Transport Properties of Dumbbell Molecules by Equilibrium Molecular Dynamics Simulations
|
|
- Willis Washington
- 7 years ago
- Views:
Transcription
1 EMD Smulatons of Dumbbell Molecules Bull. Korean Chem. Soc. 4, Vol. 5, o Transport Propertes of Dumbbell Molecules by Equlbrum Molecular Dynamcs Smulatons Song H Lee Department of Chemstry, Kyungsung Unversty, Busan , Korea Receved December 15, 3 We presents new results for transport propertes of dumbbell fluds by equlbrum molecular dynamcs (EMD) smulatons usng Green-Kubo and Ensten formulas. It s evdent that the nteracton between dumbbell molecules s less attractve than that between sphercal molecules whch leads to hgher dffuson and to lower frcton. The calculated vscosty, however, s almost ndependent on the molecular elongaton wthn statstcal error bar, whch s contradcted to the Stokes' law. The calculated thermal conductvty ncreases and then decreases as molecular elongaton ncreases. These results of vscosty and thermal conductvty for dumbbell molecules by EMD smulatons are nconsstent wth the earler results of those by non-equlbrum molecular dynamcs (EMD) smulatons. The possble lmtaton of the Green-Kubo and Ensten formulas wth regard to the calculatons of vscosty and thermal conductvty for molecular fluds such as the mssng rotatonal degree of freedom s ponted out. Key Words : Dffuson, Vscosty, Thermal conductvty, Dumbbell, Molecular dynamcs smulaton Introducton The earlest molecular dynamcs (MD) smulaton method has been wdely used to study the monatomc fluds, 1-3 consderng a Lennard-Jones (LJ) potental as the nteracton between pars of partcles, whch has lead to a determnaton of several thermodynamc and transport propertes. For argon, the calculated quanttes agree wthn a few percent wth the expermental data. The purpose of ths comparson between computed and expermental values s not to demonstrate that the real potental s a LJ potental, but to establsh that the proposed model has all the sgnfcant physcal propertes of a real system. Then the smulated system can be consdered as a reference for theoretcal studes of equlbrum and transport propertes. The earlest MD calculatons on polyatomc fluds have been carred out by Harp and Berne 4 usng a Stockmayertype potental to smulate CO and and by Rahman and Stllnger 5 to smulate H O. For datomc (dumbbell) molecules, a very smple extenson of the hard-sphere model s to consder a datomc composed of two hard spheres fused together, 6 but more realstc models nvolve contnuous potentals. Thus,, F, Cl etc. have been depcted as two Lennard-Jones atoms separated by a fxed bond length. 7-9 Recently, Lee and Cummngs reported results of nonequlbrum molecular dynamcs (EMD) smulatons for shear vscostes of pure dumbbell fluds, sphercal/dumbbell mxtures, and dumbbell/dumbbell mxtures. 1 It was found that the nteracton between dumbbell molecules s less attractve than that between sphercal molecules whch leads to lower vscostes as was observed n the expermental fact that the vscosty of normal alkanes s less than that of branched alkanes. More recently, Tokumasu et al. have studed the effect of molecular elongaton on the thermal conductvty of datomc lquds usng a EMD method. 11 It was found that the reduced thermal conductvty ncreases as molecular elongaton ncreases. Detaled analyss of the molecular contrbuton to the thermal conductvty revealed that the contrbuton of the flux caused by energy transport and by translatonal energy transfer to the thermal conductvty s ndependent of the molecular elongaton, and the contrbuton of the heat flux caused by rotatonal energy transfer to the thermal conductvty ncreases wth the ncrease n the molecular elongaton. In the present paper, the dependence of transport propertes of dumbbell molecules on molecular elongaton was analyzed by equlbrum MD smulatons. Ths paper s organzed as follows: In Secton II, we present the molecular models and MD smulaton methods. We dscuss our smulaton results n Secton III and present the concludng remarks n Secton IV. Molecular Models and pt MD Smulaton Methods The dumbbell molecule s modeled as an atom-atom or ste-ste model of a datomc molecule. The total nteracton s a sum of parwse contrbutons from dstnct atoms a n molecule, at poston r a, and b n molecule j, at poston r jb : u j (r j ) = u ab (r ab ) (1) a = 1 b = 1 where r ab s the nter-ste separaton r ab = r a -r jb and u ab s the par potental actng between stes a and b: σ d u ab (r ab ) = 4 ε d () r ab σ d r ab 6 Here σ d and ε d are the Lennard-Jones (LJ) parameters for the dumbbell molecule. The nteratomc separaton n a dumbbell, l, s chosen such as the volume of the dumbbell
2 738 Bull. Korean Chem. Soc. 4, Vol. 5, o. 5 Song H Lee molecule s the same as that of a sphere of dameter σ s. Snce the volume of a dumbbell of two spheres of dameter σ d s gven by 1 3 V d = -- 1 π σ + π l πl 3, (3) 6 d -- σ 4 d for a gven nteratomc separaton l = Lσ d, σ d s determned by equatng V d = V s, and can be expressed n the form of σ d = cσ s. In ths study, we have chosen as L =, 1/1, 1/6, 1/4, and 1/3, and c s determned as 1.,.9616,.989,.91, and.877, respectvely. The other LJ parameter ε d s chosen as ε s /4. The LJ parameters, σ s and ε s, for sphercal Ar are chosen as.345 nm and.9961 kj/mol, respectvely. All MD smulatons n VT and pt ensembles were carred on 178 molecules and fully equlbrated for at least 5, tme steps of 1 15 second (l femto second). The equlbrum propertes were then averaged over 5 blocks of, tme steps for a total of 1, tme steps, and the confguratons of molecules were stored every 1 tme steps for analyses of structural and dynamc propertes. The ntermolecular potentals were subject to sphercal cutoffs as follows: the cutoff dstance was.5 σ s for pure dumbbell fluds. The equatons of translatonal moton n pt ensemble are gven by r = p /m + ε r (4a) p = F ε r α t p (4b) V = 3ε V. (4c) The equatons of rotatonal moton about the center of mass for molecular fluds n pt ensemble are derved usng quaternons 1,13 follows: