Ecology of Flows and Drift Wave Turbulence: Reduced Models and Applications

Size: px
Start display at page:

Download "Ecology of Flows and Drift Wave Turbulence: Reduced Models and Applications"

Transcription

1 1 Ecology of Flows ad Drift Wae Turbulece: Reduced Models ad Applicatios PhD Dissertatio Defese by Rima Hajjar PhD Adisor: P. H. Diamod

2 Backgroud. Publicatios + Pla of Dissertatio Chapter : The Ecology of Flows ad Drift Wae Turbulece i CSDX: a Model. Physics of Plasmas, 018. Chapter 3: Modelig the Ehacemet i Drift Wae Turbulece. Physics of Plasmas, 017. Chapter 4: Zoal Shear Layer Collapse i the Hydrodyamic Electro Limit. Physics of Plasmas, 018 (i preparatio) Coclusios ad Future Work O the side: Modelig of Alumium Impurity Etraimet i the PISCES-A He + Plasma. Joural of Nuclear Material, 015.

3 3 Fusio 101 Icreasig eed for sustaiable ad clea eergy. Nuclear fusio releases high outputs of eergy that ca be coerted ito electric power. The fusio reactio with the highest cross-sectio is: H H He 18MeV Challege: Igitio (E out > E i ) Cofiemet ad Lawso criterio: τ E T > kev. s. m 3 τ E = W plasma P loss Use eterally imposed magetic field lies to cofie the plasma i toroidal or liear deices. Turbulet trasport of particles ad eergy (maily due to istabilities) destroys cofiemet. = 3TV P i Not to scale

4 4 Drift Waes ad Zoal Flows DWs: plasma fluctuatios caused by radial desity gradiets. propagate i the electro directio at De k * m De 1 ks 1 ks Parallel resistiity is oe mechaism that ca destabilie DWs by itroducig a phase shift betwee ad φ, thus creatig a DW istability. De Te eb d l ( ) d yˆ Fortuately, oe mechaism that regulates these fluctuatios is the self geeratio ad amplificatio of Zoal Flows by turbulet stresses. Zoal Flows: Large scale sheared E B layers Decorrelate the turbulet eddies by shearig. Reduce turbulece ad trasport. Diamod et al, 005, PoP

5 5 Drift Waes/Flows = Predator/Prey Free eergy Drie Drift Waes Drie by turbulet stress Drie by turbulet stress Regulate by Shearig Suppress Aial flows Zoal flows Suppress PSFI + Collisioal Dampig + Noliear Dampig

6 6 D Naier-Stokes equatios PV 0 Hasegawa-Mima equatio resistiity Models to study DW turbulece Hasegawa-Wakatai equatios (3D) Simplicity Compleity Parallel e- respose time > period of ustable mode Parallel e- respose time < period of ustable mode HW i hydrodyamic limit Neglect aial flow HW i adiabatic limit Treat aial flow PV is cosered: Appropriate fluctuatio field=<(- ) > PV is ot cosered: Appropriate fluctuatio field=< +( ) + >

7 7 CSDX: a promisig testbed for eplorig DW turbulece models oer compressed rages of scales. Cui et al, 016, PoP a = plasma radius L = desity scale legth ρ = modified io Larmor Radius l corr = turbulece correlatio legth Models ad Results obtaied from CSDX ca be etrapolated to larger scale deices

8 8 What am I doig? Eplore the status of flows ad fluctuatios ecology. Iestigate the relatioship betwee microscopic DW turbulece ad macroscopic flows i magetically cofied plasmas. I particular, study the couplig relatio betwee parallel ad perpedicular flow dyamics i the plasma of CSDX. Model the eolutio of plasma mea profiles ad fluctuatios i CSDX, as the magitude of the magetic field B icreases. Aalytically cofirm the trasport bifurcatio pheomeo reported i CSDX as B is raised. Eamie the Drift Wae/Zoal Flow relatio i the hydrodyamic electro limit Releace to desity limit eperimet. 8

9 9 Why do I care? Mea flow structures, icludig both Zoal ad Aial Flows, play a importat role i regulatig turbulece (L-H trasitios, ITB formatio) uderstadig the mechaism of formatio of these flows is crucial i achieig better cofiemet i ITER. Eplai ad uderstad the physics behid the collapse of ZFs ad the ehacemet of turbulece i the hydrodyamic electro limit which is a importat ad uder-eplored problem iterpret the desity limit eperimets usig a simple robust mechaism of DW turbulece.

10 10 How to do it? Formulate reduced models that self-cosistetly relate ariatios i mea plasma fields to fluctuatio itesity (total eergy/potetial estrophy). Reduced models are the ecellet cadidate: 1. Low computatioal cost if compared to DNS or LES. Good cadidate to describe the physics of a multiscale plasma such as CSDX plasma. 3. Essetial to uderstad the feedback loops betwee mea profiles (macro) ad fluctuatios (micro). 4. Easily coupled to other PMI codes. 5. Failure i model reductio suggests a gap i uderstadig Need to update the codes

11 The Ecology of Flows ad Drift Wae Turbulece: a Model for CSDX 11

12 1 D Naier-Stokes equatios PV 0 Models to study DW turbulece Hasegawa-Mima equatio resistiity Hasegawa-Wakatai equatios Simplicity Compleity Parallel e- respose time > period of ustable mode Parallel e- respose time < period of ustable mode HW i hydrodyamic limit Neglect aial flow HW i adiabatic limit Treat aial flow PV is cosered: Appropriate fluctuatio field=<(- ) > PV is ot cosered: Appropriate fluctuatio field=< +( ) + >

13 13 Eperimetal results i CSDX - 1 As magitude of B icreases: 1. Deelopmet of radial elocity shear. Decrease i turbulece leel Trasitio to a state of ehaced eergy i the perpedicular plae (Aalogy to larger MFE deices) 3. Steepeig of desity profile Cui et al, 015 ad 016, PoP

14 14 Eperimetal results i CSDX - As magitude of B icreases: 1. Deelopmet of aial elocity shear. Icrease i parallel Reyolds force Reyolds Work= Reyolds force elocity Trasitio to a state of ehaced eergy i the parallel directio 3. Steepeig of desity profile Hog, Hajjar et al, 018, PoP (submitted)

15 Formulatio of the Model }, {. }, { ) ( ) (. } {, ) ( s E y i ei th E ei th E c dt d dt d D dt d 15 Hasegawa Wakatai + Parallel Compressio Parallel Compressio breaks parallel symmetry Breakig of PV coseratio Defie a ew cosered eergy: y L L dy d 0 0 ) ( ) (

16 16 The model (mea fields + turb. Fluctuatio) t t t y t ( y D c c // y c S i i d d S d 1 / y lmi ) y y S y d Diffusio Sources Dissipatio Mea/Fluctuatio couplig terms Sik d d l Hajjar et al, 018, PoP 3/ mi P

17 Usig QL theory ad turbulet miig cocepts 1) Particle Flu: d D d f d ˆ d The electro parallel diffusio rate: α = k th ν ei ω. (Near adiabatic electros) The factor f represets the fractio of total eergy allocated for kietic eergy i the radial directio: ks f k (1 ) ( 1 ) ms kcs i k s lmi <k m k > Adiabatic electro without aial flow shear f k s k 1 c k s s lmi Pure DWs f k s 1 ks 17 17

