Generation of picosecond pulsed coherent state superpositions

Size: px
Start display at page:

Download "Generation of picosecond pulsed coherent state superpositions"

Transcription

1 Geeratio of picosecod pulsed coheret state superpositios Ruifag Dog, Aders Tipsmark, Amie Laghaout, Leoid A. Krivitsky, Miroslav Ježek ad Ulrik L. Aderse Departmet of Physics, Techical Uiversity of Demark, Fysikvej, 8 Kgs. Lygby, Demark Quatum Frequecy Stadards Divisio, Natioal Time Service Ceter (NTSC), Chiese Academy of Scieces, 16 Litog, Shaaxi, Chia Data Storage Istitute, Agecy for Sciece Techology ad Research (A*STAR), 68 Sigapore Departmet of Optics, Palacký Uiversity, 1. listopadu 1, 16 Olomouc, Czech Republic Abstract: We preset the geeratio of approximated coheret state superpositios - referred to as Schrödiger cat states - by the process of subtractig sigle photos from picosecod pulsed squeezed states of light at 8 m. The squeezed vacuum states are produced by spotaeous parametric dow-coversio (SPDC) i a periodically poled KTiOPO crystal while the sigle photos are probabilistically subtracted usig a beamsplitter ad a sigle photo detector. The resultig states are fully characterized with time-resolved homodye quatum state tomography. Varyig the pump power of the SPDC, we geerated differet states which exhibit o-gaussia behavior. 1 Optical Society of America Refereces ad liks 1. L. A. Wu, H. J. Kimble, J. Hall ad Huifa Wu, "Geeratio of Squeezed States by Parametric Dow Coversio", Phys. Rev. Lett. 5, 5 5(1986), H. Vahlbruch, M. Mehmet, S. Chelkowski, B. Hage, A. Fraze, N. Lastzka, S. Goßler, K. Dazma ad R. Schabel, "Observatio of Squeezed Light with 1-dB Quatum-Noise Reductio", Phys. Rev. Lett. 1, 6(8), Y. Takeo, M. Yukawa, H. Yoezawa, ad A. Furusawa. "Observatio of -9 db quadrature squeezig with improvemet of phase stability i homodye measuremet", Opt. Express, 1(), R. Dog, J. Heersik, J. F. Corey, P. D. Drummod, U. L. Aderse ad G. Leuchs, "Experimetal evidece for Rama-iduced limits to efficiet squeezig i optical fibers", Opt. Lett., 6 8(8), 5. M. G. A. Paris, "Displacemet operator by beam splitter", Phys. Lett. 1, 8 8(1996), 6. S. Lloyd, "Coheret quatum feedback", Phys. Rev. A 6, 18(), S. Scheel, W. Muro, J. Eisert, K. Nemoto ad P. Kok, "Feed-forward ad its role i coditioal liear optical quatum dyamics", Phys. Rev. A, 1(6), 8. H. M. Wisema ad G. J. Milbur, "Quatum theory of optical feedback via homodye detectio", Phys. Rev. Lett., (199),

2 9. A. Furusawa, S. L. Braustei, J. L. Sørese, C. A. Fuchs, H. J. Kimble ad E. S. Polzik, "Ucoditioal Quatum Teleportatio", Sciece 8, 6 9(1998), 1. F. Grosshas, G. V. Assche, J. Weger, R. Brouri, N. J. Cerf ad P. Gragier, "Quatum key distributio usig gaussia-modulated coheret states", Nature (Lodo) 1, 8 1(), U. L. Aderse, V. Josse, ad G. Leuchs, "Ucoditioal Quatum Cloig of Coheret States with Liear Optics", Phys. Rev. Lett. 9, 5(5), 1. A. M. Lace, T. Symul, W. P. Bowe, B. Saders, T. Tyc, T. C. Ralph, ad P. K. Lam, "Cotiuous-variable quatum-state sharig via quatum disetaglemet", Phys. Rev. Lett. 1, 81(5), 1. R. Ukai, N. Iwata, Y. Shimokawa, S. Armstrog, A. Politi, J. Yoshikawa, P. V. Loock, ad A. Furusawa, "Demostratio of Ucoditioal Oe-Way Quatum Computatios for Cotiuous Variables", Phys. Rev. Lett. 1, 5(), 1. C. Weedbrook, S. Piradola, R. García-Patró, N. J. Cerf, T. C. Ralph, J. H. Shapiro, ad S. Lloyd, "Gaussia Quatum Iformatio", Rev. Mod. Phys. 8, 61(1), J. Eisert, S. Scheel, M. Pleio, "Distillig Gaussia States with Gaussia Operatios is Impossible", Phys. Rev. Lett. 89, 19(), J. Fiurášek, "Gaussia Trasformatios ad Distillatio of Etagled Gaussia States", Phys. Rev. Lett. 89, 19(), 1. G. Giedke, ad J. I. Cirac, "Characterizatio of Gaussia operatios ad distillatio of Gaussia states", Phys. Rev. A 66, 16(), J. Niset, J. Fiurášek, ad N. J. Cerf, "No-Go Theorem for Gaussia Quatum Error Correctio", Phys. Rev. Lett. 1, 151(9), S. Lloyd, ad S. L. Braustei, "Quatum Computatio over Cotiuous Variables", Phys. Rev. Lett. 8, 18 18(1999), M.Ohliger, K. Kielig, ad J. Eisert, "Limitatios of quatum computig with Gaussia cluster states", Phys. Rev. A 8, 6(1), 1. L. Magi, F. Magiez, A. Leverrier, N. J. Cerf, Phys. Rev. A 81, 1(1), J. Bell, Speakable ad Uspeakable i Quatum Mechaics (Cambridge Uiversity Press 198).. N. Meicucci, P. va Loock, M. Gu, C. Weedbrook, T. C. Ralph, ad M. A. Nielse, "Uiversal Quatum Computatio with Cotiuous-Variable Cluster States", Phys. Rev. Lett. 9, (6), A. Ourjoumtsev, R. Tualle-brouri, P. Gragier, Philippe ad A. Data, "Icreasig etaglemet betwee Gaussia states by coheret photo subtractio", Phys. Rev. Lett. 98, 5(), 5. H. Takahashi, J. S. Neergaard-Nielse, M. Takeuchi, M. Takeoka, K. Hayasaka, A. Furusawa, ad M. Sasaki, "Etaglemet distillatio from Gaussia iput states", Nature Photoics, (1), 6. M. Lasse, M. Sabucu, A. Huck, J. Niset, G. Leuchs, N. J. Cerf, ad U. L. Aderse, "Quatum optical coherece ca survive photo losses usig a cotiuousvariable quatum erasure-correctig code", Nature Photoics, 5(1), T.C. Ralph, A. Gilchrist, G.J. Milbur, W.J. Muro, ad S. Glacy, "Quatum computatio with optical coheret states", Phys. Rev. A 68, 19(), 8. A. P. Lud, H. Jeog, T. C. Ralph, ad M. S. Kim, "Coditioal productio of superpositios of coheret states with iefficiet photo detectio", Phys. Rev. A, (), 9. A. Gilchrist, K. Nemoto, W. Muro, T. C. Ralph, S. Glacy, S. L. Braustei, G. J. ad Milbur, "Schrödiger cats ad their power for quatum iformatio processig", J. Opt. B: Quatum Semiclass. Opt. 6,88 8(), T. C. Ralph, "Quatum error correctio of cotiuous-variable states agaist Gaussia oise", Phys. Rev. A 8, 9(), 1. R. García-Patró, J. Fiurášek, N. J. Cerf, J. Weger, R. Tualle-Brouri, ad P. Gragier, "Proposal

3 for a Loophole-Free Bell Test Usig Homodye Detectio", Phys. Rev. Lett. 9, 19(), A. Madilara, ad N. J. Cerf, "Quatum bit commitmet uder Gaussia costraits", Phys. Rev. A 85, 61(1), A. I. Lvovsky, H. Hase, T. Aichele, O. Beso, J. Mlyek, ad S. Schiller, "Quatum State Recostructio of the Sigle-Photo Fock State", Phys. Rev. Lett. 8, 5(1), T. Aichele, A. I. Lvovsky ad S. Schiller, "Optical mode characterizatio of sigle photos prepared by meas of coditioal measuremets o a biphoto state", Europea Physical Joural D 18, 5(), 5. A. Ourjoumtsev, R. Tualle-Brouri, ad P. Gragier, "Quatum Homodye Tomography of a Two-Photo Fock State", Phys. Rev. Lett. 96, 161(6), 6. S. R. Huisma, N. Jai, Niti, S. A. Babichev, F. Vewiger,A. N. Zhag, S. H. You, ad A. I. Lvovsky, "Istat sigle-photo Fock state tomography", Opt. Lett., 9 1(9), Fock states", Opt. Express 1, 59 5, 8. K. Laiho1, K. N. Cassemiro, D. Gross, ad C. Silberhor, "Probig the Negative Wiger Fuctio of a Pulsed Sigle Photo Poit by Poit", Phys. Rev. Lett., 56(1), 9. P. Marek, J. Fiurášek, "Elemetary gates for quatum iformatio with superposed coheret states", Phys. Rev. A 8, 1(1), A. Tipsmark, R. Dog, A. Laghaout, P. Marek, M. Ježek, ad U. L. Aderse, "Experimetal demostratio of a Hadamard gate for coheret state qubits", Phys. Rev. A 8, 51(), 1. R. Bladio, F. Ferreyrol, M. Barbieri, P. Gragier, ad R. Tualle-Brouri, "Characterizatio of a ęð-phase shift quatum gate for coheret-state qubits", New J. Physics 1, 11(1), M. Daka, T. Ahut, Opatrý, Köll, ad D. G. Welsch, "Geeratig Schrödiger-cat-like states by meas of coditioal measuremets o a beam splitter", Phys. Rev. A 55, 18 19(199), H. Takahashi, K. Wakui, S. Suzuki, M. Takeoka, K. Hayasaka, A. Furusawa, M. Sasaki, "Geeratio of Large-Amplitude Coheret-State Superpositio via Acilla-Assisted Photo Subtractio", Phys. Rev. Lett., 65(8), J. B. Brask, R. Chaves, ad N. Bruer,"Testig olocality of a sigle photo without a shared referece frame", Phys. Rev. A 88, (1), 5. A. Laghaout, J. S. Neergaard-Nielse, I. Rigas, C. Kragh, A. Tipsmark, ad U. L. Aderse, "Amplificatio of realistic Schrödiger-cat-state-like states by homodye heraldig", Phys. Rev. A 8, 86(1), 6. A. Ourjoumtsev, H. Jeog, R. Tualle-brouri, ad P. Gragier, "Geeratio of Optical "Schrödiger Cats" from Photo Number Stataes", Nature 8, 8 86(), J. Weger, R. Tualle-Brouri, ad P. Gragier. "Pulsed homodye measuremets of femtosecod squeezed pulses geerated by sigle-pass parametric deamplificatio", Opt. Lett. 9, (), 8. J. S. Neergaard-Nielse, B. Melholt Nielse, C. Hettich, K. Mølmer, ad E. S. Polzik. "Geeratio of a Superpositio of Odd Photo Number States for Quatum Iformatio Networks", Phys. Rev. Lett. 9, 86(6), 9. K. Wakui, H. Takahashi, A. Furusawa, ad M. Sasaki. "Photo subtracted squeezed states geerated with periodically poled KTiOPO ", Opt. Express, 568 5(), 5. T. Gerrits, S. Glacy, T. S. Clemet, B. Calkis, A. E. Lita, A. J. Miller, A. L. Migdall, S. W. Nam, R. P. Miri, ad E. Kill1, "Geeratio of Optical Coheret State Superpositios by Number-Resolved Photo Subtractio from Squeezed Vacuum", Phys. Rev. A 8, 18(1), W. P. Bowe, R. Schabel, H. A. Bachor, ad P. K. Lam, "No-Gaussia operatio based o photo subtractio usig a photo-umber-resolvig detector at a telecommuicatios wavelegth", Nature Photoics, (1),