T p = A T (5a) L p = T p p α r L (5b) q 1 q q 3 q 4 p = L p k , k = x, y, z ω k = 1 -- I k (5c) q 3 q 4 q q 1 ω x q 4 q 3 q 1 q p ω y, (5d) q 1 q q 4 q 3 q q 1 q 3 q 4 A 11 = q 1 q 1 + q q q 3 q 3 + q 4 q 4 A 1 = (q 3 q 4 q 1 q ) A 13 = (q q 3 + q 1 q 4 ) A 1 = (q 1 q + q 3 q 4 ) A = q 1 q 1 q q q 3 q 3 + q 4 q 4 A 3 = (q q 4 q 1 q 3 ) A 31 = (q q 3 q 1 q 4 ) A 3 = (q 1 q 3 + q q 4 ) A 33 = q 1 q 1 q q + q 3 q 3 + q 4 q 4 (5e) where L s the angular momentum of molecule, T s the p p torque on molecule n the laboratory frame, L and ω are, respectvely, the angular momentum and angular veloctes of molecule n ts prncple axs frame, A s the p rotaton matrx whch transforms vectors from the laboratory frame to the prncpal axs frame of molecule, I k s the prncpal axs of momenta of nerta of each molecule, and q k, k = 1,, 3, 4, are the quaternon parameters related to the Euler angles descrbng the orentaton of molecule n the laboratory frame e x = (q q 3 q 1 q 4 ) (6a) e y = (q 1 q 3 + q q 4 ) (6b) e z = q 1 q 1 q q + q 3 q 3 + q 4 q 4 (6c) where e α (α = x, y, z) are the components of ts orentatonal unt vector of molecule. ote that the quaternons satsfy the normalzaton q 1 + q + q 3 + q 4 = 1. The use of quaternons leads to sngularty free equatons of moton. 1,13 The translatonal and rotatonal temperature constrant parameters t and r are gven by and The dlaton rate s gven by ε = p F α t = ε p (7a) α r = [ L T ]/ L. (7b) ( r j p j )( Φ j + Φ j /r j ) j m r j ( Φ j + Φ j /r j ) + 9pV j, (7c) where Φ j s the nteracton potentals between molecules and j. Puttng ε = recovers the VT ensemble. Results and Dscusson Thermodynamc propertes for dumbbell molecules at 94.4 K n VT ensemble ( = 178 and V = nm 3 ) obtaned from our EMD smulatons are lsted n Table 1. The Lennard-Jones (LJ) energy and total energy decrease negatvely wth ncreasng nteratomc separaton n a dumbbell. Ths means that the nteracton between dumbbell molecules becomes less attractve wth the ncrease n the molecular elongaton. The calculated pressure n VT ensemble EMD smulatons, however, becomes negatve and then ncreases postvely as molecular elongaton ncreases. Snce the volume of the dumbbell molecule n varous dumbbell systems s the same as that of a sphere of dameter σ s, ths pressure change mght be due to the molecular shape of dumbbell molecules. 1 Especally note that the modfcaton from the sphere of dameter σ s to the dumbbell system of L=1/1, of whch the nteratomc dstance s.81 σ s, brngs a huge pressure change from 4 atm to the negatve pressure of -17 atm. In the cases of L=1/4 and 1/3, the calculated pressures are postve due to the repulsve nteracton
3 EMD Smulatons of Dumbbell Molecules Bull. Korean Chem. Soc. 4, Vol. 5, o Table 1. LJ energy (E LJ n kj/mol), total energy (E tot n kj/mol), and pressure (p n atm) of dumbbell molecules at 94.4 K n VT ensembles (V = nm 3 ) Propertes L= L=1/1 L=1/6 L=1/4 L=1/3 E LJ ± ± ± ± ±.13 E tot -4.6 ± ± ± ± ±.14 p ± ± ± ± ± 3.5 Table. LJ energy (E LJ n kj/mol), total energy (E tot n kj/mol), pressure (p n atm), volume (V n nm 3 ) and of dumbbell molecules at 94.4 K n pt ensembles Propertes L= L=1/1 L=1/6 L=1/4 L=1/3 E LJ ± ± ± ± ±.53 E tot ± ± ± ± ±.53 p 1.18 ± ± ± ± ± 1.1 V 84.1 ± ± ± ± ± 3.5 between dumbbell molecules caused by the ncrease n the molecular elongaton. The correspondng pt ensemble (p = 1 atm) EMD smulatons mmedately carred out wth a careful consderaton of the long-range correcton due to the sphercal cut-off the potental, whch s a tal correcton estmatng the contrbuton from pars of partcles whose dstance apart s greater than the cut-off dstance. 14,15 Table lsts the resultng thermodynamc propertes for dumbbell molecules at 94.4 K obtaned from our EMD smulatons. The calculated pressures n pt ensemble EMD smulatons are much close to 1 atm. Agan the modfcaton from the sphere of dameter σ s to the dumbbell system of L=1/1 brngs a huge volume change from 84 nm 3 to 79 nm 3. Also note that beyond the elongaton of L=1/3, for example, n the dumbbell systems of L=5/1 and 1/, the system becomes nfnte dluton, keepng the pressure of the system as 1 atm. Fgures 1 and show the center of mass radal dstrbuton functons of dumbbell molecules at 94.4 K n VT and pt Fgure 1. Center of mass radal dstrbuton functon of dumbbell molecules at 94.4 K n VT ensembles wth r * =r/σ s. Fgure. Center of mass radal dstrbuton functon of dumbbell molecules at 94.4 K n pt ensembles wth r * =r/σ s. ensembles, respectvely. The radal dstrbuton functon, g(r), s defned as g(r) = r, r ( ) (8) ρ Vr, r ( ) where ρ o s the bulk densty, (r, r) s the number of molecules n a shell whch s between r r/ and r+ r/ from the center of a molecule wth r =. nm, V(r, r) s the volume of the shell, and <Î> ndcates the correspondng ensemble (VT or pt) average. In both VT and pt ensemble EMD smulatons, as the molecular elongaton ncreases, the frst and second peaks n the center of mass g(r) dmnsh gradually and the mnma ncrease. It s also observed that the nearest dstance between centers of dumbbell molecules becomes shorter wth the ncrease n the molecular elongaton. Ths s because the centers of mass of dumbbell molecules come closer as the molecular elongaton ncreases. When the center of mass g(r) n VT ensemble EMD s compared wth that n pt ensemble EMD for the same value of L, the dfference n the