18 18 ) Perpedicular Reyolds Stress 3) Reyolds Power rate d l y mi ci y lmi. d y d y d y [ l mi d d y l mi ci. ] Taylor s ID Diffusie Stress relaes the flow Residual stress dries the flow ia desity gradiet Drie Zoal Flows Regulate Drift Waes Predator-Prey Relatio

19 19 4) Parallel Reyolds Stress l mi d d k m k c s 3 s l [ mi s k ] Difficult to measure eperimetally Empirically, i aalogy with turbulece i pipe flows (à la Pradtl): l mi d d Tcs c L // ( l mi d ) d Measures parallel to perpedicular couplig d c l VT s mi. d L Turbulet diffusiity from Pradtl theory Eergy source proportioal to desity gradiet that accelerates the parallel flow Hajjar et al, 018, PoP

20 0 Measuremets i CSDX Res = σ VT c s l mi L σ VT is the couterpart of the correlator k m k. σ VT represets the degree of symmetry breakig i k m k, ad quatifies the efficiecy of i driig a aial flow: = σ VTc s τ c L σ VT couples parallel to perpedicular flow dyamics ia: Hog, Hajjar et al, 018, PoP (submitted) d d y res = ω cil σ VT c Π y s τ c res Π

21 1 5) The miig legth l mi : The miig legth ehibitis turbulece suppressio ia aial ad aimuthal flow shear: l mi 1 l l 0 ( f l 0 0 y L // ) Shear Feedback Loop l l0 ( mi y ) 1 ε l mi I CSDX, the miig scale for turbulece l 0 i the absece of shear (ρ * =ρ/l ): l s L No Aial Shear f I betwee Bohm ad gyro-bohm Diffusio DCSDX D B *

22 The Big Picture Free eergy Drift Waes So May Loops: Feedback loop 1: DW+ZF Feedback loop : DW+AF Feedback loop 3: DW+ZF+AF = σ VTc s τ c L d( ) d = ω ci Limits Aial flows Parallel Symmetry Breakig: σ VT Zoal flows Regulate PSFI d d y = ω cil σ VT c s τ c + Collisioal Dampig + Noliear Dampig

23 Modelig Ehaced Cofiemet i Drift Wae Turbulece 3

24 4 D Naier-Stokes equatios PV 0 Models to study DW turbulece Hasegawa-Mima equatio resistiity Hasegawa-Wakatai equatios Parallel e- respose time > period of ustable mode Parallel e- respose time < period of ustable mode Simplicity Compleity HW i hydrodyamic limit Neglect aial flow HW i adiabatic limit Treat aial flow PV is cosered: Appropriate fluctuatio field=<(- ) > PV is ot cosered: Appropriate fluctuatio field=< +( ) + >

25 5 Free eergy Drie Drift Waes Whe parallel Reyolds power is egligible, ad whe eergy echage occurs maily betwee DWs ad ZFs, aial flow is treated as parasitic. Regulate by shearig Drie ia y Back to the predator/prey relatio betwee DWs ad ZFs Zoal flows Suppress + Collisioal Dampig + Noliear Dampig

26 Formulatio of the Model 6 Basic form of Hasegawa Wakatai HW equatios locally cosere the total Potetial Vorticity q = φ potetial estrophy ε is also cosered: y L L dy d 0 0 ) ( ) ( }, {. }, { ) ( ) (. } {, ) ( s E y i ei th E ei th E c dt d dt d D dt d

27 The Model 7 Diffusio Sources Dissipatio Mea/Fluctuatio couplig terms ε(u 0 ε) Hajjar et al, 017, PoP 3/ ) )( ( ) / ( P u u l t S u u t u S D t mi u c c

28 8 Closure usig QL theory ad miig legth cocepts 1) Particle Flu: d D d fl ˆ ) Vorticity Flu: (Taylor ID) d d mi s where f 1 ks k y u ˆ fl mi c u u du d Diffusie Stress d d fl ˆ mi Residual Stress d d The coefficiet c u reflects the shearig feedback o the mea profiles

29 9 3) The miig legth: D turbulece, the Rhies scale emerges as a coeiet miig legth for turbulece. Choose a hybrid miig legth: l mi l0 1 ( l / l + Weak PV miig l mi l 0 + Strog PV miig l mi l Rh Shear 0 Rh ) l Rh 1 l / ( u) 0 l0 ( ( u)) / Feedback Loop ε l mi

30 30 Recoery of eperimetal treds i CSDX Δ( 1 L ) L i = 1 L f 1 L f = 1 L i 0.70 umerically 0.55 eperimetally Δ( 1 L ) L i = 1 L f 1 L f = 1 L i 0.73 umerically 0.57 eperimetally Hajjar et al, 017, PoP

31 31 Summary o umerical results As B icreases: + Steepeig of the desity profile with B. + Deelopmet of aimuthal elocity shear with B. + Icrease i the magitude of the Reyolds work, i.e., turbulece regulatio with B. These treds are qualitatiely isesitie to: + Magitude of the shearig coefficiet c u + Outer edge Boudary Coditio o orticity. + Magitude of l 0 + The presece of a residual stress

32 3 R T : a criterio for turbulece suppressio? Need to quatitatiely predict whe trasport barriers are formed. R T = y E B γ eff = local Reyolds power desity effectie icrease i turb. kietic eergy Whe R T >1 eergy trasfer to the shear flow eceeds the effectie icrease i turbulet eergy reductio of trasport ad formatio of a barrier. BUT, γ eff =? What does it really deped o? What about o-kietic turbulet eergy (such as iteral turbulet eergy): E = + ( φ? Ma et al, 011, NF

33 33 R DT : a better criterio for turbulece suppressio R DT Here 1 τ prod = Γ is the rate of turbulet estrophy productio due to relaatio of mea desity profile (relatio with γ eff i R T ). Ad 1 τ trasfer = u u is the rate of turbulet estrophy destructio ia couplig with the mea flow (relatio with Reyolds power desity i R T ia Taylor ID). R DT emerges aturally i this model from the turbulet estrophy equatio: prod trasfer d 3/ u ( u) P dt R DT ca be easily geeralied to comple models by epadig the compariso of sources ad siks for potetial estrophy. 33 u u

34 Zoal Flow Shear Layer Collapse i the Hydrodyamic Electro Limit 34

35 35 D Naier-Stokes equatios PV 0 Hasegawa-Mima equatio resistiity Hasegawa-Wakatai equatios Models to study DW turbulece Parallel e- respose time > period of ustable mode Parallel e- respose time < period of ustable mode Simplicity Compleity HW i hydrodyamic limit Neglect aial flow HW i adiabatic limit Treat aial flow PV is cosered: Appropriate fluctuatio field=<(- ) > PV is ot cosered: Appropriate fluctuatio field=< +( ) + >

36 36 Backgroud: Desity Limit Eperimets Eperimets show that as approaches G = I/πa, MHD actiity is triggered alog with strog disruptios, edge coolig, MARFE Recetly, a Ohmic L-mode discharge eperimet i HL-A showed that, as / G is raised: + Ehacemet of edge turbulece. + Edge coolig. + Drop i α = k th /(ν ei ω ) from 3 to Drop i edge shear. Note the low alues 0.01 < β < 0.0 i this eperimet. Hog et al, NF, 018)