4 5. J. S. Neergaard-Nielse, M. Takeuchi, K. Wakui, H. Takahashi, K. Hayasaka, M. Takeoka, ad M. Sasaki, "Optical Cotiuous-Variable Qubit", Phys. Rev. Lett., 56(1), 5. N. Lee, H. Beichi, Y. Takeo, S. Takeda, J. Webb, E. Hutigto, A. Furusawa, "Teleportatio of Noclassical Wave Packets of Light", Sciece, (), 5. G. D. Boyd, ad D. A. Kleima, "Parametric Iteractio of Focused Gaussia Light Beams", Joural of Applied Physics 9, 59(1968), J. Weger, R. Tualle-Brouri, ad P. Gragier, "Pulsed homodye measuremets of femtosecod squeezed pulses geerated by sigle-pass parametric deamplificatio", Opt. Lett. 9, (), A. La Porta, ad R. Slusher, "Squeezig limits at high parametric gais", Phys. Rev. A, 1 (1991), 5. A. I. Lvovsky, "Cotiuous-variable optical quatum-state tomography", Rev. Mod. Phys. 81, 99 (9), H. Hase, T. Aichele, C. Hettich, P. Lodahl, A. I. Lvovsky, J. Mlyek, ad S. Schiller, "Ultrasesitive pulsed, balaced homodye detector: applicatio to time-domai quatum measuremets", Opt. Lett. 6, 6(1), J. P. Gordo, W. Louisell, ad L. Walker, "Quatum Fluctuatios ad Noise i Parametric Processes. II", Phys. Rev. Lett. 19, 81 85(196), 6. W. Wager, ad R. Hellwarth, "Quatum Noise i a Parametric Amplifier with Lossy Modes", Phys. Rev. A 1, 9 9(196), R. Byer, ad S. Harris, "Power ad Badwidth of Spotaeous Parametric Emissio", Physical Review 168, (1968), 6. T. Hirao, K. Kotai, T. Ishibashi, S. Okude, T. Kuwamoto, " db squeezig by sigle-pass parametric amplificatio i a periodically poled KTiOPO crystal", Opt. Lett., 1 1(5), 6. C. Kim, R. D. Li, ad P. Kumar, "Deamplificatio respose of a traveligwave phase-sesitive optical parametric amplifier", Opt. Lett. 19, 1 1(199), 6. J. Appel, D. Hoffma, E. Figueroa, ad A. I. Lvovsky, "Electroic oise i optical homodye tomography", Phys. Rev. A 5, 58(), R. Tualle-Brouri, A. Ourjoumtsev, A. Data, P. Gragier, M. Wubs, ad A. Sørese, "Multimode model for projective photo-coutig measuremets", Phys. Rev. A 8, 186(9), R. Demkowicz-Dobrzaski, U. Dorer, B. J. Smith, J. S. Ludee, W. Wasilewski, K. Baaszek, I. A. Walmsley, "Quatum phase estimatio with lossy iterferometers", Phys. Rev. A 8, 185(9), 6. Z. Hradil, "Quatum-state estimatio", Phys. Rev. A 55, R61 6(199), M. Ježek, J. Fiurášek, ad Z. Hradil, "Quatum iferece of states ad processes", Phys. Rev. A 68, 15 (), A. I. Lvovsky, "Iterative maximum-likelihood recostructio i quatum homodye tomography", Joural of Optics B 6, (), P. Marek, ad M. S. Kim, "Suitability of the approximate superpositio of squeezed coheret states for various quatum protocols", Phys. Rev. A 8, 9(8), 1. Itroductio Quatum iformatio processig solely based o Gaussia states ad Gaussia operatios is a largely matured field of research. The preparatio of squeezed states - the ubiquitous resource i may Gaussia protocols - has experieced large progress i recet years. States with a high purity or a high degree of squeezig have bee

5 produced [1,,, ]. Moreover, Gaussia projectors ca be implemeted usig homodye detectio, which is capable of reachig ear-uity detectio efficiecy [1]. Fially, Gaussia displacemet operatios combied with low-oise liear feedback have bee implemeted with high quality [5, 6,, 8]. This progress has lead to the implemetatio of various Gaussia protocols such as quatum teleportatio [9], quatum key distributio [1], quatum cloig [], quatum secret sharig [1] ad quatum computatio [1, 1]. However, several o-go theorems exist for systems cosistig of purely Gaussia states ad Gaussia operatios. With this costraied set of states ad operatios it is impossible to perform etaglemet distillatio [, 16, 1], quatum error correctio [18], uiversal quatum computig [19, ], quatum bit commitmet [1], ad to violate Bell s iequality []. To realize these protocols, o-gaussia approaches are required. This o-gaussiaity ca be ijected ito the system at differet stages. It ca eter through a o-gaussia measuremet strategy [,, 5], o-gaussia oise characteristics [6], or it ca be icorporated through a o-gaussia state preparatio strategy [, 8, 9,, 1, ]. Importat examples of a pure o-gaussia state are the photo umber eigestates, the Fock states,(=1,...). Such states have bee prepared ad fully characterized i optical systems usig SPDC followed by a o-gaussia heraldig measuremet [,, 5, 6,, 8]. Aother family of o-gaussia states, which has gaied much iterest i recet years, are the Schrödiger cat states which are superpositios of two coheret states of differet phase, α ± α. Despite the costituets beig Gaussia, the superpositio exhibits strog o-gaussiaity which is sufficiet for the realizatio of various protocols, examples beig the realizatio of quatum computatio[, 9,, 1], error correctio of Gaussia oise[] ad the violatio of Bell s iequality [1]. It has bee demostrated that such coheret state superpositios (CSS) with a moderate amplitude α 1 ca be well approximated by a photo-subtracted squeezed state [], or equivaletly, a squeezed sigle-photo state. Fidelities betwee the ideal CSS state ad the photo-subtracted squeezed state as a fuctio of the excitatio, α, of the CSS ad the degree of squeezig of the squeezed state are show i Fig. 1. The moderate amplitude of the CSS ca be o-determiistically amplified to a larger amplitude CSS by meas of liear iterferece ad heraldig based o photo coutig or homodye detectio evets [8,,, 5]. A large CSS ca also be prepared through a coditioal homodye measuremet o a Fock state i which the amplitude of the CSS state scales with the umber of photos i the Fock state [6]. Ispired by these ideas for the geeratio of CSS ad motivated by the potetial applicatios, various groups have realized photo subtractio with squeezed states. These implemetatios have bee carried out either with cotiuous-wave (CW) or pulsed light sources, ad with wavelegths ragig from the ear-ifrared to the telecommuicatio regime. The photo subtractio has bee carried out usig a asymmetric beamsplitter that reflects a small portio of the light i which a photo is measured ad thus subtracted from the squeezed state. The measuremet has bee realized with sigle-photo avalache photodiodes (APD) as well as with photo-umber-resolvig trasitio edge sesors [5, 6,, 8, 9, 5, 51, 5]. The largest directly measured value of the Wiger fuctio egativity is. ad it is obtaied usig cotiuous wave (CW) squeezed states [5]. Usig pulsed istead of CW squeezed light, the reported egativities as well as the purities of the geerated o-gaussia states are much lower. However, despite the lower quality of the geerated states, there has bee much iterest i pulsed experimets due to the relative simplicity

6 Fig. 1. Fidelity betwee a photo-subtracted squeezed state ad a ideal coheret state superpositio, α α for differet degrees of squeezig. It ca be see that the fidelity remais high, F>.9, for α up to 1, provided the squeezig degree is ot too large. of the experimetal setup ad the iheret temporal cofiemet of the geerated states. Previous pulsed experimets o geeratig CSS have employed femtosecod pulsed lasers ad very short (sub-millimeter log) oliear crystals [5, 5]. Here we preset experimets o CSS geeratio usig picosecod laser pulses ad a -mm log quasi-phase matched PPKTP crystals for squeezed light productio. By usig picosecod istead of femtosecod pulses, the group velocity dispersio is small ad thus a loger crystal for squeezed light productio could be used.. Experimet A CSS state with a small amplitude ca be approximated by a photo subtracted squeezed state, ad it ca be fully characterized by meas of its Wiger fuctio which is obtaiable by homodye tomography. I the followig we preset the differet parts of our experimetal setup to geerate ad characterize a CSS. We itroduce the two required parametric processes (up-coversio ad dow-coversio), the photo subtractio setup, ad fially the homodye detector. We also briefly discuss a simple model for predictig the performace of the experimet. The experimetal setup is show i Fig.. We used a cavity-dumped Titaium- Sapphire pulsed laser, which produced early Fourier-trasform-limited pulses with duratio.6 ps at 8 m with a average eergy up to J ad a repetitio rate of 8 khz. The spectral width of the pulses was measured to be.16 m, correspodig to a spectral width of GHz with a ceter wavelegth of 89. m. A fractio of about 1% was used as a local oscillator (LO) for homodye detectio, a weak seed beam was directed to the parametric dow-coversio process for aligmet ad the remaiig

