.-. ;::;> -,-~ ~ ~..--~-~=~-~ ;~~~ ~ -= ~ -l (. ~.~ _~~J&fiH~l_ L._.
|
|
- Martin McBride
- 5 years ago
- Views:
Transcription
1 :z:...~':j..li~j.t~.. ~~_._._._'...._.u.lf:tdt OA~..M~~ ~,.~... ~~~t(.-. ;::;> -,-~ ~ _.~~.~ _ _. mu _ ~~)rt/.~~'! P l~;---~_~~:'~~i~"fuk -- --_.- lv~vf4-t J'tt', ~..--~-~=~-~ ;~~~ ~ -= ~ -l (. ~.~ ~r,)~ l' ~U ~~., ~~~- A,k _J!.. ~~ ~-----~._----~-.-,-.. ~--.. ~~_._..-." J:.-.._._ ~ ~~-- --"'~-":::f::""-)- _~~J&fiH~l_ L._. -.(~--~~~t ~-.-j)~---~~~_ $"'7--.--jJdO -:~-~-..~ ~ ~----~r-lj------_---_--.. u '-L(JIL_r;c dt~ cl.jl~~!'l.
2 2005 IEEE Nuclear Sciece Sympsium Cferece Recrd M03-06 Fast Mte Carl Estimati f Patiet ad Detectr Scatter ad Crsstalk Ctamiati i SPECT Imagig Jisg Ouyag, Stephe C. Mre, Mi-Ae Park, ad Gerges El Fakhri Brigham ad Wme s Hspital ad Harvard Medical Schl, Bst, Massachusetts 025 Abstract--Mte Carl methds ffer the ptetial t prvide a accurate crrecti fr scatter ad detectr effects, especially whe imagig istpes that emit multiple phts, r dualistpes. Recetly, a grup at Utrecht Uiversity has develped sme prmisig accelerati techiques by cmbiig scatter maps with cvluti-based frced detecti. We exted their wrk i fur ways: usig the Delta Scatterig techique t rapidly determie pht iteracti pits, simulatig scatter maps fr may eergy bis t imprve accuracy, decuplig the simulati f the bject ad the detectr usig pit spread fuctis which iclude all detectr effects, ad icludig cheret scatterig i additi t phtelectric effect ad Cmpt scatterig whe simulatig pht iteractis. We stre pit spread fuctis as multi-dimesial arrays t imprve speed ad accuracy. A sftware package was develped ad validated i a trs phatm experimet. Three spheres filled with I were placed i the -uifrmly atteuatig phatm. CT ad SPECT scas were acquired ad spatially registered. A gd agreemet betwee experimetal ad simulated prfiles was fud fr fur eergy widws (50-95, 8-04, 47-95, kev). Fr the tw lw eergy widws, primary phts ctributi ca be mdeled crrectly ly if the PSF icludes all detectr effects. A triple-eergy widw methd verestimated scatter prfiles cmpared t the Mte Carl simulated scatter.. We use the ubiased Delta Scatterig (DELTA) methd t determie pht iteracti pits, which is faster tha takig may small steps alg each pht s path [4,5]. 2. T imprve accuracy, we simulate scatter maps fr may eergy bis thrughut the useful regi f the spectrum. 3. The simulatis f the bject ad the detectr are cmpletely decupled usig pre-stred pit-spread fuctis (PSFs) which iclude all the effects f peetrati ad scatter i the cllimatr, the NaI(Tl) crystal, ad the materials behid the crystal. We stre simulated PSF as multi-dimesial arrays, elimiatig the eed t cmpute aalytic fuctis Cheret Scatterig Cllimatr E 2 E 3 P 3 E P 3 P 2 E E P 2 P θ E 0 E P P 0 E 0 Cmpt Scatterig Origial Emissi M I. INTRODUCTION ONTE Carl (MC) simulati permits accurate mdelig f pht trasprt i the bject ad detectr based the radiuclide distributi ad its CT map. I priciple, this culd be used t implemet a accurate crrecti fr scatter ad ther surces f ctamiati, especially whe imagig radiuclides that emit multiple phts r dual-radiuclide pairs, fr which crss-talk ctamiati amg differet phtpeak widws ca limit the accuracy f recstructed images. II. METHODS MC simulati requires sigificat cmputatial pwer, which remais the limitig factr fr its rutie implemetati i cliical settigs. I recet years, a grup at the Utrecht Uiversity Medical Ceter has develped sme prmisig accelerati techiques by cmbiig simulated scatter maps with cvluti frced detecti (CFD) [,2,3]. We have exteded their research i fur ways: Crystal Figure : A illustrati f a simulated pht evet. durig CFD, thereby imprvig speed ad accuracy. 4. I bth the bject ad the detectr, we iclude cheret scatterig i additi t phtelectric effect ad Cmpt scatterig whe simulatig pht iteractis. We have develped a sftware package writte i bjectrieted C++, ad validated it experimetally usig a Data Spectrum athrpmrphic trs phatm. We acquired CT ad list-mde SPECT scas f the water-filled phatm, which ctaied three spheres (a 2-cc sphere attached t the liver, a 2-cc sphere i the left lug, ad a 4.2-cc sphere i the right lug). T allw registrati f SPECT ad CT scas, the three spheres were filled with I ad 8 F-FDG, ad the phatm was first scaed a GE PET/CT scaer, which prvided perfectly registered PET ad CT image vlumes. Oce detectable 8 F-FDG was left i the phatm, it was the scaed a Siemes e.cam SPECT scaer ad the SPECT sca was registered t the PET sca by matchig the ceters f the three spheres i bth vlumes, thereby yieldig registered SPECT ad CT scas f the phatm /05/$ IEEE 560
3 I emits bth 7.3 kev (90% abudace) ad kev (94% abudace) primary phts. We defied twety 0- kev eergy bis (EBs) which cvered the eergy rage [ kev]. Additially, we defied fur eergy widws (EWs) fr detected phts: [50-95 kev], [8-04 kev], [47-95 kev], ad [ kev]. The upper tw widws are wide widws arud the tw phtpeaks f I-, while the lwest widw is dmiated by lead x-rays, ad the secd kev kev directi at P, the scatted eergy E P is calculated accrdig t the scattered agle, θ. The crrespdig scatter map is selected accrdig t E P. The weight at the vxel where P is lcated fr the selected s-map is icreased by the prduct f the curret pht histry weight ad the prbability per slid agle fr a pht t scatter alg the cllimati directi. Detectr PSF, which are idepedet f the imagig bject, were simulated separately ad represeted by a 4-dimesial array idexed by 4 EW, 20 EB, 32 surce-t-cllimatr distace bis (frm 0.36 cm t 6.55 cm), ad 