4 74 Bull. Korean Chem. Soc. 4, Vol. 5, o. 5 Song H Lee frst peaks of g(r) ndcates the volume change effect from VT to pt. At L= the center of mass g(r) s almost the same snce volume change s so small, but n the cases of L=1/1 and 1/6, the decreasng volume makes the frst peak of g(r) hgher, whle n the cases of L=1/3 and 1/4, the ncreasng volume makes the frst peak of g(r) lower. As dynamc propertes, we consder dffuson constant (D), vscosty (η), thermal conductvty (λ), and frcton constant (ζ) of dumbbell systems. Dffuson constant can be obtaned through two routes: the Green-Kubo formula from velocty auto-correlaton functons (VAC): D s = v () t v ( ) dt (9a) and the Ensten formula from mean square dsplacements (MSD): D s = 1. (9b) 6 -- lm d< r() t r( ) t dt Vscosty and thermal conductvty are calculated by the modfed Green-Kubo and Ensten formulas for better statstcal accuracy 16 : η = V -----, (1a) kt dt P αβ ( ) P αβ () t where P αβ () t = 1 wth V -- [ mv α () t v β () t + r α () t f β () t ] αβ = xy, xz, yx, yz, zx, zy, and the modfed Ensten formula for shear vscosty s η = 1, (1b) V lm ---- d [ Q ktt dt αβ () Q t αβ ( ) ] where Q αβ (t) Q αβ () = dτ P αβ (τ). The modfed Green-Kubo formula for thermal conductvty 16 s V λ = , (11a) kt dt J Qα ( ) J Qα () t where J Qα (t) = -- 1 {ε (t) ½ v α (t) + r α (t) ½ [v (t) ½ f (t)]} wth α V = x, y, z, and ε () t = p () t The modfed m -- φ[ r j () t ] j Ensten formula for thermal conductvty 16 s λ = 1, (11b) V kt lm ---- d [ ε dt α () ε t α ( ) ] t t where ( ε α () ε t α ( ) ) = dτj. Frcton constant s Qα( τ) obtaned from the tme ntegral of the force auto-correlaton functon 17,18 : ζ = τ = , (1) τ r 3kT dt f () t f ( ) where f (t) = F (t) <F (t)>, F (t) s the total force exerted on molecule, and τ r s the macroscopc relaxaton tme of the FAC. 18 The frcton constants were obtaned by the tme ntegral of the total FAC wth choosng the upper lmt of τ as the tme whch the FAC has the frst negatve value by assumng that the fast random force correlaton ends at that tme. Dffuson constant, vscosty, and thermal conductvty of dumbbell molecules through the Green-Kubo and Ensten formulas and frcton constant at 94.4 K n VT and pt ensembles obtaned from our EMD smulatons are lsted n Tables 3 and 4, respectvely. In both VT and pt ensemble t Table 3. Dffuson constant (D n 1 5 cm /sec), vscosty (η n mp), and thermal conductvty (λ n 1 4 cal/k cm sec) by the Green-Kubo and Ensten formulas and frcton constant (ζ n g/mol ps) of dumbbell molecules at 94.4 K n VT ensembles Propertes L= L=1/1 L=1/6 L=1/4 L=1/3 D G-K.433 ± ± ± ± ±.18 E.49 ± ± ± ± ±.118 η G-K.98 ± ± ± ± ±.171 E 3. ± ± ± ± ±.64 λ G-K ± ± ± ± ±.4 E 3.13 ± ± ± ± ±.181 ζ Eq. (1) 18.6 ± ± ± ± ±.4 Eq. (13) Table 4. Dffuson constant (D n 1 5 cm /sec), vscosty (η n mp), and thermal conductvty (λ n 1 4 cal/k cm sec) by the Green-Kubo and Ensten formulas and frcton constant (ζ n g/mol ps) of dumbbell molecules at 94.4 K n pt ensembles Propertes L= L=1/1 L=1/6 L=1/4 L=1/3 D G-K.59 ± ± ± ± ±.73 E.516 ± ± ± ± ±.4 η G-K.93 ± ± ± ± ±.68 E 3.18 ± ± ±..874 ±.6.66 ±.15 λ G-K ± ± ± ± ±.387 E ± ± ± ± ±.8 ζ Eq. (1) 179. ± ± ± ± ± 1.8 Eq. (13)
5 EMD Smulatons of Dumbbell Molecules Bull. Korean Chem. Soc. 4, Vol. 5, o EMD smulatons, t s evdent that as the molecular elongaton ncreases, the dffuson constant ncreases and the frcton constant decreases. The frcton constant ζ s related to the dffuson constant D by Stoke- Ensten relaton: ζ = kt/d. (13) Table contans the frcton constants obtaned from Eq. (13) usng D obtaned from the Green-Kubo formula n Table. Both the frcton constants gve a correct qualtatve trend: decrease wth the ncrease n the molecular elongaton. The calculated frcton constants from the FAC's usng Eq. (1) are always less than those obtaned from Eq. (13) whch reflects that the random FAC decays slower than the total FAC as descrbed by Kubo (see Fg. n Ref. 18), but the overall agreement s qute good n the same magntude of order. When dffuson and frcton constants n VT ensemble EMD are compared wth those n pt ensemble EMD for the same value of L, the dfferences n dffuson and frcton constants also ndcate the volume change effect from VT to pt. In the cases of L=1/1 and 1/6, the decreasng volume makes dffuson constant lower and frcton constant hgher, whle n the cases of L=, 1/3 and 1/4, the ncreasng volume makes dffuson constant hgher and frcton constant lower. On the other hand, the vscosty (η) obtaned from our VT and pt ensemble EMD smulatons does not show any clear trend of dependency on the molecular elongaton. Accordng to the Stokes' relaton for a sphercal partcle of radus σ (ζ = 6πση), η should be proportonal to ζ. But the calculated vscosty n VT ensemble EMD s almost ndependent on the molecular elongaton wthn statstcal error bar, whle the calculated vscosty n pt ensemble EMD decreases wth the ncrease n the molecular elongaton except L=. Ths result s nconsstent wth the VT ensemble EMD smulaton result for dumbbell molecules at T=135 K and ρ = 1.34 g/cm 3, whch reported the decrease of the vscosty wth the ncrease n the molecular elongaton for L =, 1/5, 1/3, and 1/. 1 The man reason for ths nconsstency may be due to the mssng of the contrbuton of rotatonal degree of freedom to the vscosty of dumbbell molecules n EMD smulatons through Green-Kubo and Ensten relatons. The thermal conductvty (λ) obtaned from our VT and pt ensemble EMD smulatons ncreases and then decreases as molecular elongaton ncreases. Ths result s also nconsstent wth the EMD smulaton result for two-center LJ molecules, 11 whch reported that the reduced thermal conductvty ncreases as molecular elongaton ncreases. It was found that the contrbuton of the flux caused by energy transport and by translatonal energy transfer to the thermal conductvty s ndependent of the molecular elongaton, and the contrbuton of the heat flux caused by rotatonal energy transfer to the thermal conductvty ncreases wth the ncrease n the molecular elongaton. In the EMD smulaton, 11 the rotatonal degree of freedom was taken nto consderaton n the heat flux of each lqud, but the heat flux, J Qα(t) n Eq. (11a), s mssng the term ω (t) T (t), where ω and T are the angular velocty and the torque vector of molecule, respectvely. Also, the total energy ε (t) s mssng the rotatonal knetc energy term, 1/ω I ω, where I s the tensor of nerta of molecule. Ths rotatonal degree of freedom mght be taken nto consderaton n the vscous moton for dumbbell molecules. Ths should be ponted out as a possble lmtaton of the Green-Kubo and Ensten formulas wth regard to the calculatons of vscosty and thermal conductvty for molecular fluds. Recalculatons of the vscosty and thermal conductvty, takng nto