7 Laser APD Heraldig output Data processig ABS1 SHG PPKTP1 Seed DM IF BF OPA RF PPKTP SMF PBS1 ABS LO HWP PBS Fig.. Schematic of the experimetal setup. The cavity dumped laser emits.6 ps optical pulses at 8 m with a repetitio frequecy of 8 khz. ABS1: 9/1 beamsplitter, BF: blue filter, DM: dichroic mirror, RF: red filter, ABS: Asymmetric beamsplitter with R =.%, SMF: sigle-mode fiber, IF: iterferece filter, APD: avalache photodiode, PBS: polarizig beamsplitter, HWP: half-wave plate. part was directed to a frequecy doublig process..1. Frequecy doublig For frequecy doublig a -mm log periodically poled KTP crystal (PPKTP1) was used. The crystal polig-period was chose for 1st order quasi phase-matchig correspodig to a polig period of Λ.8 μm with all fields polarized alog the crystal z-axis. The legth of the crystal was chose to be mm which was a compromise betwee havig a large iteractio legth ad avoidig phase mismatch as a result of group velocity dispersio. SHG efficiecy, [%] Efficiecy (measured) Efficiecy (Fit) Secod harmoic output power Iput power, [mw] Secod harmoic power, [mw] Fig.. (a) Blue diamods correspod to the secod-harmoic geeratio coversio efficiecy for differet iput powers of the fudametal beam, P F. These poits are fitted with η = η tah (g P F )withη = 5% ad g =.18. Red triagles are the total geerated SHG power for differet power levels of the fudametal beam. The beam waist was set to w 9 μm, thus achievig a weak focusig coditio

8 with the depth-of-focus (z 6 mm) beig times loger tha the crystal legth [5, 55]. The secod harmoic coversio efficiecy, η was ivestigated as a fuctio of iput power of the the fudametal beam ad the result is displayed i Fig.. A maximum frequecy doublig efficiecy of % was achieved for a icidet average power of mw. The spectral properties of the resultig frequecy doubled light was ivestigated by a wavelegth meter ad it was measured to have a ceter wavelegth of 1.8 m ad a badwidth of.1 m, correspodig to a spectral width of about 1 GHz... Parametric dow-coversio After the frequecy doublig crystal, the residual light at 8 m was filtered out usig a series of filters. The filtered blue light was the focused ito a secod PP- KTP crystal (PPKTP) used to geerate squeezed vacuum through the SPDC. It has bee show that for sigle pass pulsed SPDC experimets the gai-product g mi g max, where g mi (g max ) is the atteuatio(amplificatio) factor is ehaced by defocussig the pump [55, 56]. This was cofirmed i our setup, ad the waist of the pump was set to w,p μm ad a depth-of-focus of z mm. The pump ca thus be regarded as a plae wave withi the legth of the crystal, leadig to a improvemet of the degree of squeezig [56]. After the SPDC, the remaiig pump was filtered out usig a series of filters. The geerated squeezed vacuum was directed to a asymmetric beamsplitter (ABS) with a reflectivity of R.%. The reflected part was directed to a avalache photodiode, while the trasmitted part was subjected to full quatum state tomography by meas of time-domai balaced homodye detectio (TD-BHD) [5, 58]. I pulsed experimets, squeezig is ofte geerated i a sigle pass cofiguratio without the use of ehacemet cavities. Thus the squeezig is geerated i may differet spatial ad temporal modes [59, 6, 61]. The mode (ad thus the degree of squeezig) beig measured by the homodye detector depeds o the spatio-temporal profile of the local oscillator: the mode of the squeezig spectrum that spatially ad temporally overlaps with the LO will be measured by the homodye detector. The amout of measured squeezig ca be optimized by ijectig a weak seed beam, correspodig to the mode of the LO, ito the SPDC crystal ad studyig the classical parametric (de-)amplificatio of the seed beam. Depedig o the relative phase betwee the seed ad the pump, the seed ca be either amplified or de-amplified. As described above the beam waist of the pump i the PPKTP was set to w,p = μm. Optimal phasematchig betwee the two waves is obtaied for w,p /w,s = [55], ad thus we set the beam waist of the seed (w,s = 16 μm). We achieved a optimal de-amplificatio of g mi =. ad a amplificatio of gmax =.6 for a pump power of 9 mw. A full characterizatio of the gais, g {mi,max}, as a fuctio of pump power is show i Fig.. Usig a simple model we fid [6], g {mi,max} = ɛexp({+r, r})+(1 ɛ) (1) where exp(±r) is the itrisic gai ad ɛ is a parameter describig the spatial overlap betwee the seed ad the pump. ɛ was experimetally estimated to be. ±.1 (see below). Through power-shape fittig, the depedece of r o the the pump power is foud to be r =.8 P p. This measuremet of the classical gai also shows that withi the gai rage of our experimet, the effect of gai-iduced diffractio is egligible [56, 6].

9 Fig.. Classical parametric gai versus average pump power, P p. The blue squares correspod to the measured deamplificatio values whereas the blue diamods are the measured amplificatio values. The red ad gree dotted lies are fits usig Eq. (1), with the itrisic parametric gai r =.8 P p ad ɛ =. ±.1... Time-Domai balaced homodye detectio The measuremet setup for homodye detectio is show i Fig.. The trasmitted squeezed vacuum state was superimposed with the LO at PBS1, the combied optical pulses were split at PBS ad the resultig two beams were focused oto a pair of PIN photodiodes (Hamamatsu, S88, quatum efficiecy of η ph =95± %). Usig a HWP, the splittig ratio of PBS was tued to balace the homodye detector. The detector used i the experimet is based o the desig by Hase et al. [58]. Its output was recorded by a digital oscilloscope (LeCroy, LTL) usig the cavity dumper sigal from the laser as a trigger. The fial quadrature value is the extracted by itegratig the sigal over the idividual pulses. The itegratio requires a well defied pulse widow, Tw, which is determied by the repetitio rate of the laser f Rep = 8 khz yieldig Tw 1. μs. The detector has a badwidth of MHz which is cofirmed by the geeratio of 5 s wide electroic pulses resultig from the detectio of the picosecod optical pulses. Sice electroic pulse is shorter tha the pulse widow, oly a fractio of the pulse widow cotais valuable iformatio. As a result, oly a part of the measured pulse cotributes to the itegratio, used to extract the quadrature values. We ivestigated the sigal-to-oise ratio (SNR) (shot-oise variace to electroic oise variace) of the detectio scheme for various choices of a weight fuctio folded with the measured pulse. It was foud that a simple boxcar-average, ecompassig about % of the measuremet widow, was a optimal choice. The shot oise referece is obtaied by measurig a vacuum iput state. The referece level is kow to icrease liearly with the local oscillator (LO) power. To verify that the system was ideed shot-oise limited, we measured the shot-oise as

10 a fuctio of the LO power, see Fig. 5(a). The electroic oise was measured to be. mv which correspods to 5 electros/pulse. I Fig. 5(a) it is clearly see that the shot-oise depeds liearly o the LO power, ad the gai of the detector was foud to be 1.6 mv /1 6 photos per pulse. I Fig. 5(b) the ratio betwee the shot oise ad the electroic oise (electroic oise clearace) is plotted as a fuctio of the LO power. It ca be see that the oise clearace surpasses db whe the LO pulse cotais more tha 1 6 photos (correspodig to a power of 1μW). This correspods to a electroic oise equivalet quatum efficiecy of η el 99.5 ±.5% [6]. (a) (b) SNR, [db] P LO, N photo /pulse, [mio] Fig. 5. (a) The quadrature variace measuremet of the shot oise as a fuctio of the LO power. (b) the sigal-to-oise ratio (SNR) of the shot oise variace as a fuctio of the LO power. The overall homodye detectio efficiecy η hd is give by η hd = η op η mmη ph η el () where η op is the propagatio efficiecy of the state through optical compoets ad η mm is the degree of mode-matchig betwee the LO ad the squeezed pulse. These values were measured to be η op =.9 ±. ad η mm =.95 ±., givig a total homodye efficiecy of η hd =. ±.... Photo subtractio The reflected photos from ABS were detected by a fiber coupled APD (Perki-Elmer SPCM-AQR-1-FC). Usig this sigal as a trigger we coditioally prepared a photo subtracted squeezed state. To reduce the effect of detector dark couts, the trigger sigal for the homodye measuremet is derived by correlatig the APD sigal with the cavity dumper sigal (see Fig. ). By settig the coicidece widow to 1 s - correspodig to 1/1 of the total measuremet widow - we achieved a 1-fold decrease of the detector dark couts, resultig i a dark cout rate of. ±.5 s 1. To esure that the APD detectio evets are spatially ad spectrally matched with the optical mode of the LO it is ecessary to employ filterig i the APD arm. The spectral filterig was carried out usig a Fiber-coupled Tuable Fabry-Perot (FP) Filter Cavity (Micro Optics, FFP-TF-8-5). It was coupled via two 1.5-meter-log sigle mode fiber pigtails for spatial filterig. The badwidth of the filter was GHz correspodig to.5 m, ad the cetral wavelegth could be tued usig a voltage supply. The total detectio efficiecy of the heraldig chael was estimated to be about 1 ± 5 % icludig the