64 radialdistace bis (frm 0 t cm). All the physics prcesses 8-04 kev kev 8-04 kev kev Figure 3: Simulated prjecti prfiles frm primary ad bject-scattered phts. i all the detectr materials were mdeled kev kev Figure 2: A cmparis f experimetal (blue slid lies) ad simulati (red dashed lies) cut prfiles fr e prjecti agle at fur eergy widws. lwest widw ctais a mixture f lead x-rays ad scattered ctamiati typical f that see i the lwest phtpeak widw f Ga-67. The three spheres with kw activity defied the emissi map (e-map) fr ur iitial tests. Decay phts were first geerated accrdig t this e-map; these were prpagated thrugh the atteuatr t simulate 20 scatter maps (s-maps) fr each 0-keV-wide EB. The s-maps deped the prjecti agle. Fig. illustrates e pht evet, i which a pht emitted frm P 0 uderwet Cmpt scatterig at P, cheret scatterig at P 2, ad ather Cmpt scatterig at P 3, befre escapig frm the imagig vlume. At each iteracti pit, the pht is frced t scatter while the pht histry weight is multiplied by the prbability f phtelectric effect. Each successive iteracti pit is used t update the s-maps. Fr example, if a pht is scattered alg the cllimati Figure 4: TEW crrected (slid blue lies) versus simulated (dashed red lies) cut prfiles fr scattered phts. The weight f each vxel i the e-map ad s-maps was first multiplied by a factr represetig the prbability that a pht emitted frm the vxel i a directi perpedicular t the detectr wuld reach the detectr withut iteracti. The, the e-map ad s-maps were blurred by the PSF, idexed apprpriately fr the surce-plae t cllimatr distace, t prduce the prjectis fr each eergy widw. 56
4 III. RESULTS AND DISCUSSIONS Fig. 2 shws a cmparis betwee experimetal ad simulated results (based 50M geerated pht evets) f prjecti prfiles alg the trasaxial directi by itegratig ver a axial rage which cvers the tw spheres placed i the lugs. The same scalig factr was used fr all fur eergy widws. A very gd agreemet betwee experimetal ad simulated data ca be see. [6] Takashi Ichihara, Kichi Ogawa, Nbutku, Atushi Kub ad Shz Hashimt, Cmpt Scatter Cmpesati Usig the Triple-Eergy Widw Methd fr Sigle- ad Dual-Istpe SPECT, J. Nucl. Med., vl 34,. 2, pp ,993 Fig. 3 shws separate ctributis frm primary ad scattered phts fr the tw lw-eergy widws. As ca be see, the primary pht ctributi is clearly t egligible. This represets the ctributi frm primary phts which reach the detectr withut udergig ay iteracti i the bject but the iteract i the detectr, e.g., by scatterig, r prducig lead X-rays). Fig. 4 cmpares prfiles f scattered phts i the tw I- widws estimated by the MC methd with thse estimated by the triple-eergy-widw (TEW) methd [6]. Fr TEW, we utilized 5-keV widws arud each phtpeak widw. The TEW methd verestimated the scatter, ad the prfiles were isier tha thse btaied by the apprach. IV. CONCLUSIONS I cclusi, we have develped ad validated a prmisig simulati package. Future wrk will iclude the icrprati f ur fast MC simulati it a iterative recstructi algrithm t crrect fr scatter, crss-talk, ad lead X-rays simultaeusly i sigle- ad dual-istpe SPECT imagig. ACKNOWLEDGMENT This wrk was supprted by NIH grats RO-EB00802, RO-EB00989, ad RO-EB ad a Parters Cllabrative Research Grat [] Hug W A M de Jg ad Freek J Beekma, Rapid SPECT simulati f dwscatter i -uifrm media, Phys. Med. Bil., vl. 46,. 3, pp , 200. [2] Hug W.A.M. de Jg, Eddy T.P. Slijpe, ad Freek J. Beekma, Accelerati f MC SPECT Simulati usig Cvluti-Based Frced Detecti, IEEE Tras. Nucl. Sci., vl. 48,., pp , 200. [3] Hug W.A.M. de Jg, We-Tug Wag, Eric C. Frey, Max A. Viergever, ad Freek J. Beekma, Efficiet simulati f SPECT dw-scatter icludig pht iteractis with crystal ad lead, Med. Phys., vl. 29,. 4, pp , [4] E. Wdcck, T. Murphy, P. Hemmigs, ad S. Lgwrth, Techiques used i the GEM cde fr Mte Carl eutrics calculatis i reactrs ad ther systems f cmplex gemetry, Prceedig f the Cferece fr Applicatis f Cmputig Methds t Reactr Prblems, Arge Natial Labratry, pp. 557, 965. [5] S.C. Mre, P.A. Sats, C.H. Hldswrth, ad G. El Fakhri, Accelerati f SPECT MC Simulati Usig DELTA Scatterig, J. Nucl. Med., vl. 43,. 5,
5
6
7 (.As~v..y"iIYI ~r h..4ul ( ~. ~f ~ () m /-.. ~ tilt ~ Lt (M~-l{"/i4-) Ii-- ~/,4- -- {_ ;\w. - &l\a,l le
8 MP/BME 574 Applicati 3 Due Mar 3, Applicati 3 ivlves the Rse Mdel. Dwlad the tw versis f the Rse image (Figs. ad 2), Rseimage ad Rseimage2, frm the website. These are bth matrix, 6 bit Tiff images. I bth images the bject size decreases by a factr f 2 fr each clum frm left t right. I e image the S/N fr each rw decreases by a factr f 2 frm tp t bttm. Fr the ther image the Rse defiiti f ctrast fr each rw decreases by a factr f 2 frm tp t bttm. Aswer the fllwig questis abut the tw images. Figures ad 2: A. Refer t the Rse mdel defiitis f ctrast ad S/N. Which image has cstat S/N fr each rw ad which image has cstat ctrast fr each rw? B. Fr lesis with cstat S/N the ctrast-detail curves shuld defie a lie f is-perceptibility. By selectig the apprpriate lesis make tw ctrast-detail curves, e frm Rseimage ad e frm Rseimage2, that crrespdig t lies f is-perceptibility. At least 5 pits shuld make up each curve. Althugh Matlab is pwerful fr may image-related applicatis, superir measuremet tls are available i the ImageJ sftware package. Specifically, I recmmed usig ImageJ fr peratis requirig regi f iterest (ROI) measuremets. This sftware is free ad ca be dwladed frm the NIH website ( if it is t already available yur system. A lik t this site is available the curse website. TIFF images ca be laded directly it ImageJ.