consderaton the rotatonal degree of freedom, for dumbbell molecules are presently under study. Concluson The effect of molecular elongaton on the transport propertes of dumbbell fluds has been studed by VT and pt ensemble equlbrum molecular dynamcs (EMD) smulatons usng Green-Kubo and Ensten formulas. The nteracton between dumbbell molecules becomes less attractve wth the ncrease n the molecular elongaton, whch leads to hgher dffuson and to lower frcton. The calculated dffuson and frcton constants, D and ζ, are well descrbed by Stoke- Ensten relaton. The results of vscosty and thermal conductvty for dumbbell molecules obtaned from our EMD smulatons do not show any clear trend of dependency on the molecular elongaton. But the earler results usng EMD smulatons reported that the vscosty decreases and the thermal conductvty ncreases as molecular elongaton ncreases. It s ponted out that the early Green-Kubo and Ensten formulas for monatomc molecules s mssng the rotatonal degree of freedom whch should be taken nto consderaton for the transport propertes of molecular fluds. Acknowledgment. Ths research was supported by Kyungsung Unversty Research Grants n 4. References 1. Alder, B. J.; Wanwrght, T. E. J. Chem. Phys. 1959, 31, Rahman, A. Phys. Rev. 1964, 136A, Berne, B. J.; Harp, G. D. Advan. Chem. Phys. 197, 17, Harp, G. D.; Berne, B. J. Phys. Rev. 197, A, Rahman, A.; Stlllnger, F. H. J. Chem. Phys. 1971, 55, Streett, W. B.; Tldesley, D. J. Proc. R. Soc. Lond. 1976, A348, Barojas, J.; Levcsque, D.; Quentrec, B. Phys. Rev. 1973, A7, Cheung, P. S. Y.; Powles, J. G. Mol. Phys. 1975, 3, Snger, K.; Taylor, A.; Snger, J. V. L. Mol. Phys. 1977, 33, Lee, S. H.; Cummngs, P. T. Mol. Sm. 1, 7, Tokumasu, T.; Ohara, T.; Kamjo, K. J. Chem. Phys. 3, 118, Evans, D. J. Mol. Phys. 1977, 34, Evans, D. J.; Murad, S. Mol. Phys. 1977, 34, Allen, M. P.; Tldesley, D. J. Computer Smulaton of Lquds; Oxford Unv. Press: Oxford, 1987; p Lee, S. H.; Km, H. S.; Pak, H. J. Chem. Phys. 199, 97, Lee, S. H.; Park, D. K.; Kang, D. B. Bull. Korean Chem. Soc. 3, 4, Cccott, G.; Ferraro, M.; Hynes, J. T.; Kapral, R. J. Chem. Phys. 199, 93, Kubo, R. Rep. Prog. Phys. 1966, 9, 55.
Rotation Kinematics, Moment of Inertia, and Torque
Rotaton Knematcs, Moment of Inerta, and Torque Mathematcally, rotaton of a rgd body about a fxed axs s analogous to a lnear moton n one dmenson. Although the physcal quanttes nvolved n rotaton are qute
More informationViscosity of Solutions of Macromolecules
Vscosty of Solutons of Macromolecules When a lqud flows, whether through a tube or as the result of pourng from a vessel, layers of lqud slde over each other. The force f requred s drectly proportonal
More informationDamage detection in composite laminates using coin-tap method
Damage detecton n composte lamnates usng con-tap method S.J. Km Korea Aerospace Research Insttute, 45 Eoeun-Dong, Youseong-Gu, 35-333 Daejeon, Republc of Korea yaeln@kar.re.kr 45 The con-tap test has the
More informationMean Molecular Weight
Mean Molecular Weght The thermodynamc relatons between P, ρ, and T, as well as the calculaton of stellar opacty requres knowledge of the system s mean molecular weght defned as the mass per unt mole of
More informationwhere the coordinates are related to those in the old frame as follows.
Chapter 2 - Cartesan Vectors and Tensors: Ther Algebra Defnton of a vector Examples of vectors Scalar multplcaton Addton of vectors coplanar vectors Unt vectors A bass of non-coplanar vectors Scalar product
More informationNMT EE 589 & UNM ME 482/582 ROBOT ENGINEERING. Dr. Stephen Bruder NMT EE 589 & UNM ME 482/582
NMT EE 589 & UNM ME 482/582 ROBOT ENGINEERING Dr. Stephen Bruder NMT EE 589 & UNM ME 482/582 7. Root Dynamcs 7.2 Intro to Root Dynamcs We now look at the forces requred to cause moton of the root.e. dynamcs!!
More informationKinetic Energy-Based Temperature Computation in Non-Equilibrium Molecular Dynamics Simulation
Copyrght 202 Amercan Scentfc Publshers All rghts reserved Prnted n the Unted States of Amerca Journal of Computatonal and Theoretcal Nanoscence Vol. 9,428 433, 202 Knetc Energy-Based Temperature Computaton
More informationGoals Rotational quantities as vectors. Math: Cross Product. Angular momentum
Physcs 106 Week 5 Torque and Angular Momentum as Vectors SJ 7thEd.: Chap 11.2 to 3 Rotatonal quanttes as vectors Cross product Torque expressed as a vector Angular momentum defned Angular momentum as a
More informationAn Alternative Way to Measure Private Equity Performance
An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate
More informationRecurrence. 1 Definitions and main statements
Recurrence 1 Defntons and man statements Let X n, n = 0, 1, 2,... be a MC wth the state space S = (1, 2,...), transton probabltes p j = P {X n+1 = j X n = }, and the transton matrx P = (p j ),j S def.
More informationKinetic Energy-Based Temperature Computation in Non-Equilibrium Molecular. Dynamics Simulation. China. Avenue, Kowloon, Hong Kong, China
Knetc Energy-Based Temperature omputaton n on-equlbrum Molecular Dynamcs Smulaton Bn Lu, * Ran Xu, and Xaoqao He AML, Department of Engneerng Mechancs, Tsnghua Unversty, Bejng 00084, hna Department of
More informationCompaction of the diamond Ti 3 SiC 2 graded material by the high speed centrifugal compaction process
Archves of Materals Scence and Engneerng Volume 8 Issue November 7 Pages 677-68 Internatonal Scentfc Journal publshed monthly as the organ of the Commttee of Materals Scence of the Polsh Academy of Scences
More informationFaraday's Law of Induction
Introducton Faraday's Law o Inducton In ths lab, you wll study Faraday's Law o nducton usng a wand wth col whch swngs through a magnetc eld. You wll also examne converson o mechanc energy nto electrc energy
More informationHow To Calculate The Accountng Perod Of Nequalty
Inequalty and The Accountng Perod Quentn Wodon and Shlomo Ytzha World Ban and Hebrew Unversty September Abstract Income nequalty typcally declnes wth the length of tme taen nto account for measurement.
