ReaxFF potential functions

Size: px
Start display at page:

Download "ReaxFF potential functions"

Transcription

1 ReaxFF otental functons Suortng nformaton for the manuscrt Nelson, K.D., van Dun, A.C.T., Oxgaard, J.., Deng, W. and Goddard III, W.A. Develoment of the ReaxFF reactve force feld for descrbng transton metal catalyzed reactons, wth alcaton to the ntal stages of the catalytc formaton of carbon nanotubes. Ths document contans all the general ReaxFF-otental functons. In the current ReaxFF code all the energy contrbutons n ths document are calculated regardless of system comoston. All arameters that do not bear a drect hyscal meanng are named after the artal energy contrbuton that they aear n. For examle, val and val are arameters n the valence angle otental functon. Parameters wth a more drect hyscal meanng, lke the torsonal rotatonal barrers (V, V, V 3 bear ther more recognzable names.. Overall system energy quaton ( descrbes the ReaxFF overall system energy. system = bond l over under tors con H bond vdwaals Below follows a descrton of the artal energes ntroduced n equaton (. val 6- en coa C Coulomb. Bond Order and Bond nergy A fundamental assumton of ReaxFF s that the bond order between a ar of atoms can be obtaned drectly from the nteratomc dstance r as gven n quaton (. In calculatng the bond orders, ReaxFF dstngushes between contrbutons from sgma bonds, -bonds and double bonds. = σ π ππ = ex bo r bo σ r o ex bo3 ex bo5 r bo π r o r bo6 ππ r o ( Based on the uncorrected bond orders, derved from quaton, an uncorrected overcoordnaton can be defned for the atoms as the dfference between the total bond (

2 order around the atom and the number of ts bondng electrons Val. = Val (3a neghbours( = ReaxFF then uses these uncorrected overcoordnaton defntons to correct the bond orders usng the scheme descrbed n quatons (a-f. To soften the correcton for atoms bearng lone electron ars a second overcoordnaton defnton boc (equaton 3b s used n equatons e and f. Ths allows atoms lke ntrogen and oxygen, whch bear lone electron ars after fllng ther valence, to break u these electron ars and nvolve them n bondng wthout obtanng a full bond order correcton. boc = Val boc (3b neghbours( = f σ π ππ = = = σ π = σ f ππ =, Val f f (, f (, f (, π (, f ππ (, f (, f (, (, f (, f (, f (, Val f (, f (, f (, Val (a Val f (, f (, (, f 3 (b ( 3 f (, = ex( boc ex( boc (c f 3 (, = [ ( ] ln boc ex ( boc ex boc (d f (, = ex( boc 3 ( boc boc boc5 (e f 5 (, = ex( boc 3 ( boc boc boc 5 (f 6-

3 A corrected overcoordnaton can be derved from the corrected bond orders usng equaton (5. = Val (5 neghbours( = quaton (6 s used to calculate the bond energes from the corrected bond orders. ( be ( bond = D e σ σ ex be σ D π e π D ππ ππ e (6 3. Lone ar energy quaton (8 s used to determne the number of lone ars around an atom. e s determned n quaton (7 and descrbes the dfference between the total number of outer shell electrons (6 for oxygen, for slcon, for hydrogen and the sum of bond orders around an atomc center. e = Val e (7 neghbours( = e n l, = nt ex l e nt e (8 For oxygen wth normal coordnaton (total bond order=, e =, equaton (8 leads to lone ars. As the total bond order assocated wth a artcular O starts to exceed, 6-3

4 equaton (8 causes a lone ar to gradually break u, causng a devaton l, defned n equaton (9, from the otmal number of lone ars n l,ot (e.g. for oxygen, 0 for slcon and hydrogen. l = n l, ot nl, (9 Ths s accomaned by an energy enalty, as calculated by equaton (0. l = l l l ex 75 ( (0. Overcoordnaton For an overcoordnated atom ( >0, equatons (a-b mose an energy enalty on the system. The degree of overcoordnaton s decreased f the atom contans a broken-u lone electron ar. Ths s done by calculatng a corrected overcoordnaton (equaton b, takng the devaton from the otmal number of lone ars, as calculated n equaton (9, nto account. over = nbond = ovun D σ e lcorr Val lcorr lcorr ( ex ovun (a lcorr = l neghbours( l π ovun3 ex ovun ( ( ππ = (b 5. Undercoordnaton For an undercoordnated atom ( <0, we want to take nto account the energy contrbuton for the resonance of the π-electron between attached under-coordnated atomc 6-