11 couplig efficiecy to the fiber, the peak trasmissio of the FP filter ad the detectio efficiecy of the APD. The total gated sigal trigger cout rate varied from s 1 up to s 1 for pump powers of 1 mw up to 8 mw..5. Gaussia model for estimatio of photo-subtracted squeezed state I order to predict the performace of the photo-subtractio experimet, we derived a simple model Refs. [5, 8, 65]. The model takes ito accout various experimetal imperfectios, which could compromise the quality of the prepared output states. The aalysis is broke ito three parts. The first part is the geeratio of the squeezed state. The secod is the tap-off o the asymmetric beamsplitter, ad projectio oto the o-off click detector with a filter i frot. Fially, the third part is the imperfect homodye detector used for characterizatio. We choose to work with the Wiger quasi-probability distributios sice they provide a coveiet framework for such types of models. I the Wiger picture the vacuum state is give by a simple Gaussia distributio i the quadrature variables, ˆX =[x,p] T. W ( ˆX) = e x p () π A squeezed state ca be writte i the same way with the variables rescaled accordig to the quadrature variaces, V x,p /: x W s ( ˆX) = e Vx p Vp π () V x V p where the Heiseberg ucertaity priciple costrais the variaces as V x V p 1. The squeezed state is split o a asymmetric beamsplitter with reflectivity R, ad oe part is measured usig the positive operator value measure (POVM) elemet, ˆΛ=ˆ1, W out ( ˆX 1 ) = π W ( ˆX 1, ˆX )W Λ ( ˆX ) d ˆX (5) where W Λ ( ˆX ) is the Wiger fuctio for the POVM elemet ad W ( ˆX 1, ˆX )isthe Wiger fuctio of the state after the beamsplitter. I Sec.. we described how proper filterig i the heraldig arm was ecessary i order to esure that idetical modes were detected by the APD ad the homodye detector. However, i practice, some false modes will be detected by the APD. This will be modeled by the modal purity parameter Ξ. It describes the probability that the photo detected from the APD came from the targeted optical mode. The output from the system ca the be expressed as follows, W out,ξ ( ˆX) = ΞW out ( ˆX)+(1 Ξ)W s ( ˆX) (6) where W s (x,p) is the state we see whe the APD detectios are ucorrelated with the optical mode used i the experimet.. Experimetal results.1. Squeezed vacuum The squeezed vacuum produced by the SPDC was characterized by usig a digital oscilloscope with which we acquired 65 quadrature values. Usig a sample rate

12 of 1 MS/s for 8 ms we acquired 1 pts. per pulse. The cavity dumper sigal (rate of 8 khz) was used to set the time widow for each pulse acquisitio, see Sec... The relative phase betwee the LO ad the quatum state was scaed by a saw-tooth modulatio applied to a piezocrystal attached to a highly reflectig mirror placed i the LO arm. The miimum ad maximum quadrature variaces of the squeezed pulses were measured as a fuctio of pump power ad the measured values are show i Fig. 6. Fig. 6. The measured squeezig ad ati-squeezig as a fuctio of the average pump power, P p. The blue diamods are the measured maximum variaces (atisqueezig), the blue squares are the measured miimum variaces (squeezig), ad the gree aed red dotted lies are fittigs to Eq. (1) where r =.8 P p ad η =.6 ±.1. Assumig a loss model, the squeezig ad ati-squeezig variaces, V {mi,max},ca be fitted to a simple relatio, V {mi,max} = (η(g mi,g max )+(1 η))v vac () where g {mi,max} is the parametric gai, η is the total detectio efficiecy, ad V vac is the quadrature variace of the vacuum state. By settig the parametric gai to the values foud i Sec.., the expressios ca be fitted to the experimetal data usig the efficiecy η as the fittig parameter. We fid reasoable fits to both series of data for η =.6. This value is lower tha the experimetally accessed oe of %, see Sec... Part of the discrepacy is caused by the tap-off beamsplitter which adds 8% loss to the squeezed states (ot accouted for i sectio.). The remaiig discrepacy of 9%, we speculate to be resultig from a mismatch betwee the temporal modes of the LO ad the squeezed vacuum [5, 66]. However, as this loss effect has ot be carefully studied ad localized, we will be usig η =. as the estimated detectio loss i the followig sectios. This value will be used to correct the experimetal data for losses. Usig the experimetal parameters i Fig. 6 as well as the formalism give i Sec..5, the expected properties of the photo-subtractio squeezed state is theoretically predicted. We calculate the fidelity of the CSS state, F odd, its amplitude, α, adthe

13 egativity of its Wiger fuctio at the origi, W (,), at four pump power levels. The results are listed i Table 1 ad Table (corrected for losses). It is clear that ay oe of the photo subtracted squeezed states are expected to exhibit strog o-gaussiaity with relatively large egativities of the Wiger fuctios. P p [mw] F odd α W(,) Table 1. Estimatio of the parameters characterizig the photo subtracted squeezed state for differet pump powers. The predictios are based o the measured values for the squeezed vacuum states corrected for losses associated with the detectio (η =.) as well as the asymmetric beamsplitter (8% loss). I these estimates we have set the mode match parameter Ξ to uity for all power levels. P p [mw] F odd α W(,)..8(.99).99(1.6) -.1(-.)..(.89) 1.18(1.) -.16(-.6) 6..69(.8) 1.(1.) -.1(-.) 8..6(.6) 1.5(1.56) -.(-.) Table. Estimatio of the parameters characterizig the photo subtracted squeezed state for differet pump powers ad after correctig for the homodye losses of.. For compariso, the umbers corrected for.6/.9 efficiecy are also give i brackets... Photo-subtracted squeezed vacuum Next, we prepared photo-subtracted squeezed states for differet pump powers ragig from to 8 mw. I this rage, the photo detectio rate of the APD varied from s 1 to s 1. Each time a detectio evet from the APD was correlated with the syc sigal from the laser, a trigger sigal was derived ad set to the oscilloscope, see Sec..1. For every trigger sigal, the digital oscilloscope sampled the homodye sigal for 1 μs with a samplig rate of 5 MS/s, makig up a sigle measuremet segmet. The segmets were stored cosecutively util data segmets filled up the memory of the oscilloscope. The quadratures were extracted i the same way as for the squeezig measuremet. Durig oe measuremet series the relative phase betwee the LO ad the quatum state was scaed over a rage of π. We used maximum likelihood estimatio to recostruct the prepared quatum state [6, 68, 69]. Before the recostructio, the acquired quadrature files were cocateated, ad the etire batch of quadratures measuremets was used for recostructio. I order to recostruct the quatum state, a estimatio of the phase referece was required. Sice the phase was scaed, we did ot have a stable phase referece. I order to extract the phase iformatio the quadrature data was stored i bis of 1 quadratures ad the variace of each bi was evaluated. The phase of bi i ca be estimated

14 by comparig its variace to the miimum ad maximum variaces usig the relatio V i (θ i )=V mi cos θ i + V max si θ i, where θ i is the phase associated with bi i. From this expressio we obtaied a estimate for the phases i each bi. Without loss of geerality, the assiged phase was chose betwee ad π/. Havig assiged a phase to the quadratures, we performed maximum likelihood recostructio. We recostructed desity matrices ad from those we calculated the Wiger quasi-probability distributios, see Fig. (without loss-correctio) ad Fig. 8 (corrected for losses). (a) mw.6 W(X,P).1.6 Projected W(X,P).1.8. Desity matrix.6.. Photo distributio...6 X P. X 5 1 (b) mw.6 W(X,P).1.6 Projected W(X,P).1.8. Desity matrix.6.. Photo distributio...6 X P. X 5 1 (c) 6 mw.6 W(X,P).1.6 Projected W(X,P).1.8. Desity matrix.6.. Photo distributio...6 X P. X 5 1 (d) 8 mw.6 W(X,P).1.6 Projected W(X,P).1.8. Desity matrix.6.. Photo distributio...6 X P. X 5 1 Fig.. Plot of the Wiger fuctios, the projected Wiger fuctios, the desity matrices ad the photo distributios of the recostructed states for pump powers from mw to 8 mw. There are o correctios for losses i these plots. From Fig. we see that the geerated states are o-gaussia ad o-classical. Moreover, it is evidet that the Wiger fuctios become more squeezed as the pump

15 (a) mw.6 W(X,P).1.6 Projected W(X,P).1.8. Desity matrix.6.. Photo distributio...6 X P. X 5 1 (b) mw.6 W(X,P).1.6 Projected W(X,P).1.8. Desity matrix.6.. Photo distributio...6 X P. X 5 1 (c) 6 mw.6 W(X,P).1.6 Projected W(X,P).1.8. Desity matrix.6.. Photo distributio...6 X P. X 5 1 (d) 8 mw.6 W(X,P).1.6 Projected W(X,P).1.8. Desity matrix.6.. Photo distributio...6 X P. X 5 1 Fig. 8. Plot of the Wiger fuctios, the projected Wiger fuctios, the desity matrices ad the photo distributios of the loss-corrected recostructed states forpumppowersfrommwto8mw. power icreases while the dip aroud the origi retais its structure. The dip attais a egative value for all realizatios if the measuremet results are corrected for losses. The maximum measured egativity for the ucorrected data is W (,) =. which correspods to a egativity of W (, ) =.6 after loss correctio. The fidelities betwee the experimetally produced states ad the ideal cat states (maximized over the excitatios α) are summarized i Table. By comparig the results i Table with the predictios i Table 1 we see that the fidelities, as well as the egativities, are geerally smaller tha predicted. The discrepacy, however, gets smaller at higher pump powers. This effect is caused by slow

16 P p [mw] F odd α W(,) Ξ Table. Parameters characterizig the prepared photo subtracted squeezed states. istabilities of the experimetal setup which become sigificat for loger measuremet rus as is the case for low pump powers where the ru time is about 1s (to acquire quadrature values). For high powers, however, the measuremet time (1-s) is shorter ad thus the ifluece of istabilities is less proouced. The mai source of istability is a mechaical drift of the filterig Fabry-Perot cavity which was ot actively stabilized durig the measuremet. A drift of the cavity results i the detectio by the APD of the frequecy modes, which are differet from the oes measured at the homodye detector, which results i degradatio of the performace. This correspods to a lower value of the parameter Ξ i Eq. (6). To estimate values for the mode match parameter Ξ for the differet power levels, we fit the theoretical predictios to the actual measuremet results by usig Ξ as a fittig parameter. The obtaied values of Ξ for which the theoretical fidelities ad Wiger fuctio egativities match the experimetal oes are show i Table, which shows that the mode matchig parameter is icreasig for icreasig pump powers. Icorporatig the geeralized Beroulli trasformatio ito the maximum likelihood algorithm, the homodye detectio iefficiecy ca be corrected [69]. As metioed above, we used the coservative estimate of the detectio efficiecy of % for the correctio i order to avoid overestimatig the egativities of the corrected Wiger fuctios. The Wiger fuctios after correctio are displayed i Fig. 8, ad the results for the fidelities, egativities ad sizes are summarized i Table. P p [mw] F odd α W(,) Table. Parameters characterizig the prepared photo subtracted squeezed states after correctio for imperfect detectio.. Coclusio We have preseted a method of the preparatio of photo-subtracted squeezed states i a system based o picosecod pulsed laser pulses. It is based o geeratig squeezed vacuum from SPDC i a PPKTP crystal followed by sigle photo subtractio, eabled by the reflectio of a sigle photo o a asymmetric beamsplitter ad its detectio by the APD. Various states were produced with varyig degree of squeezig.