9 MP/BME 574 Applicati 3 Slutis; 3/3/2006 Please te that I icrrectly referred t bject size decreasig by a factr f 2 frm left t right. I fact the bject diameter is decreasig by a factr f 2. The bject size i terms f area is decreasig by a factr f 4.. A. There are tw appraches t determiig which image has cstat ctrast fr each rw ad which has cstat S/N: Thery ad Experimet. () Thery: Recall that C =. I class it was shw that fr lesis f differet areas but equivalet ctrast, the average sigal per uit area S = /Area will be the same because the differet areas cacel ut f the rati. By visual ispecti Rseimage has cstat ctrast/rw, which meas Rseimage2 has cstat S/N/rw. (2) Methd 2: Direct Measuremet usig ImageJ: Rseimage (Figure): Frm the measuremet iside lesi, = i 2 = 476 cuts. Iside lesi 2, = i 2 = 7 cuts. Outside lesi, = i 2 = 49 cuts. Oside lesi 2, = i 2 = 03 cuts C = = C 2 = = Figure : Rseimage, a) measuremet fr lesi. b) measuremet fr lesi. Bx shws lie f isperceptibility fr ctrast-detail curve. 2 c) ROI measures fr lesi d) ROI measures fr lesi 2.
10 MP/BME 574 Applicati 3 Slutis; 3/3/2006 Rseimage2 (Figure 2): Frm the measuremet iside lesi, Iside lesi 2, = i 2 = 452 cuts. = i 2 = 36 cuts. Outside lesi, = i 2 = 396 cuts. Oside lesi 2, = i 2 = 07 cuts C = = 0. 4, C 2 = = S = C N = =, S = C N 2 = = 2 Figure 2: Rseimage2 a) measuremet fr lesi. b) measuremet fr lesi. Bx shws lie f isperceptibility fr ctrast-detail curve. 2 c) ROI measures fr lesi d) ROI measures fr lesi 2. B. I Rseimage the lies f isperceptibility lie alg the diagals. I chse the mai diagal traspse idicated by the yellw bx i Fig. b. I Rseimage2 the lies f isperceptibility lie alg the rws. Ay rw suffices; I chse the middle rw idicated by the yellw bx i Fig. 2a. Fig. 3 shws the ctrast-detail curves fr these lesis.
11 MP/BME 574 Applicati 3 Slutis; 3/3/2006 Figure 3: Ctrast Detail curves
Grade 3 Mathematics Course Syllabus Prince George s County Public Schools
Ctet Grade 3 Mathematics Curse Syllabus Price Gerge s Cuty Public Schls Prerequisites: Ne Curse Descripti: I Grade 3, istructial time shuld fcus fur critical areas: (1) develpig uderstadig f multiplicati
More informationQuantum Mechanics for Scientists and Engineers. David Miller
Quatum Mechaics fr Scietists ad Egieers David Miller Time-depedet perturbati thery Time-depedet perturbati thery Time-depedet perturbati basics Time-depedet perturbati thery Fr time-depedet prblems csider
More informationBIO752: Advanced Methods in Biostatistics, II TERM 2, 2010 T. A. Louis. BIO 752: MIDTERM EXAMINATION: ANSWERS 30 November 2010
BIO752: Advaced Methds i Bistatistics, II TERM 2, 2010 T. A. Luis BIO 752: MIDTERM EXAMINATION: ANSWERS 30 Nvember 2010 Questi #1 (15 pits): Let X ad Y be radm variables with a jit distributi ad assume
More informationAxial Temperature Distribution in W-Tailored Optical Fibers
Axial Temperature Distributi i W-Tailred Optical ibers Mhamed I. Shehata (m.ismail34@yah.cm), Mustafa H. Aly(drmsaly@gmail.cm) OSA Member, ad M. B. Saleh (Basheer@aast.edu) Arab Academy fr Sciece, Techlgy
More informationSolutions. Definitions pertaining to solutions
Slutis Defiitis pertaiig t slutis Slute is the substace that is disslved. It is usually preset i the smaller amut. Slvet is the substace that des the disslvig. It is usually preset i the larger amut. Slubility
More informationIntermediate Division Solutions
Itermediate Divisi Slutis 1. Cmpute the largest 4-digit umber f the frm ABBA which is exactly divisible by 7. Sluti ABBA 1000A + 100B +10B+A 1001A + 110B 1001 is divisible by 7 (1001 7 143), s 1001A is
More informationCh. 1 Introduction to Estimation 1/15
Ch. Itrducti t stimati /5 ample stimati Prblem: DSB R S f M f s f f f ; f, φ m tcsπf t + φ t f lectrics dds ise wt usually white BPF & mp t s t + w t st. lg. f & φ X udi mp cs π f + φ t Oscillatr w/ f
More informationMATH Midterm Examination Victor Matveev October 26, 2016
MATH 33- Midterm Examiati Victr Matveev Octber 6, 6. (5pts, mi) Suppse f(x) equals si x the iterval < x < (=), ad is a eve peridic extesi f this fucti t the rest f the real lie. Fid the csie series fr
More informationChapter 3.1: Polynomial Functions
Ntes 3.1: Ply Fucs Chapter 3.1: Plymial Fuctis I Algebra I ad Algebra II, yu ecutered sme very famus plymial fuctis. I this secti, yu will meet may ther members f the plymial family, what sets them apart
More informationENGI 4421 Central Limit Theorem Page Central Limit Theorem [Navidi, section 4.11; Devore sections ]
ENGI 441 Cetral Limit Therem Page 11-01 Cetral Limit Therem [Navidi, secti 4.11; Devre sectis 5.3-5.4] If X i is t rmally distributed, but E X i, V X i ad is large (apprximately 30 r mre), the, t a gd
More information5.80 Small-Molecule Spectroscopy and Dynamics
MIT OpeCurseWare http://cw.mit.edu 5.8 Small-Mlecule Spectrscpy ad Dyamics Fall 8 Fr ifrmati abut citig these materials r ur Terms f Use, visit: http://cw.mit.edu/terms. 5.8 Lecture #33 Fall, 8 Page f
More informationMATHEMATICS 9740/01 Paper 1 14 Sep hours
Cadidate Name: Class: JC PRELIMINARY EXAM Higher MATHEMATICS 9740/0 Paper 4 Sep 06 3 hurs Additial Materials: Cver page Aswer papers List f Frmulae (MF5) READ THESE INSTRUCTIONS FIRST Write yur full ame
More informationThe Excel FFT Function v1.1 P. T. Debevec February 12, The discrete Fourier transform may be used to identify periodic structures in time ht.