37 Hydrodyamic Plasma Limit α = k th ν ei ω = Parallel Diffusio rate DW frequecy α 1 adiabatic plasma limit ad φ are strogly coupled α 1 hydrodyamic plasma limit ad φ ted to decouple Simulatios results show ehacemet of turbulece ad weakeig of edge shear layer as the plasma respose passes from the adiabatic to the hydrodyamic limit. Howeer, these results do ot eplai WHY turbulece is ehaced i the hydrodyamic limit Numata et al, 007 Hypothesis: Flow Productio drops i Hydrodyamic Limit 37 37

38 Eergy ad Mometum Flues Adiabatic regime ( k th ω ν ei 1): k k gr y k r k m k r m k 1 ks De d d < 0 ad gr >0 k r k m >0 Mometum flu <0 ad eergy flu>0 k Causality implies a couter flow spi-up eddy shearig ad ZF formatio De * * ks k i 1 k s Hydrodyamic regime ( k th ω ν ei 1 ): gr y k k gr is idepedet of k m r k r hydro * ks k r k m k k Coditio of outgoig wae eergy flu does ot costrai the mometum flu, as gr is idepedet of k m o implicatio for Reyolds stress r (1 i) k r hydro PV coseratio ca also be used to square PV miig with ZF formatio 38

39 Scalig of trasport flues with α Plasma Respose Adiabatic (α >>1) Hydrodyamic (α <<1) Particle Flu Γ Γ adia 1 α Γ hydro 1 Turbulet Viscosity χ χ adia 1 α Residual stress Π res Π res adia 1 α Π res χ = ω α ci ( ω )0 α χ hydro 1 α Π res hydro- α α ω 1 Mea orticity gradiet d( y) d = Πres χ - which represets the productio of ZF - decreases ad becomes proportioal to α 1 i the hydrodyamic limit. Weak ZF formatio for α 1 weak regulatio of turbulece ad ehacemet of trasport

40 40 Oe step backward: Releace to the Desity Limit Eperimets αν 1 ei 1 whe icreases, α decreases, the ZF productio weakes ad turbulece is ehaced. No appeal to: 1) ZF dampig effects associated with plasma collisioality, charge echage (murky, case sesitie). ) The deelopmet of other istabilities, such as resistie ballooig modes which are ot releat i this eperimet because of the low β alues.

41 41 All Roads Lead to MHD istabilities Edge Fuelig icreases Iward turbulece spreadig α decreases Adj. T steepes ZF productio decreases, Turbulece ad trasport icrease Resistiity icreases J decreases Plasma Coolig Adj. J steepes MHD Actiity

42 4 What did I lear while pursuig a PhD? Reduced models are a powerful tool to describe comple turbulet systems. They describe feedback loops ad allow the study of plasma profiles across timescales ragig from a few turbulet correlatio times up to system equilibrium time scales. Reduced models distill what is leared from simulatios, basic theory ad eperimets. Capacity of drift wae turbulece to accelerate both oal ad aial flows ia the Reyolds stresses i both parallel ad perpedicular directios. Importace of parallel symmetry breakig i determiig the eergy brachig i the system as well as the stregth of the parallel to perpedicular flow couplig. Relatio betwee wae eergy flu, Reyolds stress ad PV miig is essetial i regulatig turbulece i both adiabatic ad hydrodyamic plasma limits, where predators feed o the prey i the former case, or are simply ot produced i the latter. Mechaism for oset of turbulece whe k th 1 is the collapse of the ZF regulatio ω ν ei

43 43 Recommedatios for future work Numerical simulatios of a slow eolutio plasma trasitio form the adiabatic to the hydrodyamic plasma limit. Addig charge-echage effects, ad io-eutral collisios to the model, so to umerically study the role of collisioal ZF dampig Geeralie the model to iclude a iestigatio of both flows ad fluctuatios i H-mode hydrodyamic plasma limit (Need to add temperature equatios for both ios ad electros, EM effects).

44 44 You made a differece. THANK YOU Pat, George for your patiece ad immese kowledge. My family. Luch group people. Awesome Sa Diegas. Aram Dalto.

45 Backup 45

46 46 Scalig of l 0 from eperimetal results k r is calculated form desity fluctuatios.

47 47 Additioal Numerical Results Steepeig of desity profile for differet amplitudes of the desity source S

48 Numerical Results without residual orticity flu Same treds as with a residual stress 48

49 49 Variatios of the shearig factor c u c u =6 c u =600

50 50 Results for Neuma Boudary coditios for orticity For Low B Steepeig of desity. Icrease i Reyolds work (magitude) Deelopmet of elocity shear.

51 51

52 How does ZF collapse square with PV Miig Rossby waes: PV = φ + βy is cosered betwee θ 1 ad θ. Quatitatiely The PV flu Γ q = h ρ s φ Total orticity Ω + ω is froe i Chage i mea orticity Ω leads to a chage i local orticity ω Flow geeratio, ia Taylor s ID. Drift waes: I HW, the q = l φ = l 0 + h + φ φ is cosered alog the lie of desity gradiet. Chage i desity from positio 1 to positio chage i orticity Flow geeratio ia Taylor ID Adiabatic limit α 1: +Particle flu ad orticity flu are tightly coupled (both are prop. to 1/α) Hydrodyamic limit α 1 : +Particle flu is proportioal to 1/ α. +Residual orticity flu is proportioal to α. PV miig is still possible without ZF formatio Particles carry PV flu 5

D. A. D Ippolito, J. R. Myra, and D. A. Russell Lodestar Research Corporation

D. A. D Ippolito, J. R. Myra, and D. A. Russell Lodestar Research Corporation D. A. D Ippolito, J. R. Myra, ad D. A. Russell Research Corporatio Preseted at the 33rd EPS Coferece o Plasma Physics, Rome, Italy, Jue 9-3, 6 Coheret structures ( blobs ) created by edge turbulece covective

More information

Dynamics of Zonal Shear Collapse in Hydrodynamic Electron Limit. Transport Physics of the Density Limit

Dynamics of Zonal Shear Collapse in Hydrodynamic Electron Limit. Transport Physics of the Density Limit Dynamics of Zonal Shear Collapse in Hydrodynamic Electron Limit Transport Physics of the Density Limit R. Hajjar, P. H. Diamond, M. Malkov This research was supported by the U.S. Department of Energy,

More information

Shocks waves and discontinuities.