More informationSIMULATION OF THERMAL AND CHEMICAL RELAXATION IN A POST-DISCHARGE AIR CORONA REACTOR
XVIII Internatonal Conference on Gas Dscharges and Ther Applcatons (GD 2010) Grefswald - Germany SIMULATION OF THERMAL AND CHEMICAL RELAXATION IN A POST-DISCHARGE AIR CORONA REACTOR M. Mezane, J.P. Sarrette,
More informationUniversity Physics AI No. 11 Kinetic Theory
Unersty hyscs AI No. 11 Knetc heory Class Number Name I.Choose the Correct Answer 1. Whch type o deal gas wll hae the largest alue or C -C? ( D (A Monatomc (B Datomc (C olyatomc (D he alue wll be the same
More informationLagrangian Dynamics: Virtual Work and Generalized Forces
Admssble Varatons/Vrtual Dsplacements 1 2.003J/1.053J Dynamcs and Control I, Sprng 2007 Paula Echeverr, Professor Thomas Peacock 4/4/2007 Lecture 14 Lagrangan Dynamcs: Vrtual Work and Generalzed Forces
More information8.5 UNITARY AND HERMITIAN MATRICES. The conjugate transpose of a complex matrix A, denoted by A*, is given by
6 CHAPTER 8 COMPLEX VECTOR SPACES 5. Fnd the kernel of the lnear transformaton gven n Exercse 5. In Exercses 55 and 56, fnd the mage of v, for the ndcated composton, where and are gven by the followng
More informationTECHNICAL NOTES 3. Hydraulic Classifiers
TECHNICAL NOTES 3 Hydraulc Classfers 3.1 Classfcaton Based on Dfferental Settlng - The Hydrocyclone 3.1.1 General prncples of the operaton of the hydrocyclone The prncple of operaton of the hydrocyclone
More informationLinear Circuits Analysis. Superposition, Thevenin /Norton Equivalent circuits
Lnear Crcuts Analyss. Superposton, Theenn /Norton Equalent crcuts So far we hae explored tmendependent (resste) elements that are also lnear. A tmendependent elements s one for whch we can plot an / cure.
More informationRotation and Conservation of Angular Momentum
Chapter 4. Rotaton and Conservaton of Angular Momentum Notes: Most of the materal n ths chapter s taken from Young and Freedman, Chaps. 9 and 0. 4. Angular Velocty and Acceleraton We have already brefly
More informationThe OC Curve of Attribute Acceptance Plans
The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4
More informationPortfolio Loss Distribution
Portfolo Loss Dstrbuton Rsky assets n loan ortfolo hghly llqud assets hold-to-maturty n the bank s balance sheet Outstandngs The orton of the bank asset that has already been extended to borrowers. Commtment
More informationChapter 11 Torque and Angular Momentum
Chapter 11 Torque and Angular Momentum I. Torque II. Angular momentum - Defnton III. Newton s second law n angular form IV. Angular momentum - System of partcles - Rgd body - Conservaton I. Torque - Vector
More informationMOLECULAR PARTITION FUNCTIONS
MOLECULR PRTITIO FUCTIOS Introducton In the last chapter, we have been ntroduced to the three man ensembles used n statstcal mechancs and some examples of calculatons of partton functons were also gven.
More information1. Fundamentals of probability theory 2. Emergence of communication traffic 3. Stochastic & Markovian Processes (SP & MP)
6.3 / -- Communcaton Networks II (Görg) SS20 -- www.comnets.un-bremen.de Communcaton Networks II Contents. Fundamentals of probablty theory 2. Emergence of communcaton traffc 3. Stochastc & Markovan Processes
More informationModule 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur
Module LOSSLESS IMAGE COMPRESSION SYSTEMS Lesson 3 Lossless Compresson: Huffman Codng Instructonal Objectves At the end of ths lesson, the students should be able to:. Defne and measure source entropy..
More informationLecture 2 The First Law of Thermodynamics (Ch.1)
Lecture he Frst Law o hermodynamcs (Ch.) Outlne:. Internal Energy, Work, Heatng. Energy Conservaton the Frst Law 3. Quas-statc processes 4. Enthalpy 5. Heat Capacty Internal Energy he nternal energy o
More informationEffects of Extreme-Low Frequency Electromagnetic Fields on the Weight of the Hg at the Superconducting State.
Effects of Etreme-Low Frequency Electromagnetc Felds on the Weght of the at the Superconductng State. Fran De Aquno Maranhao State Unversty, Physcs Department, S.Lus/MA, Brazl. Copyrght 200 by Fran De
More informationDEFINING %COMPLETE IN MICROSOFT PROJECT
CelersSystems DEFINING %COMPLETE IN MICROSOFT PROJECT PREPARED BY James E Aksel, PMP, PMI-SP, MVP For Addtonal Informaton about Earned Value Management Systems and reportng, please contact: CelersSystems,
More informationAnswer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy
4.02 Quz Solutons Fall 2004 Multple-Choce Questons (30/00 ponts) Please, crcle the correct answer for each of the followng 0 multple-choce questons. For each queston, only one of the answers s correct.