5 centers. Ths s done by equatons where under s only mortant f the bonds between under-coordnated atom and ts under-coordnated neghbors artly have π-bond character. under = ovun5 ex ex( lcor ( ovun6 ovun lcor ( ovun7 ex ovun8 ( l neghbours = ( π ππ 6. Valence Angle Terms 6. Angle energy. Just as for bond terms, t s mortant that the energy contrbuton from valence angle terms goes to zero as the bond orders n the valence angle goes to zero. quatons (3a-g are used to calculate the valence angle energy contrbuton. The equlbrum angle Θ o for Θ k deends on the sum of π-bond orders (S around the central atom as descrbed n quaton (3d. Thus, the equlbrum angle changes from around 09.7 for s 3 hybrdzaton (π-bond=0 to 0 for s (π-bond= to 80 for s (π-bond= based on the geometry of the central atom and ts neghbors. In addton to ncludng the effects of π-bonds on the central atom, quaton (3d also takes nto account the effects of over- and under-coordnaton n central atom, as determned by equaton (3e, on the equlbrum valency angle, ncludng the nfluence of a lone electron ar. Val angle s the valency of the atom used n the valency and torson angle evaluaton. Val angle s the same as Val boc used n equaton (3c for non-metals. The functonal form of quaton (3f s desgned to avod sngulartes when S=0 and S=. The angles n quatons (3a- (3g are n radans. val [ ( Θ ( Θ ] { } = f 7 ex (3a ( f 7 ( k f8 ( val val val o k f 7 ( = ex( val 3 val (3b 6-5

6 f 8 ( = val5 ( val 5 ( angle ( angle ex val6 ( ex val 7 angle ex val6 (3c S = neghbours( 8 ex( n angle val 8 n l, neghbors( ( π n ππ n n= Θ 0 angle = Val angle n= S = 0 f S 0 neghbours( n n= 6-6 ( (3d (3e S = S val 9 f 0 < S < S = ( S val 9 f < S < S = f S > ( = π Θ 0,0 ex val0 S (3f { [ ( ]} (3g 6. Penalty energy. To reroduce the stablty of systems wth two double bonds sharng an atom n a valency angle, lke allene, an addtonal energy enalty, as descrbed n quatons (a and (b, s mosed for such systems. quaton (9b deals wth the effects of over/undercoordnaton n central atom on the enalty energy. en = en f 9 ( ex en ( [ ] ex [ en ( k ] (a ( ( ex en3 f 9 ( = ex( en3 ex en (b 6.3 Three-body conugaton term. The hydrocarbon ReaxFF otental contaned only a four-body conugaton term (see secton 7., whch was suffcent to descrbe most conugated hydrocarbon systems. However, ths term faled to descrbe the stablty obtaned from conugaton by the NO -grou. To descrbe the stablty of such grous a three-body conugaton term s ncluded (equaton 5. neghbours( neghbours( = ex 3 ex 3 coa coa coa n coa k kn n= n= ex val ex( coa (.5 ex [ ] [ (.5 ] coa 7. Torson angle terms coa k (5