Shocks waves and discontinuities. Shocks waes ad discotiuities Laurece Rezeau http://www.lpp.fr/?laurece-rezeau OUTLINE Obseratios of discotiuities Jump coditios at the boudary Differet kids of discotiuities What about the boudaries aroud

More information

Modeling of Plasmas and Neutrals Including Plasma-Wall Interaction for Long Term Tokamak Operation

Modeling of Plasmas and Neutrals Including Plasma-Wall Interaction for Long Term Tokamak Operation odelig of Plasmas ad Neutrals Icludig Plasma-Wall Iteractio for Log Term Tokamak Operatio Akiyoshi Hatayama 1, Kousuke Okamoto 1, Ryoko Tatsumi 1, Kazuhiro. Abe 1, ad Kazuaki Haada 2 1. Backgroud/otivatio

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

Velocity and Temperature Boundary- Layer Modeling Using Averaged Molecule cluster Transport Equations

Velocity and Temperature Boundary- Layer Modeling Using Averaged Molecule cluster Transport Equations IUVSTA 011 Leiseiler, May 16 th 011 Velocity ad Temperature Boudary- Layer Modelig Usig Averaged Molecule cluster Trasport Equatios R. Groll Uiversity of Breme, Am Fallturm, D-859 Breme R. Groll 1 Micro

More information

Shock-Turbulence Interaction

Shock-Turbulence Interaction Shock-Turbulece Iteractio A.Sakurai ad M.Tsukamoto Tokyo Deki Uiversity, Nishikicho -, Kada, Chiyoda-ku, Tokyo, Japa Abstract. For the geeral purpose of ivestigatig pheomeo of shock-turbulece iteractio,

More information

UNIFORM FLOW. U x. U t

UNIFORM FLOW. U x. U t UNIFORM FLOW if : 1) there are o appreciable variatios i the chael geometry (width, slope, roughess/grai size), for a certai legth of a river reach ) flow discharge does ot vary the, UNIFORM FLOW coditios

More information

On the Blasius correlation for friction factors

On the Blasius correlation for friction factors O the Blasius correlatio for frictio factors Trih, Khah Tuoc Istitute of Food Nutritio ad Huma Health Massey Uiversity, New Zealad K.T.Trih@massey.ac.z Abstract The Blasius empirical correlatio for turbulet

More information

Numerical Simulation of Thermomechanical Problems in Applied Mechanics: Application to Solidification Problem

Numerical Simulation of Thermomechanical Problems in Applied Mechanics: Application to Solidification Problem Leoardo Joural of Scieces ISSN 1583-0233 Issue 9, July-December 2006 p. 25-32 Numerical Simulatio of Thermomechaical Problems i Applied Mechaics: Applicatio to Solidificatio Problem Vicet Obiajulu OGWUAGWU

More information

Perturbative Thermal Transport Studies on Alcator C-Mod

Perturbative Thermal Transport Studies on Alcator C-Mod Perturbative Thermal Trasport Studies o Alcator C-Mod A.J. Creely 1 A.E. White, 1 E.M. Edlud, 1 N.T. Howard, 2 A.E. Hubbard, 1 S. Houshmadyar 3 1 MIT 2 ORISE 3 UT Austi This work is supported by the US

More information

Toy models for Rayleigh- Taylor instability:

Toy models for Rayleigh- Taylor instability: Toy models for Rayleigh- Taylor istability: Stuart Dalziel Departmet of Applied Mathematics ad Theoretical Physics iversity of Cambridge Iteratioal Workshop o the Physics of Compressible Turbulet Mixig

More information

Numerical Astrophysics: hydrodynamics

Numerical Astrophysics: hydrodynamics Numerical Astrophysics: hydrodyamics Part 1: Numerical solutios to the Euler Equatios Outlie Numerical eperimets are a valuable tool to study astrophysical objects (where we ca rarely do direct eperimets).

More information

1. pn junction under bias 2. I-Vcharacteristics

1. pn junction under bias 2. I-Vcharacteristics Lecture 10 The p Juctio (II) 1 Cotets 1. p juctio uder bias 2. I-Vcharacteristics 2 Key questios Why does the p juctio diode exhibit curret rectificatio? Why does the juctio curret i forward bias icrease

More information

Numerical simulation of two-phase Darcy-Forchheimer flow during CO 2 injection into deep saline aquifers. Andi Zhang Feb. 4, 2013

Numerical simulation of two-phase Darcy-Forchheimer flow during CO 2 injection into deep saline aquifers. Andi Zhang Feb. 4, 2013 Numerical simulatio of two-phase Darcy-Forchheimer flow durig CO 2 ijectio ito deep salie aquifers Adi Zhag Feb. 4, 2013 Darcy flow VS o-darcy flow Darcy flow A liear relatioship betwee volumetric flow

More information

Bohr s Atomic Model Quantum Mechanical Model

Bohr s Atomic Model Quantum Mechanical Model September 7, 0 - Summary - Itroductio to Atomic Theory Bohr s Atomic Model Quatum Mechaical Model 3- Some Defiitio 3- Projects Temperature Pressure Website Subject Areas Plasma is a Mixture of electros,

More information

Modification of Arrhenius Model for Numerical Modelling of Turbulent Flames

Modification of Arrhenius Model for Numerical Modelling of Turbulent Flames J. Basic. Appl. Sci. Res., (5)480-486, 01 01, TextRoad Publicatio ISSN 090-4304 Joural of Basic ad Applied Scietific Research www.textroad.com Modificatio of Arrheius Model for Numerical Modellig of Turbulet

More information

Lecture 9: Diffusion, Electrostatics review, and Capacitors. Context

Lecture 9: Diffusion, Electrostatics review, and Capacitors. Context EECS 5 Sprig 4, Lecture 9 Lecture 9: Diffusio, Electrostatics review, ad Capacitors EECS 5 Sprig 4, Lecture 9 Cotext I the last lecture, we looked at the carriers i a eutral semicoductor, ad drift currets

More information

My involvements with AMPT. Jiangyong Jia, BNL and Stony Brook University

My involvements with AMPT. Jiangyong Jia, BNL and Stony Brook University My ivolvemets with AMPT Jiagyog Jia, BNL ad Stoy Brook Uiversity July 25 27, 2017 Dipolar flow from EbyE fluctuatio of ε 1 2 1203.3410 Odd compoet: vaish at η=0 Eve compoet: ~boost ivariat i η Luzum et.al

More information

Chapter 2 Motion and Recombination of Electrons and Holes

Chapter 2 Motion and Recombination of Electrons and Holes Chapter 2 Motio ad Recombiatio of Electros ad Holes 2.1 Thermal Eergy ad Thermal Velocity Average electro or hole kietic eergy 3 2 kt 1 2 2 mv th v th 3kT m eff 3 23 1.38 10 JK 0.26 9.1 10 1 31 300 kg

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

Response Variable denoted by y it is the variable that is to be predicted measure of the outcome of an experiment also called the dependent variable

Response Variable denoted by y it is the variable that is to be predicted measure of the outcome of an experiment also called the dependent variable Statistics Chapter 4 Correlatio ad Regressio If we have two (or more) variables we are usually iterested i the relatioship betwee the variables. Associatio betwee Variables Two variables are associated

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

Modelling Axial Flow Generation and Profile Evolution in the CSDX Linear Device R. J. Hajjar, P. H. Diamond, G. R. Tynan, R. Hong, S.