17 The resultig states were fully characterized by homodye tomography with which the Wiger fuctios ad desity matrices were recostructed. We foud a maximum egativity of W (,) =. without ay loss-correctios ad W (,) =.6 after loss-correctio. The egativity appeared to be largest for the largest degrees of squeezig. It is attributed to the shorter measuremet time associated with larger squeezig ad thus greater robustess to istabilities of the setup. Usig a simple theoretical model, we performed a compariso betwee theoretical ad experimetal results. A discrepacy is attributed to a mismatch betwee the modes measured by the APD ad the homodye detector. By fittig the experimetal results, we estimated a value for the mismatch. It was foud to deped o the degree of squeezig ad therefore o the measuremet time: the mismatch was foud to become icreasigly severe as the degree of squeezig was lowered correspodig to a loger measuremet time. As metioed above, the exteded measuremet time resulted i istabilities durig the measuremet time, thus degradig the performace. I particular, the temporal filter prior to sigle photo detectio was driftig thereby resultig i the detectio of differet temporal modes durig the acquisitio time. I order to improve the performace of the setup, the temporal filter cavity must be actively stabilized.

Probability, Expectation Value and Uncertainty

Probability, Expectation Value and Uncertainty Chapter 1 Probability, Expectatio Value ad Ucertaity We have see that the physically observable properties of a quatum system are represeted by Hermitea operators (also referred to as observables ) such

More information

Formation of A Supergain Array and Its Application in Radar

Formation of A Supergain Array and Its Application in Radar Formatio of A Supergai Array ad ts Applicatio i Radar Tra Cao Quye, Do Trug Kie ad Bach Gia Duog. Research Ceter for Electroic ad Telecommuicatios, College of Techology (Coltech, Vietam atioal Uiversity,

More information

Voltage controlled oscillator (VCO)

Voltage controlled oscillator (VCO) Voltage cotrolled oscillator (VO) Oscillatio frequecy jl Z L(V) jl[ L(V)] [L L (V)] L L (V) T VO gai / Logf Log 4 L (V) f f 4 L(V) Logf / L(V) f 4 L (V) f (V) 3 Lf 3 VO gai / (V) j V / V Bi (V) / V Bi

More information

Free Space Optical Wireless Communications under Turbulence Channel Effect

Free Space Optical Wireless Communications under Turbulence Channel Effect IOSR Joural of Electroics ad Commuicatio Egieerig (IOSR-JECE) e-issn: 78-834,p- ISSN: 78-8735.Volume 9, Issue 3, Ver. III (May - Ju. 014), PP 01-08 Free Space Optical Wireless Commuicatios uder Turbulece

More information

17 Phonons and conduction electrons in solids (Hiroshi Matsuoka)

17 Phonons and conduction electrons in solids (Hiroshi Matsuoka) 7 Phoos ad coductio electros i solids Hiroshi Matsuoa I this chapter we will discuss a miimal microscopic model for phoos i a solid ad a miimal microscopic model for coductio electros i a simple metal.

More information

ADVANCED DIGITAL SIGNAL PROCESSING

ADVANCED DIGITAL SIGNAL PROCESSING ADVANCED DIGITAL SIGNAL PROCESSING PROF. S. C. CHAN (email : sccha@eee.hku.hk, Rm. CYC-702) DISCRETE-TIME SIGNALS AND SYSTEMS MULTI-DIMENSIONAL SIGNALS AND SYSTEMS RANDOM PROCESSES AND APPLICATIONS ADAPTIVE

More information

Orthogonal Gaussian Filters for Signal Processing

Orthogonal Gaussian Filters for Signal Processing Orthogoal Gaussia Filters for Sigal Processig Mark Mackezie ad Kiet Tieu Mechaical Egieerig Uiversity of Wollogog.S.W. Australia Abstract A Gaussia filter usig the Hermite orthoormal series of fuctios

More information

BER results for a narrowband multiuser receiver based on successive subtraction for M-PSK modulated signals

BER results for a narrowband multiuser receiver based on successive subtraction for M-PSK modulated signals results for a arrowbad multiuser receiver based o successive subtractio for M-PSK modulated sigals Gerard J.M. Jasse Telecomm. ad Traffic-Cotrol Systems Group Dept. of Iformatio Techology ad Systems Delft

More information

Physical properties of a laser beam and the intracavity quantum state

Physical properties of a laser beam and the intracavity quantum state Physical properties of a laser beam ad the itracavity quatum state uthor Pegg, David Published 2012 Joural Title Physics Letters DOI https://doi.org/10.1016/j.physleta.2012.05.028 Copyright Statemet 2012

More information

Direction of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c

Direction of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c 4th Iteratioal Coferece o Advaced Materials ad Iformatio Techology Processig (AMITP 06) Directio of Arrival Estimatio Method i Uderdetermied Coditio Zhag Youzhi a, Li eibo b, ag Hali c Naval Aeroautical

More information

577. Estimation of surface roughness using high frequency vibrations

577. Estimation of surface roughness using high frequency vibrations 577. Estimatio of surface roughess usig high frequecy vibratios V. Augutis, M. Sauoris, Kauas Uiversity of Techology Electroics ad Measuremets Systems Departmet Studetu str. 5-443, LT-5368 Kauas, Lithuaia

More information

Cork Institute of Technology Bachelor of Science (Honours) in Applied Physics and Instrumentation-Award - (NFQ Level 8)

Cork Institute of Technology Bachelor of Science (Honours) in Applied Physics and Instrumentation-Award - (NFQ Level 8) ork Istitute of Techology Bachelor of Sciece (Hoours) i Applied Physics ad Istrumetatio-Award - (NFQ Level 8) Istructios Aswer Four questios, at least TWO questios from each Sectio. Use separate aswer

More information

Run-length & Entropy Coding. Redundancy Removal. Sampling. Quantization. Perform inverse operations at the receiver EEE

Run-length & Entropy Coding. Redundancy Removal. Sampling. Quantization. Perform inverse operations at the receiver EEE Geeral e Image Coder Structure Motio Video (s 1,s 2,t) or (s 1,s 2 ) Natural Image Samplig A form of data compressio; usually lossless, but ca be lossy Redudacy Removal Lossless compressio: predictive

More information

A statistical method to determine sample size to estimate characteristic value of soil parameters

A statistical method to determine sample size to estimate characteristic value of soil parameters A statistical method to determie sample size to estimate characteristic value of soil parameters Y. Hojo, B. Setiawa 2 ad M. Suzuki 3 Abstract Sample size is a importat factor to be cosidered i determiig

More information

EE 485 Introduction to Photonics Photon Optics and Photon Statistics

EE 485 Introduction to Photonics Photon Optics and Photon Statistics Itroductio to Photoics Photo Optics ad Photo Statistics Historical Origi Photo-electric Effect (Eistei, 905) Clea metal V stop Differet metals, same slope Light I Slope h/q ν c/λ Curret flows for λ < λ

More information

Study on Coal Consumption Curve Fitting of the Thermal Power Based on Genetic Algorithm

Study on Coal Consumption Curve Fitting of the Thermal Power Based on Genetic Algorithm Joural of ad Eergy Egieerig, 05, 3, 43-437 Published Olie April 05 i SciRes. http://www.scirp.org/joural/jpee http://dx.doi.org/0.436/jpee.05.34058 Study o Coal Cosumptio Curve Fittig of the Thermal Based

More information

The z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j

The z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j The -Trasform 7. Itroductio Geeralie the complex siusoidal represetatio offered by DTFT to a represetatio of complex expoetial sigals. Obtai more geeral characteristics for discrete-time LTI systems. 7.

More information

Sensitivity Analysis of Daubechies 4 Wavelet Coefficients for Reduction of Reconstructed Image Error

Sensitivity Analysis of Daubechies 4 Wavelet Coefficients for Reduction of Reconstructed Image Error Proceedigs of the 6th WSEAS Iteratioal Coferece o SIGNAL PROCESSING, Dallas, Texas, USA, March -4, 7 67 Sesitivity Aalysis of Daubechies 4 Wavelet Coefficiets for Reductio of Recostructed Image Error DEVINDER

More information

THE KALMAN FILTER RAUL ROJAS

THE KALMAN FILTER RAUL ROJAS THE KALMAN FILTER RAUL ROJAS Abstract. This paper provides a getle itroductio to the Kalma filter, a umerical method that ca be used for sesor fusio or for calculatio of trajectories. First, we cosider

More information

Module 11: Applications : Linear prediction, Speech Analysis and Speech Enhancement Prof. Eliathamby Ambikairajah Dr. Tharmarajah Thiruvaran School

Module 11: Applications : Linear prediction, Speech Analysis and Speech Enhancement Prof. Eliathamby Ambikairajah Dr. Tharmarajah Thiruvaran School Module : Applicatios : Liear predictio, Speech Aalysis ad Speech Ehacemet Prof. Eliathamby Ambiairajah Dr. Tharmarajah Thiruvara School of Electrical Egieerig & Telecommuicatios The Uiversity of New South

More information

FIR Filter Design: Part II

FIR Filter Design: Part II EEL335: Discrete-Time Sigals ad Systems. Itroductio I this set of otes, we cosider how we might go about desigig FIR filters with arbitrary frequecy resposes, through compositio of multiple sigle-peak

More information

Analysis of Experimental Measurements

Analysis of Experimental Measurements Aalysis of Experimetal Measuremets Thik carefully about the process of makig a measuremet. A measuremet is a compariso betwee some ukow physical quatity ad a stadard of that physical quatity. As a example,

More information

ANALYSIS OF EXPERIMENTAL ERRORS

ANALYSIS OF EXPERIMENTAL ERRORS ANALYSIS OF EXPERIMENTAL ERRORS All physical measuremets ecoutered i the verificatio of physics theories ad cocepts are subject to ucertaities that deped o the measurig istrumets used ad the coditios uder

More information

a b c d e f g h Supplementary Information

a b c d e f g h Supplementary Information Supplemetary Iformatio a b c d e f g h Supplemetary Figure S STM images show that Dark patters are frequetly preset ad ted to accumulate. (a) mv, pa, m ; (b) mv, pa, m ; (c) mv, pa, m ; (d) mv, pa, m ;

More information

Lecture 3-7 Semiconductor Lasers.