The Excel FFT Fucti v P T Debevec February 2, 26 The discrete Furier trasfrm may be used t idetify peridic structures i time ht series data Suppse that a physical prcess is represeted by the fucti f time,
More informationFourier Series & Fourier Transforms
Experimet 1 Furier Series & Furier Trasfrms MATLAB Simulati Objectives Furier aalysis plays a imprtat rle i cmmuicati thery. The mai bjectives f this experimet are: 1) T gai a gd uderstadig ad practice
More informationMulti-objective Programming Approach for. Fuzzy Linear Programming Problems
Applied Mathematical Scieces Vl. 7 03. 37 8-87 HIKARI Ltd www.m-hikari.cm Multi-bective Prgrammig Apprach fr Fuzzy Liear Prgrammig Prblems P. Padia Departmet f Mathematics Schl f Advaced Scieces VIT Uiversity
More information[1 & α(t & T 1. ' ρ 1
NAME 89.304 - IGNEOUS & METAMORPHIC PETROLOGY DENSITY & VISCOSITY OF MAGMAS I. Desity The desity (mass/vlume) f a magma is a imprtat parameter which plays a rle i a umber f aspects f magma behavir ad evluti.
More informationAuthor. Introduction. Author. o Asmir Tobudic. ISE 599 Computational Modeling of Expressive Performance
ISE 599 Cmputatial Mdelig f Expressive Perfrmace Playig Mzart by Aalgy: Learig Multi-level Timig ad Dyamics Strategies by Gerhard Widmer ad Asmir Tbudic Preseted by Tsug-Ha (Rbert) Chiag April 5, 2006
More informationChapter 4. Problem Solutions
Chapter 4. Prblem Slutis. The great majrity f alpha particles pass thrugh gases ad thi metal fils with deflectis. T what cclusi abut atmic structure des this bservati lead? The fact that mst particles
More informationEvery gas consists of a large number of small particles called molecules moving with very high velocities in all possible directions.
Kietic thery f gases ( Kietic thery was develped by Berlli, Jle, Clasis, axwell ad Bltzma etc. ad represets dyamic particle r micrscpic mdel fr differet gases sice it thrws light the behir f the particles
More informationStudy of Energy Eigenvalues of Three Dimensional. Quantum Wires with Variable Cross Section
Adv. Studies Ther. Phys. Vl. 3 009. 5 3-0 Study f Eergy Eigevalues f Three Dimesial Quatum Wires with Variale Crss Secti M.. Sltai Erde Msa Departmet f physics Islamic Aad Uiversity Share-ey rach Ira alrevahidi@yah.cm
More information5.1 Two-Step Conditional Density Estimator
5.1 Tw-Step Cditial Desity Estimatr We ca write y = g(x) + e where g(x) is the cditial mea fucti ad e is the regressi errr. Let f e (e j x) be the cditial desity f e give X = x: The the cditial desity
More informationENGI 4421 Central Limit Theorem Page Central Limit Theorem [Navidi, section 4.11; Devore sections ]
ENGI 441 Cetral Limit Therem Page 11-01 Cetral Limit Therem [Navidi, secti 4.11; Devre sectis 5.3-5.4] If X i is t rmally distributed, but E X i, V X i ad is large (apprximately 30 r mre), the, t a gd
More informationA Hartree-Fock Calculation of the Water Molecule
Chemistry 460 Fall 2017 Dr. Jea M. Stadard Nvember 29, 2017 A Hartree-Fck Calculati f the Water Mlecule Itrducti A example Hartree-Fck calculati f the water mlecule will be preseted. I this case, the water
More informationModern Physics. Unit 15: Nuclear Structure and Decay Lecture 15.2: The Strong Force. Ron Reifenberger Professor of Physics Purdue University
Mder Physics Uit 15: Nuclear Structure ad Decay Lecture 15.: The Strg Frce R Reifeberger Prfessr f Physics Purdue Uiversity 1 Bidig eergy er ucle - the deuter Eergy (MeV) ~0.4fm B.E. A =.MeV/ = 1.1 MeV/ucle.
More informationALE 26. Equilibria for Cell Reactions. What happens to the cell potential as the reaction proceeds over time?