Modelling Axial Flow Generation and Profile Evolution in the CSDX Linear Device R. J. Hajjar, P. H. Diamond, G. R. Tynan, R. Hong, S. Modelling Axial Flow Generation and Profile Evolution in the CSDX Linear Device R. J. Hajjar, P. H. Diamond, G. R. Tnan, R. Hong, S. Thakur This material is based upon work supported b the U.S. Department

More information

CO-LOCATED DIFFUSE APPROXIMATION METHOD FOR TWO DIMENSIONAL INCOMPRESSIBLE CHANNEL FLOWS

CO-LOCATED DIFFUSE APPROXIMATION METHOD FOR TWO DIMENSIONAL INCOMPRESSIBLE CHANNEL FLOWS CO-LOCATED DIFFUSE APPROXIMATION METHOD FOR TWO DIMENSIONAL INCOMPRESSIBLE CHANNEL FLOWS C.PRAX ad H.SADAT Laboratoire d'etudes Thermiques,URA CNRS 403 40, Aveue du Recteur Pieau 86022 Poitiers Cedex,

More information

Lecture 10: P-N Diodes. Announcements

Lecture 10: P-N Diodes. Announcements EECS 15 Sprig 4, Lecture 1 Lecture 1: P-N Diodes EECS 15 Sprig 4, Lecture 1 Aoucemets The Thursday lab sectio will be moved a hour later startig this week, so that the TA s ca atted lecture i aother class

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

3D Numerical Analysis of the Unsteady Turbulent Swirling Flow in a Conical Diffuser using FLUENT and OpenFOAM

3D Numerical Analysis of the Unsteady Turbulent Swirling Flow in a Conical Diffuser using FLUENT and OpenFOAM 3D Numerical Aalysis of the Usteady Turbulet Swirlig Flow i a Coical Diffuser usig FLUENT ad OpeFOAM Sebastia Mutea, Seior Researcher, Håka Nilsso, Associate Professor, Chalmers Techology, Gotheburg Romeo

More information

Basic Physics of Semiconductors

Basic Physics of Semiconductors Chater 2 Basic Physics of Semicoductors 2.1 Semicoductor materials ad their roerties 2.2 PN-juctio diodes 2.3 Reverse Breakdow 1 Semicoductor Physics Semicoductor devices serve as heart of microelectroics.

More information

Problem 1. Problem Engineering Dynamics Problem Set 9--Solution. Find the equation of motion for the system shown with respect to:

Problem 1. Problem Engineering Dynamics Problem Set 9--Solution. Find the equation of motion for the system shown with respect to: 2.003 Egieerig Dyamics Problem Set 9--Solutio Problem 1 Fid the equatio of motio for the system show with respect to: a) Zero sprig force positio. Draw the appropriate free body diagram. b) Static equilibrium

More information

Final Exam. Curve of the Binding Energy. Natural radioactivity

Final Exam. Curve of the Binding Energy. Natural radioactivity Fial Exam Wed 3/17 from 3:00pm-5:59 York 2622 Will cover all the course material icludig the last week 25 questios multiple choice. You are allowed to brig 2 sheets of paper with equatios o both sides.

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

MECHANICAL INTEGRITY DESIGN FOR FLARE SYSTEM ON FLOW INDUCED VIBRATION

MECHANICAL INTEGRITY DESIGN FOR FLARE SYSTEM ON FLOW INDUCED VIBRATION MECHANICAL INTEGRITY DESIGN FOR FLARE SYSTEM ON FLOW INDUCED VIBRATION Hisao Izuchi, Pricipal Egieerig Cosultat, Egieerig Solutio Uit, ChAS Project Operatios Masato Nishiguchi, Egieerig Solutio Uit, ChAS

More information

Compact Modeling of Noise in the MOS Transistor

Compact Modeling of Noise in the MOS Transistor Compact Modelig of Noise i the MOS Trasistor Aada Roy, Christia Ez, ) Swiss Federal Istitute of Techology, ausae (EPF), Switzerlad ) Swiss Ceter for Electroics ad Microtechology (CSEM) Neuchâtel, Swtzerlad

More information

STP 226 ELEMENTARY STATISTICS

STP 226 ELEMENTARY STATISTICS TP 6 TP 6 ELEMENTARY TATITIC CHAPTER 4 DECRIPTIVE MEAURE IN REGREION AND CORRELATION Liear Regressio ad correlatio allows us to examie the relatioship betwee two or more quatitative variables. 4.1 Liear

More information

Basic Physics of Semiconductors

Basic Physics of Semiconductors Chater 2 Basic Physics of Semicoductors 2.1 Semicoductor materials ad their roerties 2.2 PN-juctio diodes 2.3 Reverse Breakdow 1 Semicoductor Physics Semicoductor devices serve as heart of microelectroics.

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

Physics Supplement to my class. Kinetic Theory

Physics Supplement to my class. Kinetic Theory Physics Supplemet to my class Leaers should ote that I have used symbols for geometrical figures ad abbreviatios through out the documet. Kietic Theory 1 Most Probable, Mea ad RMS Speed of Gas Molecules

More information

Solid State Device Fundamentals

Solid State Device Fundamentals Solid State Device Fudametals ENS 345 Lecture Course by Alexader M. Zaitsev alexader.zaitsev@csi.cuy.edu Tel: 718 982 2812 4N101b 1 Thermal motio of electros Average kietic eergy of electro or hole (thermal

More information

II. Descriptive Statistics D. Linear Correlation and Regression. 1. Linear Correlation

II. Descriptive Statistics D. Linear Correlation and Regression. 1. Linear Correlation II. Descriptive Statistics D. Liear Correlatio ad Regressio I this sectio Liear Correlatio Cause ad Effect Liear Regressio 1. Liear Correlatio Quatifyig Liear Correlatio The Pearso product-momet correlatio

More information

Olli Simula T / Chapter 1 3. Olli Simula T / Chapter 1 5

Olli Simula T / Chapter 1 3. Olli Simula T / Chapter 1 5 Sigals ad Systems Sigals ad Systems Sigals are variables that carry iformatio Systemstake sigals as iputs ad produce sigals as outputs The course deals with the passage of sigals through systems T-6.4

More information

arxiv: v1 [physics.plasm-ph] 26 Oct 2016

arxiv: v1 [physics.plasm-ph] 26 Oct 2016 Kietic correctios from aalytic o-maxwellia distributio fuctios i magetized plasmas. Oliier Izacard 1, 1 Lawrece Liermore Natioal Laboratory, 7000 East Aeue, L-637, Liermore, Califoria 94550, USA. arxi:1610.081341

More information

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering CEE 5 Autum 005 Ucertaity Cocepts for Geotechical Egieerig Basic Termiology Set A set is a collectio of (mutually exclusive) objects or evets. The sample space is the (collectively exhaustive) collectio

More information

Lecture 6. Semiconductor physics IV. The Semiconductor in Equilibrium

Lecture 6. Semiconductor physics IV. The Semiconductor in Equilibrium Lecture 6 Semicoductor physics IV The Semicoductor i Equilibrium Equilibrium, or thermal equilibrium No exteral forces such as voltages, electric fields. Magetic fields, or temperature gradiets are actig

More information

Boundary layer problem on conveyor belt. Gabriella Bognár University of Miskolc 3515 Miskolc-Egyetemváros, Hungary

Boundary layer problem on conveyor belt. Gabriella Bognár University of Miskolc 3515 Miskolc-Egyetemváros, Hungary Boudary layer problem o coveyor belt Gabriella Bogár Uiversity of Miskolc 355 Miskolc-Egyetemváros, Hugary e-mail: matvbg@ui-miskolc.hu Abstract: A techologically importat source of the boudary layer pheomeo