Lecture 3-7 Semiconductor Lasers. Laser LED Stimulated emissio Spotaeous emissio Laser I th I Typical output optical power vs. diode curret (I) characteristics ad the correspodig output spectrum of a laser diode.?1999 S.O. Kasap, Optoelectroics

More information

Quantum Annealing for Heisenberg Spin Chains

Quantum Annealing for Heisenberg Spin Chains LA-UR # - Quatum Aealig for Heiseberg Spi Chais G.P. Berma, V.N. Gorshkov,, ad V.I.Tsifriovich Theoretical Divisio, Los Alamos Natioal Laboratory, Los Alamos, NM Istitute of Physics, Natioal Academy of

More information

The time evolution of the state of a quantum system is described by the time-dependent Schrödinger equation (TDSE): ( ) ( ) 2m "2 + V ( r,t) (1.

The time evolution of the state of a quantum system is described by the time-dependent Schrödinger equation (TDSE): ( ) ( ) 2m 2 + V ( r,t) (1. Adrei Tokmakoff, MIT Departmet of Chemistry, 2/13/2007 1-1 574 TIME-DEPENDENT QUANTUM MECHANICS 1 INTRODUCTION 11 Time-evolutio for time-idepedet Hamiltoias The time evolutio of the state of a quatum system

More information

WHAT IS THE PROBABILITY FUNCTION FOR LARGE TSUNAMI WAVES? ABSTRACT

WHAT IS THE PROBABILITY FUNCTION FOR LARGE TSUNAMI WAVES? ABSTRACT WHAT IS THE PROBABILITY FUNCTION FOR LARGE TSUNAMI WAVES? Harold G. Loomis Hoolulu, HI ABSTRACT Most coastal locatios have few if ay records of tsuami wave heights obtaied over various time periods. Still

More information

Recent Experimental Results in ADITYA Tokamak

Recent Experimental Results in ADITYA Tokamak Recet Experimetal Results i ADITYA Tokamak R. Jha ad the ADITYA Team Istitute for Plasma Research, Bhat, Gadhiagar-382 428, INDIA e-mail:rjha@ipr.res.i Abstract. Recet studies o measuremets of edge turbulece

More information

Notes for Lecture 5. 1 Grover Search. 1.1 The Setting. 1.2 Motivation. Lecture 5 (September 26, 2018)

Notes for Lecture 5. 1 Grover Search. 1.1 The Setting. 1.2 Motivation. Lecture 5 (September 26, 2018) COS 597A: Quatum Cryptography Lecture 5 (September 6, 08) Lecturer: Mark Zhadry Priceto Uiversity Scribe: Fermi Ma Notes for Lecture 5 Today we ll move o from the slightly cotrived applicatios of quatum

More information

Discrete Orthogonal Moment Features Using Chebyshev Polynomials

Discrete Orthogonal Moment Features Using Chebyshev Polynomials Discrete Orthogoal Momet Features Usig Chebyshev Polyomials R. Mukuda, 1 S.H.Og ad P.A. Lee 3 1 Faculty of Iformatio Sciece ad Techology, Multimedia Uiversity 75450 Malacca, Malaysia. Istitute of Mathematical

More information

Machine Learning for Data Science (CS 4786)

Machine Learning for Data Science (CS 4786) Machie Learig for Data Sciece CS 4786) Lecture & 3: Pricipal Compoet Aalysis The text i black outlies high level ideas. The text i blue provides simple mathematical details to derive or get to the algorithm

More information

Information-based Feature Selection

Information-based Feature Selection Iformatio-based Feature Selectio Farza Faria, Abbas Kazeroui, Afshi Babveyh Email: {faria,abbask,afshib}@staford.edu 1 Itroductio Feature selectio is a topic of great iterest i applicatios dealig with

More information

Lecture 2: Monte Carlo Simulation

Lecture 2: Monte Carlo Simulation STAT/Q SCI 43: Itroductio to Resamplig ethods Sprig 27 Istructor: Ye-Chi Che Lecture 2: ote Carlo Simulatio 2 ote Carlo Itegratio Assume we wat to evaluate the followig itegratio: e x3 dx What ca we do?

More information

Quantum Computing Lecture 7. Quantum Factoring

Quantum Computing Lecture 7. Quantum Factoring Quatum Computig Lecture 7 Quatum Factorig Maris Ozols Quatum factorig A polyomial time quatum algorithm for factorig umbers was published by Peter Shor i 1994. Polyomial time meas that the umber of gates

More information

Principle Of Superposition

Principle Of Superposition ecture 5: PREIMINRY CONCEP O RUCUR NYI Priciple Of uperpositio Mathematically, the priciple of superpositio is stated as ( a ) G( a ) G( ) G a a or for a liear structural system, the respose at a give

More information

Measure of the non-gaussian character of a quantum state

Measure of the non-gaussian character of a quantum state PHYSICAL REVIEW A 76, 037 007 Measure of the o-gaussia character of a quatum state Marco G. Geoi, 1 Matteo G. A. Paris, 1,, * ad Korad Baaszek 3 1 Dipartimeto di Fisica dell Uiversità di Milao, I-0133,

More information

Available online at ScienceDirect. Physics Procedia 57 (2014 ) 48 52

Available online at  ScienceDirect. Physics Procedia 57 (2014 ) 48 52 Available olie at www.sciecedirect.com ScieceDirect Physics Procedia 57 (214 ) 48 52 27th Aual CSP Workshops o Recet Developmets i Computer Simulatio Studies i Codesed Matter Physics, CSP 214 Applicatio

More information

Diversity Combining Techniques

Diversity Combining Techniques Diversity Combiig Techiques Whe the required sigal is a combiatio of several waves (i.e, multipath), the total sigal amplitude may experiece deep fades (i.e, Rayleigh fadig), over time or space. The major

More information

Quantum Walks and Phase Transitions in Quadratic Nonlinear Waveguide Arrays

Quantum Walks and Phase Transitions in Quadratic Nonlinear Waveguide Arrays Quatum Walks ad Phase Trasitios i Quadratic Noliear Waveguide Arrays Adrey A. Sukhorukov joit work with Alexader S. Soltsev, Dragomir N. Neshev, Yuri S. Kivshar Noliear Physics Cetre, Australia Natioal

More information

THE SYSTEMATIC AND THE RANDOM. ERRORS - DUE TO ELEMENT TOLERANCES OF ELECTRICAL NETWORKS

THE SYSTEMATIC AND THE RANDOM. ERRORS - DUE TO ELEMENT TOLERANCES OF ELECTRICAL NETWORKS R775 Philips Res. Repts 26,414-423, 1971' THE SYSTEMATIC AND THE RANDOM. ERRORS - DUE TO ELEMENT TOLERANCES OF ELECTRICAL NETWORKS by H. W. HANNEMAN Abstract Usig the law of propagatio of errors, approximated

More information

Statistical Analysis on Uncertainty for Autocorrelated Measurements and its Applications to Key Comparisons

Statistical Analysis on Uncertainty for Autocorrelated Measurements and its Applications to Key Comparisons Statistical Aalysis o Ucertaity for Autocorrelated Measuremets ad its Applicatios to Key Comparisos Nie Fa Zhag Natioal Istitute of Stadards ad Techology Gaithersburg, MD 0899, USA Outlies. Itroductio.

More information

CS284A: Representations and Algorithms in Molecular Biology

CS284A: Representations and Algorithms in Molecular Biology CS284A: Represetatios ad Algorithms i Molecular Biology Scribe Notes o Lectures 3 & 4: Motif Discovery via Eumeratio & Motif Represetatio Usig Positio Weight Matrix Joshua Gervi Based o presetatios by

More information

There is no straightforward approach for choosing the warmup period l.

There is no straightforward approach for choosing the warmup period l. B. Maddah INDE 504 Discrete-Evet Simulatio Output Aalysis () Statistical Aalysis for Steady-State Parameters I a otermiatig simulatio, the iterest is i estimatig the log ru steady state measures of performace.

More information

Basics of Probability Theory (for Theory of Computation courses)

Basics of Probability Theory (for Theory of Computation courses) Basics of Probability Theory (for Theory of Computatio courses) Oded Goldreich Departmet of Computer Sciece Weizma Istitute of Sciece Rehovot, Israel. oded.goldreich@weizma.ac.il November 24, 2008 Preface.