Name Chem 163 Secti: Team Number: AL 26. quilibria fr Cell Reactis (Referece: 21.4 Silberberg 5 th editi) What happes t the ptetial as the reacti prceeds ver time? The Mdel: Basis fr the Nerst quati Previusly,
More informationPhysical Chemistry Laboratory I CHEM 445 Experiment 2 Partial Molar Volume (Revised, 01/13/03)
Physical Chemistry Labratry I CHEM 445 Experimet Partial Mlar lume (Revised, 0/3/03) lume is, t a gd apprximati, a additive prperty. Certaily this apprximati is used i preparig slutis whse ccetratis are
More informationDesign and Implementation of Cosine Transforms Employing a CORDIC Processor
C16 1 Desig ad Implemetati f Csie Trasfrms Emplyig a CORDIC Prcessr Sharaf El-Di El-Nahas, Ammar Mttie Al Hsaiy, Magdy M. Saeb Arab Academy fr Sciece ad Techlgy, Schl f Egieerig, Alexadria, EGYPT ABSTRACT
More informationWEST VIRGINIA UNIVERSITY
WEST VIRGINIA UNIVERSITY PLASMA PHYSICS GROUP INTERNAL REPORT PL - 045 Mea Optical epth ad Optical Escape Factr fr Helium Trasitis i Helic Plasmas R.F. Bivi Nvember 000 Revised March 00 TABLE OF CONTENT.0
More informationGeneral Chemistry 1 (CHEM1141) Shawnee State University Fall 2016
Geeral Chemistry 1 (CHEM1141) Shawee State Uiversity Fall 2016 September 23, 2016 Name E x a m # I C Please write yur full ame, ad the exam versi (IC) that yu have the scatr sheet! Please 0 check the bx
More informationE o and the equilibrium constant, K
lectrchemical measuremets (Ch -5 t 6). T state the relati betwee ad K. (D x -b, -). Frm galvaic cell vltage measuremet (a) K sp (D xercise -8, -) (b) K sp ad γ (D xercise -9) (c) K a (D xercise -G, -6)
More information, the random variable. and a sample size over the y-values 0:1:10.
Lecture 3 (4//9) 000 HW PROBLEM 3(5pts) The estimatr i (c) f PROBLEM, p 000, where { } ~ iid bimial(,, is 000 e f the mst ppular statistics It is the estimatr f the ppulati prprti I PROBLEM we used simulatis
More informationExamination No. 3 - Tuesday, Nov. 15
NAME (lease rit) SOLUTIONS ECE 35 - DEVICE ELECTRONICS Fall Semester 005 Examiati N 3 - Tuesday, Nv 5 3 4 5 The time fr examiati is hr 5 mi Studets are allwed t use 3 sheets f tes Please shw yur wrk, artial
More informationAP Statistics Notes Unit Eight: Introduction to Inference
AP Statistics Ntes Uit Eight: Itrducti t Iferece Syllabus Objectives: 4.1 The studet will estimate ppulati parameters ad margis f errrs fr meas. 4.2 The studet will discuss the prperties f pit estimatrs,
More informationSound Absorption Characteristics of Membrane- Based Sound Absorbers
Purdue e-pubs Publicatis f the Ray W. Schl f Mechaical Egieerig 8-28-2003 Sud Absrpti Characteristics f Membrae- Based Sud Absrbers J Stuart Blt, blt@purdue.edu Jih Sg Fllw this ad additial wrks at: http://dcs.lib.purdue.edu/herrick
More informationD.S.G. POLLOCK: TOPICS IN TIME-SERIES ANALYSIS STATISTICAL FOURIER ANALYSIS
STATISTICAL FOURIER ANALYSIS The Furier Represetati f a Sequece Accrdig t the basic result f Furier aalysis, it is always pssible t apprximate a arbitrary aalytic fucti defied ver a fiite iterval f the
More informationESWW-2. Israeli semi-underground great plastic scintillation multidirectional muon telescope (ISRAMUTE) for space weather monitoring and forecasting
ESWW-2 Israeli semi-udergrud great plastic scitillati multidirectial mu telescpe (ISRAMUTE) fr space weather mitrig ad frecastig L.I. Drma a,b, L.A. Pustil'ik a, A. Sterlieb a, I.G. Zukerma a (a) Israel
More informationA Study on Estimation of Lifetime Distribution with Covariates Under Misspecification
Prceedigs f the Wrld Cgress Egieerig ad Cmputer Sciece 2015 Vl II, Octber 21-23, 2015, Sa Fracisc, USA A Study Estimati f Lifetime Distributi with Cvariates Uder Misspecificati Masahir Ykyama, Member,
More informationFourier Method for Solving Transportation. Problems with Mixed Constraints
It. J. Ctemp. Math. Scieces, Vl. 5, 200,. 28, 385-395 Furier Methd fr Slvig Trasprtati Prblems with Mixed Cstraits P. Padia ad G. Nataraja Departmet f Mathematics, Schl f Advaced Scieces V I T Uiversity,
More informationA New Method for Finding an Optimal Solution. of Fully Interval Integer Transportation Problems
Applied Matheatical Scieces, Vl. 4, 200,. 37, 89-830 A New Methd fr Fidig a Optial Sluti f Fully Iterval Iteger Trasprtati Prbles P. Padia ad G. Nataraja Departet f Matheatics, Schl f Advaced Scieces,
More informationName: Block: Date: Science 10: The Great Geyser Experiment A controlled experiment
Science 10: The Great Geyser Experiment A cntrlled experiment Yu will prduce a GEYSER by drpping Ments int a bttle f diet pp Sme questins t think abut are: What are yu ging t test? What are yu ging t measure?
More informationElectrostatics. . where,.(1.1) Maxwell Eqn. Total Charge. Two point charges r 12 distance apart in space
Maxwell Eq. E ρ Electrstatics e. where,.(.) first term is the permittivity i vacuum 8.854x0 C /Nm secd term is electrical field stregth, frce/charge, v/m r N/C third term is the charge desity, C/m 3 E
More informationMean residual life of coherent systems consisting of multiple types of dependent components
Mea residual life f cheret systems csistig f multiple types f depedet cmpets Serka Eryilmaz, Frak P.A. Cle y ad Tahai Cle-Maturi z February 20, 208 Abstract Mea residual life is a useful dyamic characteristic
More informationx 2 x 3 x b 0, then a, b, c log x 1 log z log x log y 1 logb log a dy 4. dx As tangent is perpendicular to the x axis, slope
The agle betwee the tagets draw t the parabla y = frm the pit (-,) 5 9 6 Here give pit lies the directri, hece the agle betwee the tagets frm that pit right agle Ratig :EASY The umber f values f c such
More informationSuper-efficiency Models, Part II
Super-efficiec Mdels, Part II Emilia Niskae The 4th f Nvember S steemiaalsi Ctets. Etesis t Variable Returs-t-Scale (0.4) S steemiaalsi Radial Super-efficiec Case Prblems with Radial Super-efficiec Case
More informationComparative analysis of bayesian control chart estimation and conventional multivariate control chart
America Jural f Theretical ad Applied Statistics 3; ( : 7- ublished lie Jauary, 3 (http://www.sciecepublishiggrup.cm//atas di:.648/.atas.3. Cmparative aalysis f bayesia ctrl chart estimati ad cvetial multivariate
More informationThe Molecular Diffusion of Heat and Mass from Two Spheres
Iteratial Jural f Mder Studies i Mechaical Egieerig (IJMSME) Vlume 4, Issue 1, 018, PP 4-8 ISSN 454-9711 (Olie) DOI: http://dx.di.rg/10.0431/454-9711.0401004 www.arcjurals.rg The Mlecular Diffusi f Heat
More informationActive redundancy allocation in systems. R. Romera; J. Valdés; R. Zequeira*
Wrkig Paper -6 (3) Statistics ad Ecmetrics Series March Departamet de Estadística y Ecmetría Uiversidad Carls III de Madrid Calle Madrid, 6 893 Getafe (Spai) Fax (34) 9 64-98-49 Active redudacy allcati
More informationIdentical Particles. We would like to move from the quantum theory of hydrogen to that for the rest of the periodic table
We wuld like t ve fr the quatu thery f hydrge t that fr the rest f the peridic table Oe electr at t ultielectr ats This is cplicated by the iteracti f the electrs with each ther ad by the fact that the
More informationHow do scientists measure trees? What is DBH?