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

1. Collision Theory 2. Activation Energy 3. Potential Energy Diagrams

1. Collision Theory 2. Activation Energy 3. Potential Energy Diagrams Chemistry 12 Reactio Kietics II Name: Date: Block: 1. Collisio Theory 2. Activatio Eergy 3. Potetial Eergy Diagrams Collisio Theory (Kietic Molecular Theory) I order for two molecules to react, they must

More information

Hydrogen (atoms, molecules) in external fields. Static electric and magnetic fields Oscyllating electromagnetic fields

Hydrogen (atoms, molecules) in external fields. Static electric and magnetic fields Oscyllating electromagnetic fields Hydroge (atoms, molecules) i exteral fields Static electric ad magetic fields Oscyllatig electromagetic fields Everythig said up to ow has to be modified more or less strogly if we cosider atoms (ad ios)

More information

Taylor expansion: Show that the TE of f(x)= sin(x) around. sin(x) = x - + 3! 5! L 7 & 8: MHD/ZAH

Taylor expansion: Show that the TE of f(x)= sin(x) around. sin(x) = x - + 3! 5! L 7 & 8: MHD/ZAH Taylor epasio: Let ƒ() be a ifiitely differetiable real fuctio. A ay poit i the eighbourhood of 0, the fuctio ƒ() ca be represeted by a power series of the followig form: X 0 f(a) f() f() ( ) f( ) ( )

More information

SECOND-LAW ANALYSIS OF LAMINAR NON- NEWTONIAN GRAVITY-DRIVEN LIQUID FILM ALONG AN INCLINED HEATED PLATE WITH VISCOUS DISSIPATION EFFECT

SECOND-LAW ANALYSIS OF LAMINAR NON- NEWTONIAN GRAVITY-DRIVEN LIQUID FILM ALONG AN INCLINED HEATED PLATE WITH VISCOUS DISSIPATION EFFECT Brazilia Joural of Chemical Egieerig ISSN -663 Prited i Brazil www.abeq.org.br/bjche Vol. 6, No., pp. 7 -, April - Jue, 9 SECOND-LAW ANALSIS OF LAMINAR NON- NEWTONIAN GRAVIT-DRIVEN LIQUID FILM ALONG AN

More information

Mechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter

Mechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter Time Respose & Frequecy Respose d -Order Dyamic System -Pole, Low-Pass, Active Filter R 4 R 7 C 5 e i R 1 C R 3 - + R 6 - + e out Assigmet: Perform a Complete Dyamic System Ivestigatio of the Two-Pole,

More information

TURBULENT SHEAR STRESS IN HETEROGENEOUS SEDIMENT-LADEN FLOWS

TURBULENT SHEAR STRESS IN HETEROGENEOUS SEDIMENT-LADEN FLOWS TURBULENT SHEAR STRESS IN HETEROGENEOUS SEDIMENT-LADEN FLOWS By Hyoseop Woo, 1 Associate Member, ASCE, ad Pierre Y. Julie, 2 Member, ASCE INTRODUCTION Curret kowledge of the mechaics of alluvial chaels

More information

Nernst Equation. Nernst Equation. Electric Work and Gibb's Free Energy. Skills to develop. Electric Work. Gibb's Free Energy

Nernst Equation. Nernst Equation. Electric Work and Gibb's Free Energy. Skills to develop. Electric Work. Gibb's Free Energy Nerst Equatio Skills to develop Eplai ad distiguish the cell potetial ad stadard cell potetial. Calculate cell potetials from kow coditios (Nerst Equatio). Calculate the equilibrium costat from cell potetials.

More information

VALIDATION OF A CFD MODEL OF A THREE- DIMENSIONAL TUBE-IN-TUBE HEAT EXCHANGER

VALIDATION OF A CFD MODEL OF A THREE- DIMENSIONAL TUBE-IN-TUBE HEAT EXCHANGER Third Iteratioal Coferece o CFD i the Mierals ad Process Idustries CSIRO, Melboure, Australia 1-1 December 3 VALIDATION OF A CFD MODEL OF A THREE- DIMENSIONAL TUBE-IN-TUBE HEAT EXCHANGER Hilde VAN DER

More information

TIME-CORRELATION FUNCTIONS

TIME-CORRELATION FUNCTIONS p. 8 TIME-CORRELATION FUNCTIONS Time-correlatio fuctios are a effective way of represetig the dyamics of a system. They provide a statistical descriptio of the time-evolutio of a variable for a esemble

More information

SILICA NANOPARTICLES PRODUCED BY THERMAL ARC PLASMA. MODELLING

SILICA NANOPARTICLES PRODUCED BY THERMAL ARC PLASMA. MODELLING Joural of Optoelectroics ad Advaced Materials Vol. 5, No. 3, September 003, p. 679-686 SILICA NANOPARTICLES PRODUCED BY THERMAL ARC PLASMA. MODELLING E. Balabaova * Istitute of Electroics, Bulgaria Academy

More information

REFLECTION AND REFRACTION

REFLECTION AND REFRACTION REFLECTION AND REFRACTION REFLECTION AND TRANSMISSION FOR NORMAL INCIDENCE ON A DIELECTRIC MEDIUM Assumptios: No-magetic media which meas that B H. No dampig, purely dielectric media. No free surface charges.

More information

5. Fast NLMS-OCF Algorithm

5. Fast NLMS-OCF Algorithm 5. Fast LMS-OCF Algorithm The LMS-OCF algorithm preseted i Chapter, which relies o Gram-Schmidt orthogoalizatio, has a compleity O ( M ). The square-law depedece o computatioal requiremets o the umber

More information

Miscellaneous Notes. Lecture 19, p 1

Miscellaneous Notes. Lecture 19, p 1 Miscellaeous Notes The ed is ear do t get behid. All Excuses must be take to 233 Loomis before oo, Thur, Apr. 25. The PHYS 213 fial exam times are * 8-10 AM, Moday, May 6 * 1:30-3:30 PM, Wed, May 8 The

More information

Streamfunction-Vorticity Formulation

Streamfunction-Vorticity Formulation Streamfuctio-Vorticity Formulatio A. Salih Departmet of Aerospace Egieerig Idia Istitute of Space Sciece ad Techology, Thiruvaathapuram March 2013 The streamfuctio-vorticity formulatio was amog the first

More information

Lecture #1 Nasser S. Alzayed.