More informationNumerical Analysis of the Natural Gas Combustion Products
Energy and Power Engneerng, 2012, 4, 353-357 http://dxdoorg/104236/epe201245046 Publshed Onlne September 2012 (http://wwwscrporg/journal/epe) Numercal Analyss of the Natural Gas Combuston Products Fernando
More informationBERNSTEIN POLYNOMIALS
On-Lne Geometrc Modelng Notes BERNSTEIN POLYNOMIALS Kenneth I. Joy Vsualzaton and Graphcs Research Group Department of Computer Scence Unversty of Calforna, Davs Overvew Polynomals are ncredbly useful
More informationsubstances (among other variables as well). ( ) Thus the change in volume of a mixture can be written as
Mxtures and Solutons Partal Molar Quanttes Partal molar volume he total volume of a mxture of substances s a functon of the amounts of both V V n,n substances (among other varables as well). hus the change
More informationRisk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008
Rsk-based Fatgue Estmate of Deep Water Rsers -- Course Project for EM388F: Fracture Mechancs, Sprng 2008 Chen Sh Department of Cvl, Archtectural, and Envronmental Engneerng The Unversty of Texas at Austn
More informationInstitute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic
Lagrange Multplers as Quanttatve Indcators n Economcs Ivan Mezník Insttute of Informatcs, Faculty of Busness and Management, Brno Unversty of TechnologCzech Republc Abstract The quanttatve role of Lagrange
More informationLaws of Electromagnetism
There are four laws of electromagnetsm: Laws of Electromagnetsm The law of Bot-Savart Ampere's law Force law Faraday's law magnetc feld generated by currents n wres the effect of a current on a loop of
More information"Research Note" APPLICATION OF CHARGE SIMULATION METHOD TO ELECTRIC FIELD CALCULATION IN THE POWER CABLES *
Iranan Journal of Scence & Technology, Transacton B, Engneerng, ol. 30, No. B6, 789-794 rnted n The Islamc Republc of Iran, 006 Shraz Unversty "Research Note" ALICATION OF CHARGE SIMULATION METHOD TO ELECTRIC
More informationSection 2 Introduction to Statistical Mechanics
Secton 2 Introducton to Statstcal Mechancs 2.1 Introducng entropy 2.1.1 Boltzmann s formula A very mportant thermodynamc concept s that of entropy S. Entropy s a functon of state, lke the nternal energy.
More informationInner core mantle gravitational locking and the super-rotation of the inner core
Geophys. J. Int. (2010) 181, 806 817 do: 10.1111/j.1365-246X.2010.04563.x Inner core mantle gravtatonal lockng and the super-rotaton of the nner core Matheu Dumberry 1 and Jon Mound 2 1 Department of Physcs,
More informationJet Engine. Figure 1 Jet engine
Jet Engne Prof. Dr. Mustafa Cavcar Anadolu Unversty, School of Cvl Avaton Esksehr, urkey GROSS HRUS INAKE MOMENUM DRAG NE HRUS Fgure 1 Jet engne he thrust for a turboet engne can be derved from Newton
More informationThe circuit shown on Figure 1 is called the common emitter amplifier circuit. The important subsystems of this circuit are:
polar Juncton Transstor rcuts Voltage and Power Amplfer rcuts ommon mtter Amplfer The crcut shown on Fgure 1 s called the common emtter amplfer crcut. The mportant subsystems of ths crcut are: 1. The basng
More information- 573 A Possible Detector for the Study of Weak Interactions at Fermi Clash R. Singer Argonne National Laboratory
- 573 A Possble Detector for the Study of Weak nteractons at Ferm Clash R. Snger Argonne Natonal Laboratory The purpose of ths paper s to pont out what weak nteracton phenomena may exst for center-of-mass
More informationEffect of a spectrum of relaxation times on the capillary thinning of a filament of elastic liquid
J. Non-Newtonan Flud Mech., 72 (1997) 31 53 Effect of a spectrum of relaxaton tmes on the capllary thnnng of a flament of elastc lqud V.M. Entov a, E.J. Hnch b, * a Laboratory of Appled Contnuum Mechancs,
More informationOptical Measurement of the Speed of Sound in Air Over the Temperature Range 300-650 K
NASA/CR-2000-210114 ICASE Report No. 2000-20 Optcal Measurement of the Speed of Sound n Ar Over the Temperature Range 300-650 K Roger C. Hart ICASE, Hampton, Vrgna R. Jeffrey Balla and G.C. Herrng NASA
More informationPSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12
14 The Ch-squared dstrbuton PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 1 If a normal varable X, havng mean µ and varance σ, s standardsed, the new varable Z has a mean 0 and varance 1. When ths standardsed
More informationThe Development of Web Log Mining Based on Improve-K-Means Clustering Analysis
The Development of Web Log Mnng Based on Improve-K-Means Clusterng Analyss TngZhong Wang * College of Informaton Technology, Luoyang Normal Unversty, Luoyang, 471022, Chna wangtngzhong2@sna.cn Abstract.
More information1. Measuring association using correlation and regression
How to measure assocaton I: Correlaton. 1. Measurng assocaton usng correlaton and regresson We often would lke to know how one varable, such as a mother's weght, s related to another varable, such as a
More informationIntroduction to Statistical Physics (2SP)
Introducton to Statstcal Physcs (2SP) Rchard Sear March 5, 20 Contents What s the entropy (aka the uncertanty)? 2. One macroscopc state s the result of many many mcroscopc states.......... 2.2 States wth
More informationInterlude: Interphase Mass Transfer
Interlude: Interphase Mass Transfer The transport of mass wthn a sngle phase depends drectly on the concentraton gradent of the transportng speces n that phase. Mass may also transport from one phase to
More informationbenefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).
REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or
More informationCan Auto Liability Insurance Purchases Signal Risk Attitude?
Internatonal Journal of Busness and Economcs, 2011, Vol. 10, No. 2, 159-164 Can Auto Lablty Insurance Purchases Sgnal Rsk Atttude? Chu-Shu L Department of Internatonal Busness, Asa Unversty, Tawan Sheng-Chang
More informationTopical Workshop for PhD students Adsorption and Diffusion in MOFs Institut für Nichtklassische Chemie, Germany, www.uni-leipzig.
Gas Separaton and Purfcaton Measurement of Breakthrough Curves Topcal Workshop for PhD students Adsorpton and Dffuson n MOFs Adsorpton on Surfaces / Separaton effects Useful features Thermodynamc effect
More information1 What is a conservation law?
MATHEMATICS 7302 (Analytcal Dynamcs) YEAR 2015 2016, TERM 2 HANDOUT #6: MOMENTUM, ANGULAR MOMENTUM, AND ENERGY; CONSERVATION LAWS In ths handout we wll develop the concepts of momentum, angular momentum,
More informationTHE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek
HE DISRIBUION OF LOAN PORFOLIO VALUE * Oldrch Alfons Vascek he amount of captal necessary to support a portfolo of debt securtes depends on the probablty dstrbuton of the portfolo loss. Consder a portfolo
More informationLecture Topics. 6. Sensors and instrumentation 7. Actuators and power transmission devices. (System and Signal Processing) DR.1 11.12.