Hw d scientists measure trees? What is DBH? Purpse Students develp an understanding f tree size and hw scientists measure trees. Students bserve and measure tree ckies and explre the relatinship between
More informationCold mirror based on High-Low-High refractive index dielectric materials
Cld mirrr based High-Lw-High refractive idex dielectric materials V.V. Elyuti.A. Butt S.N. Khia Samara Natial Research Uiversity 34 skvske Shsse 443086 Samara Russia Image Prcessig Systems Istitute Brach
More informationThe Acoustical Physics of a Standing Wave Tube
UIUC Physics 93POM/Physics 406POM The Physics f Music/Physics f Musical Istrumets The Acustical Physics f a Stadig Wave Tube A typical cylidrical-shaped stadig wave tube (SWT) {aa impedace tube} f legth
More informationFrequency-Domain Study of Lock Range of Injection-Locked Non- Harmonic Oscillators
0 teratial Cferece mage Visi ad Cmputig CVC 0 PCST vl. 50 0 0 ACST Press Sigapre DO: 0.776/PCST.0.V50.6 Frequecy-Dmai Study f Lck Rage f jecti-lcked N- armic Oscillatrs Yushi Zhu ad Fei Yua Departmet f
More informationK [f(t)] 2 [ (st) /2 K A GENERALIZED MEIJER TRANSFORMATION. Ku(z) ()x) t -)-I e. K(z) r( + ) () (t 2 I) -1/2 e -zt dt, G. L. N. RAO L.
Iterat. J. Math. & Math. Scl. Vl. 8 N. 2 (1985) 359-365 359 A GENERALIZED MEIJER TRANSFORMATION G. L. N. RAO Departmet f Mathematics Jamshedpur C-perative Cllege f the Rachi Uiversity Jamshedpur, Idia
More informationMODIFIED LEAKY DELAYED LMS ALGORITHM FOR IMPERFECT ESTIMATE SYSTEM DELAY
5th Eurpea Sigal Prcessig Cferece (EUSIPCO 7), Pza, Plad, September 3-7, 7, cpyright by EURASIP MOIFIE LEAKY ELAYE LMS ALGORIHM FOR IMPERFEC ESIMAE SYSEM ELAY Jua R. V. López, Orlad J. bias, ad Rui Seara
More informationPipe Networks - Hardy Cross Method Page 1. Pipe Networks
Pie Netwrks - Hardy Crss etd Page Pie Netwrks Itrducti A ie etwrk is a itercected set f ies likig e r mre surces t e r mre demad (delivery) its, ad ca ivlve ay umber f ies i series, bracig ies, ad arallel
More informationStudy in Cylindrical Coordinates of the Heat Transfer Through a Tow Material-Thermal Impedance
Research ural f Applied Scieces, Egieerig ad echlgy (): 9-63, 3 ISSN: 4-749; e-issn: 4-7467 Maxwell Scietific Orgaiati, 3 Submitted: uly 4, Accepted: September 8, Published: May, 3 Study i Cylidrical Crdiates
More informationDifferentiation Applications 1: Related Rates
Differentiatin Applicatins 1: Related Rates 151 Differentiatin Applicatins 1: Related Rates Mdel 1: Sliding Ladder 10 ladder y 10 ladder 10 ladder A 10 ft ladder is leaning against a wall when the bttm
More informationMatching a Distribution by Matching Quantiles Estimation
Jural f the America Statistical Assciati ISSN: 0162-1459 (Prit) 1537-274X (Olie) Jural hmepage: http://www.tadflie.cm/li/uasa20 Matchig a Distributi by Matchig Quatiles Estimati Niklas Sgurpuls, Qiwei
More informationCambridge Assessment International Education Cambridge Ordinary Level. Published
Cambridge Assessment Internatinal Educatin Cambridge Ordinary Level ADDITIONAL MATHEMATICS 4037/1 Paper 1 Octber/Nvember 017 MARK SCHEME Maximum Mark: 80 Published This mark scheme is published as an aid
More informationLab 1 The Scientific Method
INTRODUCTION The fllwing labratry exercise is designed t give yu, the student, an pprtunity t explre unknwn systems, r universes, and hypthesize pssible rules which may gvern the behavir within them. Scientific
More informationThe standards are taught in the following sequence.