Lecture #1 Nasser S. Alzayed. Lecture #1 Nasser S. Alzayed alzayed@ksu.edu.sa Chapter 6: Free Electro Fermi Gas Itroductio We ca uderstad may physical properties of metals, ad ot oly of the simple metals, i terms of the free electro

More information

Accuracy of TEXTOR He-beam diagnostics

Accuracy of TEXTOR He-beam diagnostics Accuracy of TEXTOR He-beam diagostics O. Schmitz, I.L.Beigma *, L.A. Vaishtei *, A. Pospieszczyk, B. Schweer, M. Krychoviak, U. Samm ad the TEXTOR team Forschugszetrum Jülich,, Jülich, Germay *Lebedev

More information

A CONFINEMENT MODEL OF HIGH STRENGTH CONCRETE

A CONFINEMENT MODEL OF HIGH STRENGTH CONCRETE 3 th World Coferece o Earthquake Egieerig Vacouver, B.C., Caada August -6, 24 Paper No. 873 A CONFINEMENT MODEL OF HIGH STRENGTH CONCRETE Nobutaka NAKAZAWA, Kazuhiko KAWASHIMA 2, Gakuho WATANABE 3, Ju-ichi

More information

Suggested solutions TEP4170 Heat and combustion technology 25 May 2016 by Ivar S. Ertesvåg. Revised 31 May 2016

Suggested solutions TEP4170 Heat and combustion technology 25 May 2016 by Ivar S. Ertesvåg. Revised 31 May 2016 Suggested solutios TEP470 Heat ad combustio techology 5 May 06 by Ivar S Ertesvåg Revised 3 May 06 ) Itroduce the Reyolds decompositio: ui ui u i (mea ad fluctuatio) ito the give equatio Average the equatio

More information

Chapter 22. Comparing Two Proportions. Copyright 2010, 2007, 2004 Pearson Education, Inc.

Chapter 22. Comparing Two Proportions. Copyright 2010, 2007, 2004 Pearson Education, Inc. Chapter 22 Comparig Two Proportios Copyright 2010, 2007, 2004 Pearso Educatio, Ic. Comparig Two Proportios Read the first two paragraphs of pg 504. Comparisos betwee two percetages are much more commo

More information

EXPERIMENTAL INVESTIGATION ON LAMINAR HIGHLY CONCENTRATED FLOW MODELED BY A PLASTIC LAW Session 5

EXPERIMENTAL INVESTIGATION ON LAMINAR HIGHLY CONCENTRATED FLOW MODELED BY A PLASTIC LAW Session 5 EXPERIMENTAL INVESTIGATION ON LAMINAR HIGHLY CONCENTRATED FLOW MODELED BY A PLASTIC LAW Sessio 5 Sergio Brambilla, Ramo Pacheco, Fabrizio Sala ENEL.HYDRO S.p.a. Polo Idraulico Strutturale, Milao; Seior

More information

L 5 & 6: RelHydro/Basel. f(x)= ( ) f( ) ( ) ( ) ( ) n! 1! 2! 3! If the TE of f(x)= sin(x) around x 0 is: sin(x) = x - 3! 5!

L 5 & 6: RelHydro/Basel. f(x)= ( ) f( ) ( ) ( ) ( ) n! 1! 2! 3! If the TE of f(x)= sin(x) around x 0 is: sin(x) = x - 3! 5! aylor epasio: Let ƒ() be a ifiitely differetiable real fuctio. At ay poit i the eighbourhood of =0, the fuctio ca be represeted as a power series of the followig form: X 0 f(a) f() ƒ() f()= ( ) f( ) (

More information

A proposed discrete distribution for the statistical modeling of

A proposed discrete distribution for the statistical modeling of It. Statistical Ist.: Proc. 58th World Statistical Cogress, 0, Dubli (Sessio CPS047) p.5059 A proposed discrete distributio for the statistical modelig of Likert data Kidd, Marti Cetre for Statistical

More information

Free Surface Hydrodynamics

Free Surface Hydrodynamics Water Sciece ad Egieerig Free Surface Hydrodyamics y A part of Module : Hydraulics ad Hydrology Water Sciece ad Egieerig Dr. Shreedhar Maskey Seior Lecturer UNESCO-IHE Istitute for Water Educatio S. Maskey

More information

Intrinsic Carrier Concentration

Intrinsic Carrier Concentration Itrisic Carrier Cocetratio I. Defiitio Itrisic semicoductor: A semicoductor material with o dopats. It electrical characteristics such as cocetratio of charge carriers, deped oly o pure crystal. II. To

More information

ECE 8527: Introduction to Machine Learning and Pattern Recognition Midterm # 1. Vaishali Amin Fall, 2015

ECE 8527: Introduction to Machine Learning and Pattern Recognition Midterm # 1. Vaishali Amin Fall, 2015 ECE 8527: Itroductio to Machie Learig ad Patter Recogitio Midterm # 1 Vaishali Ami Fall, 2015 tue39624@temple.edu Problem No. 1: Cosider a two-class discrete distributio problem: ω 1 :{[0,0], [2,0], [2,2],

More information

Size, shape and temperature effect on nanomaterials

Size, shape and temperature effect on nanomaterials Idia Joural of Pure & Applied Physics Vol. 53, November 2015, pp. 768-775 Size, shape ad temperature effect o aomaterials G Sharma, S Bhatt, R Kumar & M Kumar* Departmet of Physics, G.B. Pat Uiversity

More information

Physics 219 Summary of linear response theory

Physics 219 Summary of linear response theory 1 Physics 219 Suary of liear respose theory I. INTRODUCTION We apply a sall perturbatio of stregth f(t) which is switched o gradually ( adiabatically ) fro t =, i.e. the aplitude of the perturbatio grows

More information

Holistic Approach to the Periodic System of Elements

Holistic Approach to the Periodic System of Elements Holistic Approach to the Periodic System of Elemets N.N.Truov * D.I.Medeleyev Istitute for Metrology Russia, St.Peterburg. 190005 Moskovsky pr. 19 (Dated: February 20, 2009) Abstract: For studyig the objectivity

More information

Microscopic traffic flow modeling

Microscopic traffic flow modeling Chapter 34 Microscopic traffic flow modelig 34.1 Overview Macroscopic modelig looks at traffic flow from a global perspective, whereas microscopic modelig, as the term suggests, gives attetio to the details

More information

Chapter 2 Motion and Recombination of Electrons and Holes

Chapter 2 Motion and Recombination of Electrons and Holes Chapter 2 Motio ad Recombiatio of Electros ad Holes 2.1 Thermal Motio 3 1 2 Average electro or hole kietic eergy kt mv th 2 2 v th 3kT m eff 23 3 1.38 10 JK 0.26 9.1 10 1 31 300 kg K 5 7 2.310 m/s 2.310

More information

Brazilian Journal of Physics ISSN: Sociedade Brasileira de Física Brasil

Brazilian Journal of Physics ISSN: Sociedade Brasileira de Física Brasil Brailia Joural of Physics ISSN: 3-9733 luio.bjp@gmail.com Sociedade Brasileira de Física Brasil Juli M.C. de; Scheide R.S.; iebell L. F.; Gaeler R. Effects of dust charge variatio o electrostatic waves

More information

SOLUTIONS: ECE 606 Homework Week 7 Mark Lundstrom Purdue University (revised 3/27/13) e E i E T

SOLUTIONS: ECE 606 Homework Week 7 Mark Lundstrom Purdue University (revised 3/27/13) e E i E T SOUIONS: ECE 606 Homework Week 7 Mark udstrom Purdue Uiversity (revised 3/27/13) 1) Cosider a - type semicoductor for which the oly states i the badgap are door levels (i.e. ( E = E D ). Begi with the

More information

Propagation of Cathode-Directed Streamer Discharges in Air

Propagation of Cathode-Directed Streamer Discharges in Air Propagatio of Cathode-Directed Streamer Discharges i Air Yuriy Serdyuk Associate Professor High Voltage Egieerig Chalmers Uiversity of Techology SE-41296 Gotheburg, Swede E-mail: yuriy.serdyuk@chalmers.se

More information

EECS130 Integrated Circuit Devices

EECS130 Integrated Circuit Devices EECS130 Itegrated Circuit Devices Professor Ali Javey 9/04/2007 Semicoductor Fudametals Lecture 3 Readig: fiish chapter 2 ad begi chapter 3 Aoucemets HW 1 is due ext Tuesday, at the begiig of the class.