More information

HARMONIC ANALYSIS FOR OPTICALLY MODULATING BODIES USING THE HARMONIC STRUCTURE FUNCTION (HSF) Lockheed Martin Hawaii

HARMONIC ANALYSIS FOR OPTICALLY MODULATING BODIES USING THE HARMONIC STRUCTURE FUNCTION (HSF) Lockheed Martin Hawaii HARMONIC ANALYSIS FOR OPTICALLY MODULATING BODIES USING THE HARMONIC STRUCTURE FUNCTION (HSF) Dr. R. David Dikema Chief Scietist Mr. Scot Seto Chief Egieer Lockheed Marti Hawaii Abstract Lockheed Marti

More information

Complex Algorithms for Lattice Adaptive IIR Notch Filter

Complex Algorithms for Lattice Adaptive IIR Notch Filter 4th Iteratioal Coferece o Sigal Processig Systems (ICSPS ) IPCSIT vol. 58 () () IACSIT Press, Sigapore DOI:.7763/IPCSIT..V58. Complex Algorithms for Lattice Adaptive IIR Notch Filter Hog Liag +, Nig Jia

More information

MCT242: Electronic Instrumentation Lecture 2: Instrumentation Definitions

MCT242: Electronic Instrumentation Lecture 2: Instrumentation Definitions Faculty of Egieerig MCT242: Electroic Istrumetatio Lecture 2: Istrumetatio Defiitios Overview Measuremet Error Accuracy Precisio ad Mea Resolutio Mea Variace ad Stadard deviatio Fiesse Sesitivity Rage

More information

Warped, Chirp Z-Transform: Radar Signal Processing

Warped, Chirp Z-Transform: Radar Signal Processing arped, Chirp Z-Trasform: Radar Sigal Processig by Garimella Ramamurthy Report o: IIIT/TR// Cetre for Commuicatios Iteratioal Istitute of Iformatio Techology Hyderabad - 5 3, IDIA Jauary ARPED, CHIRP Z

More information

Linear time invariant systems

Linear time invariant systems Liear time ivariat systems Alejadro Ribeiro Dept. of Electrical ad Systems Egieerig Uiversity of Pesylvaia aribeiro@seas.upe.edu http://www.seas.upe.edu/users/~aribeiro/ February 25, 2016 Sigal ad Iformatio

More information

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 9 Multicolliearity Dr Shalabh Departmet of Mathematics ad Statistics Idia Istitute of Techology Kapur Multicolliearity diagostics A importat questio that

More information

Random Variables, Sampling and Estimation

Random Variables, Sampling and Estimation Chapter 1 Radom Variables, Samplig ad Estimatio 1.1 Itroductio This chapter will cover the most importat basic statistical theory you eed i order to uderstad the ecoometric material that will be comig

More information

EECS564 Estimation, Filtering, and Detection Hwk 2 Solns. Winter p θ (z) = (2θz + 1 θ), 0 z 1

EECS564 Estimation, Filtering, and Detection Hwk 2 Solns. Winter p θ (z) = (2θz + 1 θ), 0 z 1 EECS564 Estimatio, Filterig, ad Detectio Hwk 2 Sols. Witer 25 4. Let Z be a sigle observatio havig desity fuctio where. p (z) = (2z + ), z (a) Assumig that is a oradom parameter, fid ad plot the maximum

More information

Name Solutions to Test 2 October 14, 2015

Name Solutions to Test 2 October 14, 2015 Name Solutios to Test October 4, 05 This test cosists of three parts. Please ote that i parts II ad III, you ca skip oe questio of those offered. The equatios below may be helpful with some problems. Costats

More information

On Random Line Segments in the Unit Square

On Random Line Segments in the Unit Square O Radom Lie Segmets i the Uit Square Thomas A. Courtade Departmet of Electrical Egieerig Uiversity of Califoria Los Ageles, Califoria 90095 Email: tacourta@ee.ucla.edu I. INTRODUCTION Let Q = [0, 1] [0,

More information

The DOA Estimation of Multiple Signals based on Weighting MUSIC Algorithm

The DOA Estimation of Multiple Signals based on Weighting MUSIC Algorithm , pp.10-106 http://dx.doi.org/10.1457/astl.016.137.19 The DOA Estimatio of ultiple Sigals based o Weightig USIC Algorithm Chagga Shu a, Yumi Liu State Key Laboratory of IPOC, Beijig Uiversity of Posts

More information

ECONOMIC OPERATION OF POWER SYSTEMS

ECONOMIC OPERATION OF POWER SYSTEMS ECOOMC OEATO OF OWE SYSTEMS TOUCTO Oe of the earliest applicatios of o-lie cetralized cotrol was to provide a cetral facility, to operate ecoomically, several geeratig plats supplyig the loads of the system.

More information

Sample Size Estimation in the Proportional Hazards Model for K-sample or Regression Settings Scott S. Emerson, M.D., Ph.D.

Sample Size Estimation in the Proportional Hazards Model for K-sample or Regression Settings Scott S. Emerson, M.D., Ph.D. ample ie Estimatio i the Proportioal Haards Model for K-sample or Regressio ettigs cott. Emerso, M.D., Ph.D. ample ie Formula for a Normally Distributed tatistic uppose a statistic is kow to be ormally

More information

Filter banks. Separately, the lowpass and highpass filters are not invertible. removes the highest frequency 1/ 2and

Filter banks. Separately, the lowpass and highpass filters are not invertible. removes the highest frequency 1/ 2and Filter bas Separately, the lowpass ad highpass filters are ot ivertible T removes the highest frequecy / ad removes the lowest frequecy Together these filters separate the sigal ito low-frequecy ad high-frequecy

More information

A Slight Extension of Coherent Integration Loss Due to White Gaussian Phase Noise Mark A. Richards

A Slight Extension of Coherent Integration Loss Due to White Gaussian Phase Noise Mark A. Richards A Slight Extesio of Coheret Itegratio Loss Due to White Gaussia Phase oise Mark A. Richards March 3, Goal I [], the itegratio loss L i computig the coheret sum of samples x with weights a is cosidered.

More information

The Discrete Fourier Transform

The Discrete Fourier Transform The iscrete Fourier Trasform The discrete-time Fourier trasform (TFT) of a sequece is a cotiuous fuctio of!, ad repeats with period. I practice we usually wat to obtai the Fourier compoets usig digital

More information

Jacob Hays Amit Pillay James DeFelice 4.1, 4.2, 4.3

Jacob Hays Amit Pillay James DeFelice 4.1, 4.2, 4.3 No-Parametric Techiques Jacob Hays Amit Pillay James DeFelice 4.1, 4.2, 4.3 Parametric vs. No-Parametric Parametric Based o Fuctios (e.g Normal Distributio) Uimodal Oly oe peak Ulikely real data cofies

More information

Quantum Information & Quantum Computation

Quantum Information & Quantum Computation CS9A, Sprig 5: Quatum Iformatio & Quatum Computatio Wim va Dam Egieerig, Room 59 vadam@cs http://www.cs.ucsb.edu/~vadam/teachig/cs9/ Admiistrivia Do the exercises. Aswers will be posted at the ed of the

More information

FACULTY OF MATHEMATICAL STUDIES MATHEMATICS FOR PART I ENGINEERING. Lectures

FACULTY OF MATHEMATICAL STUDIES MATHEMATICS FOR PART I ENGINEERING. Lectures FACULTY OF MATHEMATICAL STUDIES MATHEMATICS FOR PART I ENGINEERING Lectures MODULE 5 STATISTICS II. Mea ad stadard error of sample data. Biomial distributio. Normal distributio 4. Samplig 5. Cofidece itervals

More information

Microscopic Theory of Transport (Fall 2003) Lecture 6 (9/19/03) Static and Short Time Properties of Time Correlation Functions

Microscopic Theory of Transport (Fall 2003) Lecture 6 (9/19/03) Static and Short Time Properties of Time Correlation Functions .03 Microscopic Theory of Trasport (Fall 003) Lecture 6 (9/9/03) Static ad Short Time Properties of Time Correlatio Fuctios Refereces -- Boo ad Yip, Chap There are a umber of properties of time correlatio

More information

[ ] sin ( ) ( ) = 2 2 ( ) ( ) ( ) ˆ Mechanical Spectroscopy II

[ ] sin ( ) ( ) = 2 2 ( ) ( ) ( ) ˆ Mechanical Spectroscopy II Solid State Pheomea Vol. 89 (003) pp 343-348 (003) Tras Tech Publicatios, Switzerlad doi:0.408/www.scietific.et/ssp.89.343 A New Impulse Mechaical Spectrometer to Study the Dyamic Mechaical Properties

More information

Signal Processing in Mechatronics

Signal Processing in Mechatronics Sigal Processig i Mechatroics Zhu K.P. AIS, UM. Lecture, Brief itroductio to Sigals ad Systems, Review of Liear Algebra ad Sigal Processig Related Mathematics . Brief Itroductio to Sigals What is sigal

More information

OBJECTIVES. Chapter 1 INTRODUCTION TO INSTRUMENTATION FUNCTION AND ADVANTAGES INTRODUCTION. At the end of this chapter, students should be able to:

OBJECTIVES. Chapter 1 INTRODUCTION TO INSTRUMENTATION FUNCTION AND ADVANTAGES INTRODUCTION. At the end of this chapter, students should be able to: OBJECTIVES Chapter 1 INTRODUCTION TO INSTRUMENTATION At the ed of this chapter, studets should be able to: 1. Explai the static ad dyamic characteristics of a istrumet. 2. Calculate ad aalyze the measuremet

More information

ECE 564/645 - Digital Communication Systems (Spring 2014) Final Exam Friday, May 2nd, 8:00-10:00am, Marston 220

ECE 564/645 - Digital Communication Systems (Spring 2014) Final Exam Friday, May 2nd, 8:00-10:00am, Marston 220 ECE 564/645 - Digital Commuicatio Systems (Sprig 014) Fial Exam Friday, May d, 8:00-10:00am, Marsto 0 Overview The exam cosists of four (or five) problems for 100 (or 10) poits. The poits for each part

More information

Frequency Domain Filtering

Frequency Domain Filtering Frequecy Domai Filterig Raga Rodrigo October 19, 2010 Outlie Cotets 1 Itroductio 1 2 Fourier Represetatio of Fiite-Duratio Sequeces: The Discrete Fourier Trasform 1 3 The 2-D Discrete Fourier Trasform

More information

Cooperative Communication Fundamentals & Coding Techniques

Cooperative Communication Fundamentals & Coding Techniques 3 th ICACT Tutorial Cooperative commuicatio fudametals & codig techiques Cooperative Commuicatio Fudametals & Codig Techiques 0..4 Electroics ad Telecommuicatio Research Istitute Kiug Jug 3 th ICACT Tutorial

More information

Chapter 7: The z-transform. Chih-Wei Liu

Chapter 7: The z-transform. Chih-Wei Liu Chapter 7: The -Trasform Chih-Wei Liu Outlie Itroductio The -Trasform Properties of the Regio of Covergece Properties of the -Trasform Iversio of the -Trasform The Trasfer Fuctio Causality ad Stability

