Gheorghe Asachi Technical Universiy of Iasi Faculy of Elecronics, Telecommunicaions and Informaion Technologies Compuer-Aided Analysis of Elecronic Circuis Course Noes 3 Bachelor: Telecommunicaion Technologies

More information

Unit Root Time Series. Univariate random walk

Unit Root Time Series. Univariate random walk Uni Roo ime Series Univariae random walk Consider he regression y y where ~ iid N 0, he leas squares esimae of is: ˆ yy y y yy Now wha if = If y y hen le y 0 =0 so ha y j j If ~ iid N 0, hen y ~ N 0, he

More information

Lab 10: RC, RL, and RLC Circuits

Lab 10: RC, RL, and RLC Circuits Lab 10: RC, RL, and RLC Circuis In his experimen, we will invesigae he behavior of circuis conaining combinaions of resisors, capaciors, and inducors. We will sudy he way volages and currens change in

More information

The electromagnetic interference in case of onboard navy ships computers - a new approach

The electromagnetic interference in case of onboard navy ships computers - a new approach The elecromagneic inerference in case of onboard navy ships compuers - a new approach Prof. dr. ing. Alexandru SOTIR Naval Academy Mircea cel Bărân, Fulgerului Sree, Consanţa, soiralexandru@yahoo.com Absrac.

More information

Final Spring 2007

Final Spring 2007 .615 Final Spring 7 Overview The purpose of he final exam is o calculae he MHD β limi in a high-bea oroidal okamak agains he dangerous n = 1 exernal ballooning-kink mode. Effecively, his corresponds o

More information

INTRODUCTION TO MACHINE LEARNING 3RD EDITION

INTRODUCTION TO MACHINE LEARNING 3RD EDITION ETHEM ALPAYDIN The MIT Press, 2014 Lecure Slides for INTRODUCTION TO MACHINE LEARNING 3RD EDITION alpaydin@boun.edu.r hp://www.cmpe.boun.edu.r/~ehem/i2ml3e CHAPTER 2: SUPERVISED LEARNING Learning a Class

More information

3.1 More on model selection

3.1 More on model selection 3. More on Model selecion 3. Comparing models AIC, BIC, Adjused R squared. 3. Over Fiing problem. 3.3 Sample spliing. 3. More on model selecion crieria Ofen afer model fiing you are lef wih a handful of

More information

Simulating models with heterogeneous agents

Simulating models with heterogeneous agents Simulaing models wih heerogeneous agens Wouer J. Den Haan London School of Economics c by Wouer J. Den Haan Individual agen Subjec o employmen shocks (ε i, {0, 1}) Incomplee markes only way o save is hrough

More information

ACE 562 Fall Lecture 5: The Simple Linear Regression Model: Sampling Properties of the Least Squares Estimators. by Professor Scott H.

ACE 562 Fall Lecture 5: The Simple Linear Regression Model: Sampling Properties of the Least Squares Estimators. by Professor Scott H. ACE 56 Fall 005 Lecure 5: he Simple Linear Regression Model: Sampling Properies of he Leas Squares Esimaors by Professor Sco H. Irwin Required Reading: Griffihs, Hill and Judge. "Inference in he Simple

More information

Improvements of Higgs mass predictions in supersymmetric theories

Improvements of Higgs mass predictions in supersymmetric theories Improvemens of Higgs mass predicions in supersymmeric heories Heidi Rzehak Alber-Ludwigs-Universiä Freiburg in coll. wih T. Hahn, S. Heinemeyer, W. Hollik and G. Weiglein FeynHiggs collaboraion Dec. 13,

More information

Notes for Lecture 17-18

Notes for Lecture 17-18 U.C. Berkeley CS278: Compuaional Complexiy Handou N7-8 Professor Luca Trevisan April 3-8, 2008 Noes for Lecure 7-8 In hese wo lecures we prove he firs half of he PCP Theorem, he Amplificaion Lemma, up

More information

Learning Objectives: Practice designing and simulating digital circuits including flip flops Experience state machine design procedure

Learning Objectives: Practice designing and simulating digital circuits including flip flops Experience state machine design procedure Lab 4: Synchronous Sae Machine Design Summary: Design and implemen synchronous sae machine circuis and es hem wih simulaions in Cadence Viruoso. Learning Objecives: Pracice designing and simulaing digial

More information

OBJECTIVES OF TIME SERIES ANALYSIS

OBJECTIVES OF TIME SERIES ANALYSIS OBJECTIVES OF TIME SERIES ANALYSIS Undersanding he dynamic or imedependen srucure of he observaions of a single series (univariae analysis) Forecasing of fuure observaions Asceraining he leading, lagging