Lecture Tocs 1. Introducton 2. Basc knematcs 3. Pose measurement and Measurement of Robot Accuracy 4. Trajectory lannng and control 5. Forces, moments and Euler s laws 5. Fundamentals n electroncs and
More informationBrigid Mullany, Ph.D University of North Carolina, Charlotte
Evaluaton And Comparson Of The Dfferent Standards Used To Defne The Postonal Accuracy And Repeatablty Of Numercally Controlled Machnng Center Axes Brgd Mullany, Ph.D Unversty of North Carolna, Charlotte
More informationHow To Analyze The Flow Patterns Of A Fracture Network
Flud Flow Complexty n Fracture Networks: Analyss wth Graph Theory and LBM Ghaffar, H.O. Department of Cvl Engneerng and Lassonde Insttute, Unversty of Toronto, Toronto, Canada Nasser, M.H.B. Department
More informationOn the Optimal Control of a Cascade of Hydro-Electric Power Stations
On the Optmal Control of a Cascade of Hydro-Electrc Power Statons M.C.M. Guedes a, A.F. Rbero a, G.V. Smrnov b and S. Vlela c a Department of Mathematcs, School of Scences, Unversty of Porto, Portugal;
More informationWhat is Candidate Sampling
What s Canddate Samplng Say we have a multclass or mult label problem where each tranng example ( x, T ) conssts of a context x a small (mult)set of target classes T out of a large unverse L of possble
More informationInertial Field Energy
Adv. Studes Theor. Phys., Vol. 3, 009, no. 3, 131-140 Inertal Feld Energy C. Johan Masrelez 309 W Lk Sammamsh Pkwy NE Redmond, WA 9805, USA jmasrelez@estfound.org Abstract The phenomenon of Inerta may
More informationChapter 9. Linear Momentum and Collisions
Chapter 9 Lnear Momentum and Collsons CHAPTER OUTLINE 9.1 Lnear Momentum and Its Conservaton 9.2 Impulse and Momentum 9.3 Collsons n One Dmenson 9.4 Two-Dmensonal Collsons 9.5 The Center of Mass 9.6 Moton
More informationHÜCKEL MOLECULAR ORBITAL THEORY
1 HÜCKEL MOLECULAR ORBITAL THEORY In general, the vast maorty polyatomc molecules can be thought of as consstng of a collecton of two electron bonds between pars of atoms. So the qualtatve pcture of σ
More informationPERRON FROBENIUS THEOREM
PERRON FROBENIUS THEOREM R. CLARK ROBINSON Defnton. A n n matrx M wth real entres m, s called a stochastc matrx provded () all the entres m satsfy 0 m, () each of the columns sum to one, m = for all, ()
More informationChapter 4 ECONOMIC DISPATCH AND UNIT COMMITMENT
Chapter 4 ECOOMIC DISATCH AD UIT COMMITMET ITRODUCTIO A power system has several power plants. Each power plant has several generatng unts. At any pont of tme, the total load n the system s met by the
More informationAn Interest-Oriented Network Evolution Mechanism for Online Communities
An Interest-Orented Network Evoluton Mechansm for Onlne Communtes Cahong Sun and Xaopng Yang School of Informaton, Renmn Unversty of Chna, Bejng 100872, P.R. Chna {chsun,yang}@ruc.edu.cn Abstract. Onlne
More informationFREQUENCY OF OCCURRENCE OF CERTAIN CHEMICAL CLASSES OF GSR FROM VARIOUS AMMUNITION TYPES
FREQUENCY OF OCCURRENCE OF CERTAIN CHEMICAL CLASSES OF GSR FROM VARIOUS AMMUNITION TYPES Zuzanna BRO EK-MUCHA, Grzegorz ZADORA, 2 Insttute of Forensc Research, Cracow, Poland 2 Faculty of Chemstry, Jagellonan
More informationSIMPLE LINEAR CORRELATION
SIMPLE LINEAR CORRELATION Smple lnear correlaton s a measure of the degree to whch two varables vary together, or a measure of the ntensty of the assocaton between two varables. Correlaton often s abused.
More informationRESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL. Yaoqi FENG 1, Hanping QIU 1. China Academy of Space Technology (CAST) yaoqi.feng@yahoo.
ICSV4 Carns Australa 9- July, 007 RESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL Yaoq FENG, Hanpng QIU Dynamc Test Laboratory, BISEE Chna Academy of Space Technology (CAST) yaoq.feng@yahoo.com Abstract
More information1 Example 1: Axis-aligned rectangles
COS 511: Theoretcal Machne Learnng Lecturer: Rob Schapre Lecture # 6 Scrbe: Aaron Schld February 21, 2013 Last class, we dscussed an analogue for Occam s Razor for nfnte hypothess spaces that, n conjuncton
More informationActuator forces in CFD: RANS and LES modeling in OpenFOAM
Home Search Collectons Journals About Contact us My IOPscence Actuator forces n CFD: RANS and LES modelng n OpenFOAM Ths content has been downloaded from IOPscence. Please scroll down to see the full text.
More informationFinal Draft of the original manuscript:
Fnal Draft of the orgnal manuscrpt: Hegadekatte, V.; Kurzenhaeser, S.; Huber, N.; Kraft, O.: A predctve modelng scheme for wear n pn-on-dsc and twn-dsc trbometers In: Trbology Internatonal (2008) Elsever
More informationLuby s Alg. for Maximal Independent Sets using Pairwise Independence
Lecture Notes for Randomzed Algorthms Luby s Alg. for Maxmal Independent Sets usng Parwse Independence Last Updated by Erc Vgoda on February, 006 8. Maxmal Independent Sets For a graph G = (V, E), an ndependent
More informationv a 1 b 1 i, a 2 b 2 i,..., a n b n i.