More information

Optimum LMSE Discrete Transform

Optimum LMSE Discrete Transform Image Trasformatio Two-dimesioal image trasforms are extremely importat areas of study i image processig. The image output i the trasformed space may be aalyzed, iterpreted, ad further processed for implemetig

More information

The target reliability and design working life

The target reliability and design working life Safety ad Security Egieerig IV 161 The target reliability ad desig workig life M. Holický Kloker Istitute, CTU i Prague, Czech Republic Abstract Desig workig life ad target reliability levels recommeded

More information

Problem Set 4 Due Oct, 12

Problem Set 4 Due Oct, 12 EE226: Radom Processes i Systems Lecturer: Jea C. Walrad Problem Set 4 Due Oct, 12 Fall 06 GSI: Assae Gueye This problem set essetially reviews detectio theory ad hypothesis testig ad some basic otios

More information

Statisticians use the word population to refer the total number of (potential) observations under consideration

Statisticians use the word population to refer the total number of (potential) observations under consideration 6 Samplig Distributios Statisticias use the word populatio to refer the total umber of (potetial) observatios uder cosideratio The populatio is just the set of all possible outcomes i our sample space

More information

Practical Spectral Anaysis (continue) (from Boaz Porat s book) Frequency Measurement

Practical Spectral Anaysis (continue) (from Boaz Porat s book) Frequency Measurement Practical Spectral Aaysis (cotiue) (from Boaz Porat s book) Frequecy Measuremet Oe of the most importat applicatios of the DFT is the measuremet of frequecies of periodic sigals (eg., siusoidal sigals),

More information

SNAP Centre Workshop. Basic Algebraic Manipulation

SNAP Centre Workshop. Basic Algebraic Manipulation SNAP Cetre Workshop Basic Algebraic Maipulatio 8 Simplifyig Algebraic Expressios Whe a expressio is writte i the most compact maer possible, it is cosidered to be simplified. Not Simplified: x(x + 4x)

More information

DISTRIBUTION LAW Okunev I.V.

DISTRIBUTION LAW Okunev I.V. 1 DISTRIBUTION LAW Okuev I.V. Distributio law belogs to a umber of the most complicated theoretical laws of mathematics. But it is also a very importat practical law. Nothig ca help uderstad complicated

More information

Scheduling under Uncertainty using MILP Sensitivity Analysis

Scheduling under Uncertainty using MILP Sensitivity Analysis Schedulig uder Ucertaity usig MILP Sesitivity Aalysis M. Ierapetritou ad Zheya Jia Departmet of Chemical & Biochemical Egieerig Rutgers, the State Uiversity of New Jersey Piscataway, NJ Abstract The aim

More information

Section 19. Dispersing Prisms

Section 19. Dispersing Prisms Sectio 9 Dispersig Prisms 9- Dispersig Prism 9- The et ray deviatio is the sum of the deviatios at the two surfaces. The ray deviatio as a fuctio of the iput agle : si si si cossi Prism Deviatio - Derivatio

More information

Section 19. Dispersing Prisms

Section 19. Dispersing Prisms 19-1 Sectio 19 Dispersig Prisms Dispersig Prism 19-2 The et ray deviatio is the sum of the deviatios at the two surfaces. The ray deviatio as a fuctio of the iput agle : 1 2 2 si si si cossi Prism Deviatio

More information

CMOS. Dynamic Logic Circuits. Chapter 9. Digital Integrated Circuits Analysis and Design

CMOS. Dynamic Logic Circuits. Chapter 9. Digital Integrated Circuits Analysis and Design MOS Digital Itegrated ircuits Aalysis ad Desig hapter 9 Dyamic Logic ircuits 1 Itroductio Static logic circuit Output correspodig to the iput voltage after a certai time delay Preservig its output level

More information

567. Research of Dynamics of a Vibration Isolation Platform

567. Research of Dynamics of a Vibration Isolation Platform 567. Research of Dyamics of a Vibratio Isolatio Platform A. Kilikevičius, M. Jurevičius 2, M. Berba 3 Vilius Gedimias Techical Uiversity, Departmet of Machie buildig, J. Basaavičiaus str. 28, LT-03224

More information

Activity 3: Length Measurements with the Four-Sided Meter Stick

Activity 3: Length Measurements with the Four-Sided Meter Stick Activity 3: Legth Measuremets with the Four-Sided Meter Stick OBJECTIVE: The purpose of this experimet is to study errors ad the propagatio of errors whe experimetal data derived usig a four-sided meter

More information

GUIDELINES ON REPRESENTATIVE SAMPLING

GUIDELINES ON REPRESENTATIVE SAMPLING DRUGS WORKING GROUP VALIDATION OF THE GUIDELINES ON REPRESENTATIVE SAMPLING DOCUMENT TYPE : REF. CODE: ISSUE NO: ISSUE DATE: VALIDATION REPORT DWG-SGL-001 002 08 DECEMBER 2012 Ref code: DWG-SGL-001 Issue

More information

Double Stage Shrinkage Estimator of Two Parameters. Generalized Exponential Distribution

Double Stage Shrinkage Estimator of Two Parameters. Generalized Exponential Distribution Iteratioal Mathematical Forum, Vol., 3, o. 3, 3-53 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/.9/imf.3.335 Double Stage Shrikage Estimator of Two Parameters Geeralized Expoetial Distributio Alaa M.

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION DOI: 10.1038/NPHYS309 O the reality of the quatum state Matthew F. Pusey, 1, Joatha Barrett, ad Terry Rudolph 1 1 Departmet of Physics, Imperial College Lodo, Price Cosort Road, Lodo SW7 AZ, Uited Kigdom

More information

Spectral Observer with Reduced Information Demand

Spectral Observer with Reduced Information Demand Spectral Observer with Reduced Iformatio Demad Gy. Orosz, L. Sujbert, G. Péceli Departmet of Measuremet ad Iformatio Systems, Budapest Uiversity of Techology ad Ecoomics Magyar tudósok krt. 2., -52 Budapest,

More information

Mechanical Efficiency of Planetary Gear Trains: An Estimate

Mechanical Efficiency of Planetary Gear Trains: An Estimate Mechaical Efficiecy of Plaetary Gear Trais: A Estimate Dr. A. Sriath Professor, Dept. of Mechaical Egieerig K L Uiversity, A.P, Idia E-mail: sriath_me@klce.ac.i G. Yedukodalu Assistat Professor, Dept.

More information

Chapter 6 Sampling Distributions

Chapter 6 Sampling Distributions Chapter 6 Samplig Distributios 1 I most experimets, we have more tha oe measuremet for ay give variable, each measuremet beig associated with oe radomly selected a member of a populatio. Hece we eed to

More information

Similarity between quantum mechanics and thermodynamics: Entropy, temperature, and Carnot cycle

Similarity between quantum mechanics and thermodynamics: Entropy, temperature, and Carnot cycle Similarity betwee quatum mechaics ad thermodyamics: Etropy, temperature, ad Carot cycle Sumiyoshi Abe 1,,3 ad Shiji Okuyama 1 1 Departmet of Physical Egieerig, Mie Uiversity, Mie 514-8507, Japa Istitut

More information

Topic 9: Sampling Distributions of Estimators

Topic 9: Sampling Distributions of Estimators Topic 9: Samplig Distributios of Estimators Course 003, 2016 Page 0 Samplig distributios of estimators Sice our estimators are statistics (particular fuctios of radom variables), their distributio ca be

More information

A PROCEDURE TO MODIFY THE FREQUENCY AND ENVELOPE CHARACTERISTICS OF EMPIRICAL GREEN'S FUNCTION. Lin LU 1 SUMMARY

A PROCEDURE TO MODIFY THE FREQUENCY AND ENVELOPE CHARACTERISTICS OF EMPIRICAL GREEN'S FUNCTION. Lin LU 1 SUMMARY A POCEDUE TO MODIFY THE FEQUENCY AND ENVELOPE CHAACTEISTICS OF EMPIICAL GEEN'S FUNCTION Li LU SUMMAY Semi-empirical method, which divides the fault plae of large earthquake ito mets ad uses small groud

More information

MATH 320: Probability and Statistics 9. Estimation and Testing of Parameters. Readings: Pruim, Chapter 4

MATH 320: Probability and Statistics 9. Estimation and Testing of Parameters. Readings: Pruim, Chapter 4 MATH 30: Probability ad Statistics 9. Estimatio ad Testig of Parameters Estimatio ad Testig of Parameters We have bee dealig situatios i which we have full kowledge of the distributio of a radom variable.

More information

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + 62. Power series Defiitio 16. (Power series) Give a sequece {c }, the series c x = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + is called a power series i the variable x. The umbers c are called the coefficiets of

More information

On an Application of Bayesian Estimation

On an Application of Bayesian Estimation O a Applicatio of ayesia Estimatio KIYOHARU TANAKA School of Sciece ad Egieerig, Kiki Uiversity, Kowakae, Higashi-Osaka, JAPAN Email: ktaaka@ifokidaiacjp EVGENIY GRECHNIKOV Departmet of Mathematics, auma

More information

CHAPTER 4 BIVARIATE DISTRIBUTION EXTENSION

CHAPTER 4 BIVARIATE DISTRIBUTION EXTENSION CHAPTER 4 BIVARIATE DISTRIBUTION EXTENSION 4. Itroductio Numerous bivariate discrete distributios have bee defied ad studied (see Mardia, 97 ad Kocherlakota ad Kocherlakota, 99) based o various methods

More information

Topic 9: Sampling Distributions of Estimators

Topic 9: Sampling Distributions of Estimators Topic 9: Samplig Distributios of Estimators Course 003, 2018 Page 0 Samplig distributios of estimators Sice our estimators are statistics (particular fuctios of radom variables), their distributio ca be

More information

Vector Quantization: a Limiting Case of EM

Vector Quantization: a Limiting Case of EM . Itroductio & defiitios Assume that you are give a data set X = { x j }, j { 2,,, }, of d -dimesioal vectors. The vector quatizatio (VQ) problem requires that we fid a set of prototype vectors Z = { z

More information