More information

Chapter 2. Models, Censoring, and Likelihood for Failure-Time Data

Chapter 2. Models, Censoring, and Likelihood for Failure-Time Data Chaper 2 Models, Censoring, and Likelihood for Failure-Time Daa William Q. Meeker and Luis A. Escobar Iowa Sae Universiy and Louisiana Sae Universiy Copyrigh 1998-2008 W. Q. Meeker and L. A. Escobar. Based

More information

Ensamble methods: Boosting

Ensamble methods: Boosting Lecure 21 Ensamble mehods: Boosing Milos Hauskrech milos@cs.pi.edu 5329 Senno Square Schedule Final exam: April 18: 1:00-2:15pm, in-class Term projecs April 23 & April 25: a 1:00-2:30pm in CS seminar room

More information

Angular Correlations of Hadrons Measured at the LHC

Angular Correlations of Hadrons Measured at the LHC Angular Correlaions of Hadrons Measured a he LHC Renconres du Vienam Froniers of QCD: From Puzzles o Discoveries December 5-, Qui Nhon, Vienam Raimond Snellings Urech Universiy -- Angular Correlaions ALAS-CONF--74

More information

arxiv:hep-ph/ v1 19 Dec 1996

arxiv:hep-ph/ v1 19 Dec 1996 INP-MSU-96-4/448, UCR/96-5 Single op quarks a he Fermilab Tevaron A.P. Heinson Deparmen of Physics, Universiy of California, Riverside, CA 95, USA arxiv:hep-ph/9644v 9 Dec 996 A.S. Belyaev and E.E. Boos

More information

Random Walk with Anti-Correlated Steps

Random Walk with Anti-Correlated Steps Random Walk wih Ani-Correlaed Seps John Noga Dirk Wagner 2 Absrac We conjecure he expeced value of random walks wih ani-correlaed seps o be exacly. We suppor his conjecure wih 2 plausibiliy argumens and

More information

Assignment 6. Tyler Shendruk December 6, 2010

Assignment 6. Tyler Shendruk December 6, 2010 Assignmen 6 Tyler Shendruk December 6, 1 1 Harden Problem 1 Le K be he coupling and h he exernal field in a 1D Ising model. From he lecures hese can be ransformed ino effecive coupling and fields K and

More information

RC, RL and RLC circuits

RC, RL and RLC circuits Name Dae Time o Complee h m Parner Course/ Secion / Grade RC, RL and RLC circuis Inroducion In his experimen we will invesigae he behavior of circuis conaining combinaions of resisors, capaciors, and inducors.

More information

tgβ sensitivity to λ hhh ee Zhh s = 500 GeV M A [GeV]

tgβ sensitivity to λ hhh ee Zhh s = 500 GeV M A [GeV] Quanum Effecs o he Higgs boson self-couplings in he SM and in he MSSM. Siannah Pe~naranda Insiu für Theoreische Physik (ITP) Universiä Karlsruhe From works in collaboraion wih: W. Hollik Eur. Phys. J.

More information

Bias in Conditional and Unconditional Fixed Effects Logit Estimation: a Correction * Tom Coupé

Bias in Conditional and Unconditional Fixed Effects Logit Estimation: a Correction * Tom Coupé Bias in Condiional and Uncondiional Fixed Effecs Logi Esimaion: a Correcion * Tom Coupé Economics Educaion and Research Consorium, Naional Universiy of Kyiv Mohyla Academy Address: Vul Voloska 10, 04070

More information

Estimation of Poses with Particle Filters

Estimation of Poses with Particle Filters Esimaion of Poses wih Paricle Filers Dr.-Ing. Bernd Ludwig Chair for Arificial Inelligence Deparmen of Compuer Science Friedrich-Alexander-Universiä Erlangen-Nürnberg 12/05/2008 Dr.-Ing. Bernd Ludwig (FAU

More information

Single Higgs production at LHC as a probe for an anomalous Higgs self coupling

Single Higgs production at LHC as a probe for an anomalous Higgs self coupling Sinle is producion a LC as a probe for an anomalous is self couplin Pier Paolo Giardino Brookhaven Naional Laboraory ICEP 2016, Chicao Based on arxiv:1607.0425 [hep-ph]; Giuseppe Derassi, P.P.G, Fabio

More information

Notes on Kalman Filtering

Notes on Kalman Filtering Noes on Kalman Filering Brian Borchers and Rick Aser November 7, Inroducion Daa Assimilaion is he problem of merging model predicions wih acual measuremens of a sysem o produce an opimal esimae of he curren

More information

Two Coupled Oscillators / Normal Modes

Two Coupled Oscillators / Normal Modes Lecure 3 Phys 3750 Two Coupled Oscillaors / Normal Modes Overview and Moivaion: Today we ake a small, bu significan, sep owards wave moion. We will no ye observe waves, bu his sep is imporan in is own