B L U E V A L L E Y D I S T R I C T C U R R I C U L U M MATHEMATICS Third Grade In grade 3, instructinal time shuld fcus n fur critical areas: (1) develping understanding f multiplicatin and divisin and
More informationOn the affine nonlinearity in circuit theory
O the affie liearity i circuit thery Emauel Gluski The Kieret Cllege the Sea f Galilee; ad Ort Braude Cllege (Carmiel), Israel. gluski@ee.bgu.ac.il; http://www.ee.bgu.ac.il/~gluski/ E. Gluski, O the affie
More informationFabrication Thermal Test. Methodology for a Safe Cask Thermal Performance
ENSA (Grup SEPI) Fabricatin Thermal Test. Methdlgy fr a Safe Cask Thermal Perfrmance IAEA Internatinal Cnference n the Management f Spent Fuel frm Nuclear Pwer Reactrs An Integrated Apprach t the Back-End
More informationDistributed Trajectory Generation for Cooperative Multi-Arm Robots via Virtual Force Interactions
862 IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS PART B: CYBERNETICS, VOL. 27, NO. 5, OCTOBER 1997 Distributed Trajectry Geerati fr Cperative Multi-Arm Rbts via Virtual Frce Iteractis Tshi Tsuji,
More informationLecture 18. MSMPR Crystallization Model
ecture 18. MSMPR Crystalliati Mdel MSMPR Crystalliati Mdel Crystal-Ppulati alace - Number f crystals - Cumulative umber f crystals - Predmiat crystal sie - Grwth rate MSMPR Crystalliati Mdel Mixed-suspesi,
More information5 th grade Common Core Standards
5 th grade Cmmn Cre Standards In Grade 5, instructinal time shuld fcus n three critical areas: (1) develping fluency with additin and subtractin f fractins, and develping understanding f the multiplicatin
More informationPattern Recognition 2014 Support Vector Machines
Pattern Recgnitin 2014 Supprt Vectr Machines Ad Feelders Universiteit Utrecht Ad Feelders ( Universiteit Utrecht ) Pattern Recgnitin 1 / 55 Overview 1 Separable Case 2 Kernel Functins 3 Allwing Errrs (Sft
More informationNUMBERS, MATHEMATICS AND EQUATIONS
AUSTRALIAN CURRICULUM PHYSICS GETTING STARTED WITH PHYSICS NUMBERS, MATHEMATICS AND EQUATIONS An integral part t the understanding f ur physical wrld is the use f mathematical mdels which can be used t
More informationare specified , are linearly independent Otherwise, they are linearly dependent, and one is expressed by a linear combination of the others
Chater 3. Higher Order Liear ODEs Kreyszig by YHLee;4; 3-3. Hmgeeus Liear ODEs The stadard frm f the th rder liear ODE ( ) ( ) = : hmgeeus if r( ) = y y y y r Hmgeeus Liear ODE: Suersiti Pricile, Geeral
More informationCESAR Science Case The differential rotation of the Sun and its Chromosphere. Introduction. Material that is necessary during the laboratory
Teacher s guide CESAR Science Case The differential rtatin f the Sun and its Chrmsphere Material that is necessary during the labratry CESAR Astrnmical wrd list CESAR Bklet CESAR Frmula sheet CESAR Student
More informationReview for cumulative test
Hrs Math 3 review prblems Jauary, 01 cumulative: Chapters 1- page 1 Review fr cumulative test O Mday, Jauary 7, Hrs Math 3 will have a curse-wide cumulative test cverig Chapters 1-. Yu ca expect the test
More informationRMO Sample Paper 1 Solutions :
RMO Sample Paper Slutis :. The umber f arragemets withut ay restricti = 9! 3!3!3! The umber f arragemets with ly e set f the csecutive 3 letters = The umber f arragemets with ly tw sets f the csecutive
More informationExperiment #3. Graphing with Excel
Experiment #3. Graphing with Excel Study the "Graphing with Excel" instructins that have been prvided. Additinal help with learning t use Excel can be fund n several web sites, including http://www.ncsu.edu/labwrite/res/gt/gt-
More informationCity of Angels School Independent Study Los Angeles Unified School District
City f Angels Schl Independent Study Ls Angeles Unified Schl District INSTRUCTIONAL GUIDE Algebra 1B Curse ID #310302 (CCSS Versin- 06/15) This curse is the secnd semester f Algebra 1, fulfills ne half
More informationChapter 4. Unsteady State Conduction
Chapter 4 Unsteady State Cnductin Chapter 5 Steady State Cnductin Chee 318 1 4-1 Intrductin ransient Cnductin Many heat transfer prblems are time dependent Changes in perating cnditins in a system cause
More informationAnalytical relations describing piezooptic effect in tetragonal crystals
Aalytical relatis describig piezptic effect i tetragal crystals, Mytsyk B., Demyayshy N. ad Kst Ya. Istitute f Physical Optics, Dragmav St., 79005 Lviv, Ukraie Karpek Physics ad Mechaics Istitute, 5 Naukva
More informationWeb-based GIS Systems for Radionuclides Monitoring. Dr. Todd Pierce Locus Technologies
Web-based GIS Systems fr Radinuclides Mnitring Dr. Tdd Pierce Lcus Technlgies Lcus Technlgies 2014 Overview What is the prblem? Nuclear pwer plant peratrs need t mnitr radinuclides t safeguard the envirnment
More informationUnifying the Derivations for. the Akaike and Corrected Akaike. Information Criteria. from Statistics & Probability Letters,
Uifyig the Derivatis fr the Akaike ad Crrected Akaike Ifrmati Criteria frm Statistics & Prbability Letters, Vlume 33, 1997, pages 201{208. by Jseph E. Cavaaugh Departmet f Statistics, Uiversity f Missuri,
More informationL. A. P. T. Quick Look at Slow and Fast Light
Quick Lk at Slw ad Fast Light Ceter fr Phtic Cmmuicati ad Cmputig Labratry fr Atmic ad Phtic Techlgy Ccept f Phase Velcity f a Mchrmatic Wave Mchrmatic plae wave z z 1 (c/) t 1 z Phase frt E ( ) i( k z
More informationIB Sports, Exercise and Health Science Summer Assignment. Mrs. Christina Doyle Seneca Valley High School
IB Sprts, Exercise and Health Science Summer Assignment Mrs. Christina Dyle Seneca Valley High Schl Welcme t IB Sprts, Exercise and Health Science! This curse incrprates the traditinal disciplines f anatmy