SECTION 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS 455 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS All the vector spaces we have studed thus far n the text are real vector spaces snce the scalars are
More informationINVESTIGATION OF VEHICULAR USERS FAIRNESS IN CDMA-HDR NETWORKS
21 22 September 2007, BULGARIA 119 Proceedngs of the Internatonal Conference on Informaton Technologes (InfoTech-2007) 21 st 22 nd September 2007, Bulgara vol. 2 INVESTIGATION OF VEHICULAR USERS FAIRNESS
More informationCausal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting
Causal, Explanatory Forecastng Assumes cause-and-effect relatonshp between system nputs and ts output Forecastng wth Regresson Analyss Rchard S. Barr Inputs System Cause + Effect Relatonshp The job of
More informationTECHNICAL NOTES 4 VIBRATING SCREENS
TECHNICAL NOTES 4 VIBRATING SCREENS Copyrght R P Kng 2000 SIZE CLASSIFICATION It s always necessary to control the sze characterstcs of partculate materal that s fed to process equpment that separates
More informationForm-finding of grid shells with continuous elastic rods
Page of 0 Form-fndng of grd shells wth contnuous elastc rods Jan-Mn L PhD student Insttute of Buldng Structures and Structural Desgn (tke), Unversty Stuttgart Stuttgar, Germany quantumamn@gmal.com Jan
More information21 Vectors: The Cross Product & Torque
21 Vectors: The Cross Product & Torque Do not use our left hand when applng ether the rght-hand rule for the cross product of two vectors dscussed n ths chapter or the rght-hand rule for somethng curl
More informationZeitschrift Kunststofftechnik Journal of Plastics Technology
2006 Carl Hanser Verlag, München wwwkunststofftechcom Ncht zur Verwendung n Intranet- und Internet-Angeboten sowe elektronschen Vertelern Zetschrft Kunststofftechnk Journal of Plastcs Technology engerecht/handed
More informationA Mathematical Model for Colloidal Aggregation. Colleen S. O Brien
A Mathematcal Model for Collodal Aggregaton by Colleen S. O Bren A thess submtted n partal fulfllment of the reurements for the degree of Master of Scence n Chemcal Engneerng Department of Chemcal Engneerng
More informationExperiment 5 Elastic and Inelastic Collisions
PHY191 Experment 5: Elastc and Inelastc Collsons 8/1/014 Page 1 Experment 5 Elastc and Inelastc Collsons Readng: Bauer&Westall: Chapter 7 (and 8, or center o mass deas) as needed 1. Goals 1. Study momentum
More informationSeries Solutions of ODEs 2 the Frobenius method. The basic idea of the Frobenius method is to look for solutions of the form 3
Royal Holloway Unversty of London Department of Physs Seres Solutons of ODEs the Frobenus method Introduton to the Methodology The smple seres expanson method works for dfferental equatons whose solutons
More informationAnalysis of Reactivity Induced Accident for Control Rods Ejection with Loss of Cooling
Analyss of Reactvty Induced Accdent for Control Rods Ejecton wth Loss of Coolng Hend Mohammed El Sayed Saad 1, Hesham Mohammed Mohammed Mansour 2 Wahab 1 1. Nuclear and Radologcal Regulatory Authorty,
More informationHow Sets of Coherent Probabilities May Serve as Models for Degrees of Incoherence
1 st Internatonal Symposum on Imprecse Probabltes and Ther Applcatons, Ghent, Belgum, 29 June 2 July 1999 How Sets of Coherent Probabltes May Serve as Models for Degrees of Incoherence Mar J. Schervsh
More informationStochastic Six-Degree-of-Freedom Flight Simulator for Passively Controlled High-Power Rockets
Stochastc Sx-Degree-of-Freedom Flght for Passvely Controlled Hgh-Power s Smon Box 1 ; Chrstopher M. Bshop 2 ; and Hugh Hunt 3 Downloaded from ascelbrary.org by TECHNISCHE UNIVERSITEIT DELFT on 2/7/13.
More informationA Model of Private Equity Fund Compensation
A Model of Prvate Equty Fund Compensaton Wonho Wlson Cho Andrew Metrck Ayako Yasuda KAIST Yale School of Management Unversty of Calforna at Davs June 26, 2011 Abstract: Ths paper analyzes the economcs
More informationLaddered Multilevel DC/AC Inverters used in Solar Panel Energy Systems
Proceedngs of the nd Internatonal Conference on Computer Scence and Electroncs Engneerng (ICCSEE 03) Laddered Multlevel DC/AC Inverters used n Solar Panel Energy Systems Fang Ln Luo, Senor Member IEEE
More informationTraffic-light a stress test for life insurance provisions
MEMORANDUM Date 006-09-7 Authors Bengt von Bahr, Göran Ronge Traffc-lght a stress test for lfe nsurance provsons Fnansnspetonen P.O. Box 6750 SE-113 85 Stocholm [Sveavägen 167] Tel +46 8 787 80 00 Fax
More informationComparison of Control Strategies for Shunt Active Power Filter under Different Load Conditions
Comparson of Control Strateges for Shunt Actve Power Flter under Dfferent Load Condtons Sanjay C. Patel 1, Tushar A. Patel 2 Lecturer, Electrcal Department, Government Polytechnc, alsad, Gujarat, Inda
More informationProblem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative.
Queston roblem Set 3 a) We are asked how people wll react, f the nterest rate on bonds s negatve. When
More informationIMPACT ANALYSIS OF A CELLULAR PHONE
4 th ASA & μeta Internatonal Conference IMPACT AALYSIS OF A CELLULAR PHOE We Lu, 2 Hongy L Bejng FEAonlne Engneerng Co.,Ltd. Bejng, Chna ABSTRACT Drop test smulaton plays an mportant role n nvestgatng
More informationHow To Understand The Results Of The German Meris Cloud And Water Vapour Product
Ttel: Project: Doc. No.: MERIS level 3 cloud and water vapour products MAPP MAPP-ATBD-ClWVL3 Issue: 1 Revson: 0 Date: 9.12.1998 Functon Name Organsaton Sgnature Date Author: Bennartz FUB Preusker FUB Schüller
More informationCHAPTER 8 Potential Energy and Conservation of Energy
CHAPTER 8 Potental Energy and Conservaton o Energy One orm o energy can be converted nto another orm o energy. Conservatve and non-conservatve orces Physcs 1 Knetc energy: Potental energy: Energy assocated
More informationEnabling P2P One-view Multi-party Video Conferencing
Enablng P2P One-vew Mult-party Vdeo Conferencng Yongxang Zhao, Yong Lu, Changja Chen, and JanYn Zhang Abstract Mult-Party Vdeo Conferencng (MPVC) facltates realtme group nteracton between users. Whle P2P
More informationA machine vision approach for detecting and inspecting circular parts
A machne vson approach for detectng and nspectng crcular parts Du-Mng Tsa Machne Vson Lab. Department of Industral Engneerng and Management Yuan-Ze Unversty, Chung-L, Tawan, R.O.C. E-mal: edmtsa@saturn.yzu.edu.tw
More informationSelf-Consistent Proteomic Field Theory of Stochastic Gene Switches
88 Bophyscal Journal Volume 88 February 005 88 850 Self-Consstent Proteomc Feld Theory of Stochastc Gene Swtches Aleksandra M. Walczak,* Masak Sasa, y and Peter G. Wolynes* z *Department of Physcs, Center
More informationCalibration and Linear Regression Analysis: A Self-Guided Tutorial
Calbraton and Lnear Regresson Analyss: A Self-Guded Tutoral Part The Calbraton Curve, Correlaton Coeffcent and Confdence Lmts CHM314 Instrumental Analyss Department of Chemstry, Unversty of Toronto Dr.
More informationPoint cloud to point cloud rigid transformations. Minimizing Rigid Registration Errors
Pont cloud to pont cloud rgd transformatons Russell Taylor 600.445 1 600.445 Fall 000-014 Copyrght R. H. Taylor Mnmzng Rgd Regstraton Errors Typcally, gven a set of ponts {a } n one coordnate system and
More informationSection 5.4 Annuities, Present Value, and Amortization
Secton 5.4 Annutes, Present Value, and Amortzaton Present Value In Secton 5.2, we saw that the present value of A dollars at nterest rate per perod for n perods s the amount that must be deposted today
More information