More information

PET467E-Analysis of Well Pressure Tests/2008 Spring Semester/İTÜ Midterm Examination (Duration 3:00 hours) Solutions

PET467E-Analysis of Well Pressure Tests/2008 Spring Semester/İTÜ Midterm Examination (Duration 3:00 hours) Solutions M. Onur 03.04.008 PET467E-Analysis of Well Pressure Tess/008 Spring Semeser/İTÜ Miderm Examinaion (Duraion 3:00 hours) Soluions Name of he Suden: Insrucions: Before saring he exam, wrie your name clearly

More information

Math 2142 Exam 1 Review Problems. x 2 + f (0) 3! for the 3rd Taylor polynomial at x = 0. To calculate the various quantities:

Math 2142 Exam 1 Review Problems. x 2 + f (0) 3! for the 3rd Taylor polynomial at x = 0. To calculate the various quantities: Mah 4 Eam Review Problems Problem. Calculae he 3rd Taylor polynomial for arcsin a =. Soluion. Le f() = arcsin. For his problem, we use he formula f() + f () + f ()! + f () 3! for he 3rd Taylor polynomial

More information

WEEK-3 Recitation PHYS 131. of the projectile s velocity remains constant throughout the motion, since the acceleration a x

WEEK-3 Recitation PHYS 131. of the projectile s velocity remains constant throughout the motion, since the acceleration a x WEEK-3 Reciaion PHYS 131 Ch. 3: FOC 1, 3, 4, 6, 14. Problems 9, 37, 41 & 71 and Ch. 4: FOC 1, 3, 5, 8. Problems 3, 5 & 16. Feb 8, 018 Ch. 3: FOC 1, 3, 4, 6, 14. 1. (a) The horizonal componen of he projecile

More information

Transverse mass. Rejects W+jets and top pairs decaying semi-leptonically. [1 cos( )] m 2 T = 2plep T Emiss T

Transverse mass. Rejects W+jets and top pairs decaying semi-leptonically. [1 cos( )] m 2 T = 2plep T Emiss T g /a Transverse mass g m 2 T = 2plep T Emiss T [1 cos( )] recion. The quaniy p lep is he Rejecs W+jes and op pairs decaying semi-leponically 37 g /a Sransverse mass g Generalisaion of he ransverse mass

More information

Introduction to Probability and Statistics Slides 4 Chapter 4

Introduction to Probability and Statistics Slides 4 Chapter 4 Inroducion o Probabiliy and Saisics Slides 4 Chaper 4 Ammar M. Sarhan, asarhan@mahsa.dal.ca Deparmen of Mahemaics and Saisics, Dalhousie Universiy Fall Semeser 8 Dr. Ammar Sarhan Chaper 4 Coninuous Random

More information

Sequential Importance Resampling (SIR) Particle Filter

Sequential Importance Resampling (SIR) Particle Filter Paricle Filers++ Pieer Abbeel UC Berkeley EECS Many slides adaped from Thrun, Burgard and Fox, Probabilisic Roboics 1. Algorihm paricle_filer( S -1, u, z ): 2. Sequenial Imporance Resampling (SIR) Paricle

More information

Development of a new metrological model for measuring of the water surface evaporation Tovmach L. Tovmach Yr. Abstract Introduction

Development of a new metrological model for measuring of the water surface evaporation Tovmach L. Tovmach Yr. Abstract Introduction Developmen of a new merological model for measuring of he waer surface evaporaion Tovmach L. Tovmach Yr. Sae Hydrological Insiue 23 Second Line, 199053 S. Peersburg, Russian Federaion Telephone (812) 323

More information

Chapter 7: Solving Trig Equations

Chapter 7: Solving Trig Equations Haberman MTH Secion I: The Trigonomeric Funcions Chaper 7: Solving Trig Equaions Le s sar by solving a couple of equaions ha involve he sine funcion EXAMPLE a: Solve he equaion sin( ) The inverse funcions

More information

Západočeská Univerzita v Plzni, Czech Republic and Groupe ESIEE Paris, France

Západočeská Univerzita v Plzni, Czech Republic and Groupe ESIEE Paris, France ADAPTIVE SIGNAL PROCESSING USING MAXIMUM ENTROPY ON THE MEAN METHOD AND MONTE CARLO ANALYSIS Pavla Holejšovsá, Ing. *), Z. Peroua, Ing. **), J.-F. Bercher, Prof. Assis. ***) Západočesá Univerzia v Plzni,

More information

Nature Neuroscience: doi: /nn Supplementary Figure 1. Spike-count autocorrelations in time.