More informationMarkov processes and the Kolmogorov equations
Chapter 6 Markv prcesses ad the Klmgrv equatis 6. Stchastic Differetial Equatis Csider the stchastic differetial equati: dx(t) =a(t X(t)) dt + (t X(t)) db(t): (SDE) Here a(t x) ad (t x) are give fuctis,
More informationAn Investigation of Stratified Jackknife Estimators Using Simulated Establishment Data Under an Unequal Probability Sample Design
Secti Survey Research Methds SM 9 A Ivestigati f Stratified ackkife Estimatrs Usig Simulated Establishmet Data Uder a Uequal Prbability Sample Desig Abstract Plip Steel, Victria McNerey, h Slata Csiderig
More informationCAUSAL INFERENCE. Technical Track Session I. Phillippe Leite. The World Bank
CAUSAL INFERENCE Technical Track Sessin I Phillippe Leite The Wrld Bank These slides were develped by Christel Vermeersch and mdified by Phillippe Leite fr the purpse f this wrkshp Plicy questins are causal
More informationEffect of Conductivity Between Fasteners and Aluminum Skin On Eddy Current Specimens. Abstract
Effect f Cnductivity Between Fasteners and Aluminum Skin n Eddy Current Specimens David G. Mre Sandia Natinal Labratries Federal Aviatin Administratin Airwrthiness Assurance ND Validatin Center Albuquerque,
More informationAligning Anatomy Ontologies in the Ontology Alignment Evaluation Initiative
Aligig Aatmy Otlgies i the Otlgy Aligmet Evaluati Iitiative Patrick Lambrix, Qiag Liu, He Ta Departmet f Cmputer ad Ifrmati Sciece Liköpigs uiversitet 581 83 Liköpig, Swede Abstract I recet years may tlgies
More informationPartial-Sum Queries in OLAP Data Cubes Using Covering Codes
326 IEEE TRANSACTIONS ON COMPUTERS, VOL. 47, NO. 2, DECEMBER 998 Partial-Sum Queries i OLAP Data Cubes Usig Cverig Cdes Chig-Tie H, Member, IEEE, Jehshua Bruck, Seir Member, IEEE, ad Rakesh Agrawal, Seir
More informationFlipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System
Flipping Physics Lecture Ntes: Simple Harmnic Mtin Intrductin via a Hrizntal Mass-Spring System A Hrizntal Mass-Spring System is where a mass is attached t a spring, riented hrizntally, and then placed
More informationSTUDENT/PARENT INFORMATION LETTER SUMMER MATHEMATICS PREPARATION PACKETS Summer 2014
MONROE TOWNSHIP PUBLIC SCHOOLS Mnre Twnship Middle Schl 1629 Perrineville Rad Mnre Twnship, NJ 08831 Telephne (732) 521-6042 Fax (732) 521-2846 E-mail www.mnre.k12.nj.us Chari R. Chanley, Ed.S. James F.
More informationCHM112 Lab Graphing with Excel Grading Rubric
Name CHM112 Lab Graphing with Excel Grading Rubric Criteria Pints pssible Pints earned Graphs crrectly pltted and adhere t all guidelines (including descriptive title, prperly frmatted axes, trendline
More informationOutline Map Activity. Regional Atlas Activity A. Name Date Class
Name Date Class Outlie Map Activity Regial Atlas Activity A Directis: O the map belw, draw the crrect brders f Russia. Label Russia ad the ctiets that are shw. The clr Russia red, the water blue, ad the
More informationAn Electrostatic Catastrophe Machine as an Attosecond Pulse Generator
Optics ad Phtics Jural, 014, 4, 337-345 Published Olie December 014 i SciRes. http://www.scirp.rg/jural/pj http://dx.di.rg/10.436/pj.014.41034 A Electrstatic Catastrphe Machie as a Attsecd Pulse Geeratr
More informationDetermining the Accuracy of Modal Parameter Estimation Methods
Determining the Accuracy f Mdal Parameter Estimatin Methds by Michael Lee Ph.D., P.E. & Mar Richardsn Ph.D. Structural Measurement Systems Milpitas, CA Abstract The mst cmmn type f mdal testing system
More informationClaude Elysée Lobry Université de Nice, Faculté des Sciences, parc Valrose, NICE, France.
CHAOS AND CELLULAR AUTOMATA Claude Elysée Lbry Uiversité de Nice, Faculté des Scieces, parc Valrse, 06000 NICE, Frace. Keywrds: Chas, bifurcati, cellularautmata, cmputersimulatis, dyamical system, ifectius
More informationPipetting 101 Developed by BSU CityLab
Discver the Micrbes Within: The Wlbachia Prject Pipetting 101 Develped by BSU CityLab Clr Cmparisns Pipetting Exercise #1 STUDENT OBJECTIVES Students will be able t: Chse the crrect size micrpipette fr
More informationHº = -690 kj/mol for ionization of n-propylene Hº = -757 kj/mol for ionization of isopropylene
Prblem 56. (a) (b) re egative º values are a idicati f mre stable secies. The º is mst egative fr the i-ryl ad -butyl is, bth f which ctai a alkyl substituet bded t the iized carb. Thus it aears that catis
More informationPreliminary Test Single Stage Shrinkage Estimator for the Scale Parameter of Gamma Distribution
America Jural f Mathematics ad Statistics, (3): 3-3 DOI:.593/j.ajms.3. Prelimiary Test Sigle Stage Shrikage Estimatr fr the Scale Parameter f Gamma Distributi Abbas Najim Salma,*, Aseel Hussei Ali, Mua
More informationChapter 1: Fundamentals
Chapter 1: Fudametals 1.1 Real Numbers Irratial umbers are real umbers that cat be expressed as ratis f itegers. That such umbers exist was a prfud embarrassmet t the Pythagrea brtherhd, ad they are said
More informationALL INDIA TEST SERIES
AIT-FT-V-(Paper-) PM(l)-JEE(Advaced)/5 FIITJEE tudets Frm All Prgrams have agged 3 i Tp, 66 i Tp ad 7 i Tp 5 All Idia Raks. FIITJEE Perfrmace i JEE (Advaced), : 5 FIITJEE tudets frm assrm / Itegrated chl
More informationThis section is primarily focused on tools to aid us in finding roots/zeros/ -intercepts of polynomials. Essentially, our focus turns to solving.
Sectin 3.2: Many f yu WILL need t watch the crrespnding vides fr this sectin n MyOpenMath! This sectin is primarily fcused n tls t aid us in finding rts/zers/ -intercepts f plynmials. Essentially, ur fcus
More information