More information

APPLICATION OF ERGUN EQUATION TO COMPUTATION OF CRITICAL SHEAR VELOCITY SUBJECT TO SEEPAGE

APPLICATION OF ERGUN EQUATION TO COMPUTATION OF CRITICAL SHEAR VELOCITY SUBJECT TO SEEPAGE Citatio: Cheg, N. S. (). Applicatio of Ergu equatio to computatio of critical shear velocity subject to seepage. Joural of Irrigatio ad Draiage Egieerig, ASCE. 9(4), 78-8. APPLICATION OF ERGUN EQUATION

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

Complementi di Fisica Lecture 24

Complementi di Fisica Lecture 24 Comlemeti di Fisica - Lecture 24 18-11-2015 Comlemeti di Fisica Lecture 24 Livio Laceri Uiversità di Trieste Trieste, 18-11-2015 I this lecture Cotets Drift of electros ad holes i ractice (umbers ): coductivity

More information

Nonequilibrium Excess Carriers in Semiconductors

Nonequilibrium Excess Carriers in Semiconductors Lecture 8 Semicoductor Physics VI Noequilibrium Excess Carriers i Semicoductors Noequilibrium coditios. Excess electros i the coductio bad ad excess holes i the valece bad Ambiolar trasort : Excess electros

More information

R is a scalar defined as follows:

R is a scalar defined as follows: Math 8. Notes o Dot Product, Cross Product, Plaes, Area, ad Volumes This lecture focuses primarily o the dot product ad its may applicatios, especially i the measuremet of agles ad scalar projectio ad

More information

Unit 5. Gases (Answers)

Unit 5. Gases (Answers) Uit 5. Gases (Aswers) Upo successful completio of this uit, the studets should be able to: 5. Describe what is meat by gas pressure.. The ca had a small amout of water o the bottom to begi with. Upo heatig

More information

Structure and evolution of AGB stars

Structure and evolution of AGB stars Structure ad evolutio of AGB stars M bol T eff The mai s-process s i AGB stars H 12 C(p,γ) 13 N(β + υ) 13 C 13 C(α,) He-flash eutro source 13 C(α,) 16 dy 13 dt dy dt C = Y = x 13 Y C X Y 4 Y He ρ N ρ N

More information

DEGENERACY AND ALL THAT

DEGENERACY AND ALL THAT DEGENERACY AND ALL THAT Te Nature of Termodyamics, Statistical Mecaics ad Classical Mecaics Termodyamics Te study of te equilibrium bulk properties of matter witi te cotext of four laws or facts of experiece

More information

Numerical Simulation of Shock Induced Turbulence in a Nozzle flow

Numerical Simulation of Shock Induced Turbulence in a Nozzle flow Numerical Simulatio of Shock Iduced Turbulece i a Nozzle flow Mohammad Ali Jiah 1 Abstract I the preset paper, a study has bee coducted to iestigate the shock iduced turbulet flow fields ad shock/turbulet-boudary

More information

Kinetics of Complex Reactions

Kinetics of Complex Reactions Kietics of Complex Reactios by Flick Colema Departmet of Chemistry Wellesley College Wellesley MA 28 wcolema@wellesley.edu Copyright Flick Colema 996. All rights reserved. You are welcome to use this documet

More information

THE NUMERICAL SOLUTION OF THE NEWTONIAN FLUIDS FLOW DUE TO A STRETCHING CYLINDER BY SOR ITERATIVE PROCEDURE ABSTRACT

THE NUMERICAL SOLUTION OF THE NEWTONIAN FLUIDS FLOW DUE TO A STRETCHING CYLINDER BY SOR ITERATIVE PROCEDURE ABSTRACT Europea Joural of Egieerig ad Techology Vol. 3 No., 5 ISSN 56-586 THE NUMERICAL SOLUTION OF THE NEWTONIAN FLUIDS FLOW DUE TO A STRETCHING CYLINDER BY SOR ITERATIVE PROCEDURE Atif Nazir, Tahir Mahmood ad

More information

Stability Evaluation of Surfactant-Grafted Polyacrylamide Used in Oilfields by Evolution of Ammonia

Stability Evaluation of Surfactant-Grafted Polyacrylamide Used in Oilfields by Evolution of Ammonia Joural of Materials Sciece ad hemical Egieerig, 1,, 15-19 Published lie May 1 i SciRes. http://www.scirp.org/joural/msce http://dx.doi.org/1.3/msce.1.53 Stability Evaluatio of Surfactat-Grafted Polyacrylamide

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

FAILURE CRITERIA: MOHR S CIRCLE AND PRINCIPAL STRESSES

FAILURE CRITERIA: MOHR S CIRCLE AND PRINCIPAL STRESSES LECTURE Third Editio FAILURE CRITERIA: MOHR S CIRCLE AND PRINCIPAL STRESSES A. J. Clark School of Egieerig Departmet of Civil ad Evirometal Egieerig Chapter 7.4 b Dr. Ibrahim A. Assakkaf SPRING 3 ENES

More information

All Excuses must be taken to 233 Loomis before 4:15, Monday, April 30.

All Excuses must be taken to 233 Loomis before 4:15, Monday, April 30. Miscellaeous Notes The ed is ear do t get behid. All Excuses must be take to 233 Loomis before 4:15, Moday, April 30. The PYS 213 fial exam times are * 8-10 AM, Moday, May 7 * 8-10 AM, Tuesday, May 8 ad

More information

First, note that the LS residuals are orthogonal to the regressors. X Xb X y = 0 ( normal equations ; (k 1) ) So,

First, note that the LS residuals are orthogonal to the regressors. X Xb X y = 0 ( normal equations ; (k 1) ) So, 0 2. OLS Part II The OLS residuals are orthogoal to the regressors. If the model icludes a itercept, the orthogoality of the residuals ad regressors gives rise to three results, which have limited practical

More information

1 Inferential Methods for Correlation and Regression Analysis

1 Inferential Methods for Correlation and Regression Analysis 1 Iferetial Methods for Correlatio ad Regressio Aalysis I the chapter o Correlatio ad Regressio Aalysis tools for describig bivariate cotiuous data were itroduced. The sample Pearso Correlatio Coefficiet

More information

Studying Traffic Flow Using Simulation Cellular Automata Model

Studying Traffic Flow Using Simulation Cellular Automata Model Iter atioal Joural of Pure ad Applied Mathematics Volume 113 No. 6 2017, 413 421 ISSN: 1311-8080 (prited versio); ISSN: 1314-3395 (o-lie versio) url: http://www.ijpam.eu ijpam.eu Studyig Traffic Flow Usig

More information

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series

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