Nature Neuroscience: doi: /nn Supplementary Figure 1. Spike-count autocorrelations in time. Supplemenary Figure 1 Spike-coun auocorrelaions in ime. Normalized auocorrelaion marices are shown for each area in a daase. The marix shows he mean correlaion of he spike coun in each ime bin wih he spike

More information

Zürich. ETH Master Course: L Autonomous Mobile Robots Localization II

Zürich. ETH Master Course: L Autonomous Mobile Robots Localization II Roland Siegwar Margaria Chli Paul Furgale Marco Huer Marin Rufli Davide Scaramuzza ETH Maser Course: 151-0854-00L Auonomous Mobile Robos Localizaion II ACT and SEE For all do, (predicion updae / ACT),

More information

Comparing Means: t-tests for One Sample & Two Related Samples

Comparing Means: t-tests for One Sample & Two Related Samples Comparing Means: -Tess for One Sample & Two Relaed Samples Using he z-tes: Assumpions -Tess for One Sample & Two Relaed Samples The z-es (of a sample mean agains a populaion mean) is based on he assumpion

More information

STATE-SPACE MODELLING. A mass balance across the tank gives:

STATE-SPACE MODELLING. A mass balance across the tank gives: B. Lennox and N.F. Thornhill, 9, Sae Space Modelling, IChemE Process Managemen and Conrol Subjec Group Newsleer STE-SPACE MODELLING Inroducion: Over he pas decade or so here has been an ever increasing

More information

arxiv: v3 [hep-ex] 27 Sep 2017

arxiv: v3 [hep-ex] 27 Sep 2017 EUROPEAN ORGANIZATION FOR NUCLEAR RESEARCH CERN-PH-EP-0-3 December 0 Measuremen of elecrons from semileponic heavy-flavour hadron decays in pp collisions a s = 7 TeV arxiv:05.543v3 [hep-ex] 7 Sep 07 *

More information

arxiv: v3 [hep-ph] 28 May 2018

arxiv: v3 [hep-ph] 28 May 2018 IUEP-HEP-18-01 Measuring properies of a Heavy Higgs boson in he H bw + bw decay Jung Chang 1,, Kingman Cheung,3,4, Jae Sik Lee 1,,5, Chih-Ting Lu 4, and Jubin Park 5,1, arxiv:1803.0576v3 [hep-ph] 8 May

More information

Computation of the Effect of Space Harmonics on Starting Process of Induction Motors Using TSFEM

Computation of the Effect of Space Harmonics on Starting Process of Induction Motors Using TSFEM Journal of elecrical sysems Special Issue N 01 : November 2009 pp: 48-52 Compuaion of he Effec of Space Harmonics on Saring Process of Inducion Moors Using TSFEM Youcef Ouazir USTHB Laboraoire des sysèmes

More information

Air Traffic Forecast Empirical Research Based on the MCMC Method

Air Traffic Forecast Empirical Research Based on the MCMC Method Compuer and Informaion Science; Vol. 5, No. 5; 0 ISSN 93-8989 E-ISSN 93-8997 Published by Canadian Cener of Science and Educaion Air Traffic Forecas Empirical Research Based on he MCMC Mehod Jian-bo Wang,

More information

Econ107 Applied Econometrics Topic 7: Multicollinearity (Studenmund, Chapter 8)

Econ107 Applied Econometrics Topic 7: Multicollinearity (Studenmund, Chapter 8) I. Definiions and Problems A. Perfec Mulicollineariy Econ7 Applied Economerics Topic 7: Mulicollineariy (Sudenmund, Chaper 8) Definiion: Perfec mulicollineariy exiss in a following K-variable regression

More information

23.2. Representing Periodic Functions by Fourier Series. Introduction. Prerequisites. Learning Outcomes

23.2. Representing Periodic Functions by Fourier Series. Introduction. Prerequisites. Learning Outcomes Represening Periodic Funcions by Fourier Series 3. Inroducion In his Secion we show how a periodic funcion can be expressed as a series of sines and cosines. We begin by obaining some sandard inegrals

More information

Suggested Problem Solutions Associated with Homework #5

Suggested Problem Solutions Associated with Homework #5 Suggesed Problem Soluions Associaed wih Homework #5 431 (a) 8 Si has proons and neurons (b) 85 3 Rb has 3 proons and 48 neurons (c) 5 Tl 81 has 81 proons and neurons 43 IDENTIFY and SET UP: The ex calculaes

More information

Longest Common Prefixes

Longest Common Prefixes Longes Common Prefixes The sandard ordering for srings is he lexicographical order. I is induced by an order over he alphabe. We will use he same symbols (,

More information