7 7. Torson rotaton barrers. Just as wth angle terms we need to ensure that deendence of the energy of torson angle ω kl accounts roerly for 0 and for greater than. Ths s done by quatons (6a-(6c. tors = f 0 (, k, kl sn Θ k sn Θ kl V ex { π tor ( k f (, k } ( cosω kl V cos3ω 3 kl f 0 (, k, kl = ex( tor f (, k = ( (6a [ ] [ ex( tor k ] ex tor kl (6b ex tor3 angle angle k ex tor3 angle angle [ ( k ] ex tor [ ( ] [ ( ] angle angle [ ( k ] (6c 7. Four body conugaton term. quatons (7a-b descrbe the contrbuton of conugaton effects to the molecular energy. A maxmum contrbuton of conugaton energy s obtaned when successve bonds have bond order values of.5 as n benzene and other aromatcs. con = f (, k, kl cot [ ( cos ω kl snθ k snθ kl ] (7a f (, k, kl = ex cot ex cot k ex cot kl (7b 8. Hydrogen bond nteractons quaton (8 descrbed the bond-order deendent hydrogen bond term for a X-H Z system as ncororated n ReaxFF. o r [ ] ex hb hb3 r HZ o sn 8 r HZ r hb Hbond = hb ex( hb XH Θ XHZ (8 9. Correcton for C ReaxFF erroneously redcts that two carbons n the C -molecule form a very strong (trle bond, whle n fact the trle bond would get de-stablzed by termnal radcal electrons, and for that reason the carbon-carbon bond s not any stronger than a double bond. 6-7

8 To cature the stablty of C we ntroduced a new artal energy contrbuton ( C. quaton (9 shows the otental functon used to de-stablze the C molecule: C C = k = 0 c ( f 0.0 > 3 (9 f where s the level of under/overcoordnaton on atom as obtaned from subtractng the valency of the atom ( for carbon from the sum of the bond orders around that atom and k c the force feld arameter assocated wth ths artal energy contrbuton. 0. Nonbonded nteractons In addton to valence nteractons whch deend on overla, there are reulsve nteractons at short nteratomc dstances due to Paul rncle orthogonalzaton and attracton energes at long dstances due to dserson. These nteractons, comrsed of van der Waals and Coulomb forces, are ncluded for all atom ars, thus avodng awkward alteratons n the energy descrton durng bond dssocaton. 0. Taer correcton. To avod energy dscontnutes when charged seces move n and out of the non-bonded cutoff radus ReaxFF emloys a Taer correcton, as develoed by de Vos Burchart (995. ach nonbonded energy and dervatve s multled by a Taerterm, whch s taken from a dstance-deendent 7 th order olynomal (equaton 0. Ta = Ta 7 r 7 Ta 6 r 6 Ta 5 r 5 Ta r Ta 3 r 3 Ta r Ta r Ta 0 (0 The terms n ths olynomal are chosen to ensure that all st, nd and 3 rd dervatves of the non-bonded nteractons to the dstance are contnuous and go to zero at the cutoff boundary. To that end, the terms Ta 0 to Ta 7 n equaton (0 are calculated by the scheme n equaton (, where R cut s the non-bonded cutoff radus. 7 Ta 7 = 0/R cut 6 Ta 6 = 70/R cut 5 Ta 5 = 8 /R cut Ta = 35/R cut Ta 3 = 0 Ta = 0 Ta = 0 Ta 0 = ( 6-8

9 0. van der Waals nteractons. To account for the van der Waals nteractons we use a dstance-corrected Morse-otental (quatons. a-b. By ncludng a shelded nteracton (quaton b excessvely hgh reulsons between bonded atoms (- nteractons and atoms sharng a valence angle (-3 nteractons are avoded. vdwaals = Ta D ex α f (r 3 ex r vdw α f (r 3 r (a vdw f 3 (r = r vdw γ w vdw vdw (b 0.3 Coulomb Interactons As wth the van der Waals-nteractons, Coulomb nteractons are taken nto account between all atom ars. To adust for orbtal overla between atoms at close dstances a shelded Coulomb-otental s used (quaton 3. coulomb = Ta C q q [ r 3 ( /γ 3 ] /3 (3 Atomc charges are calculated usng the lectron qulbraton Method (M-aroach. The M charge dervaton method s smlar to the Qq-scheme; the only dfferences, aart from arameter defntons, are that M does not use an teratve scheme for hydrogen charges (as n Qq and that Qq uses a more rgorous Slater orbtal aroach to account for charge overla. 6-9

ReaxFF Potential Functions

ReaxFF Potential Functions ReaxFF Potental Functons Supportng nformaton for the manuscrpt A ReaxFF Reactve Force Feld for Molecular Dynamcs Smulatons of Hydrocarbon Oxdaton by Kmberly Chenoweth Adr CT van Dun and Wllam A Goddard

More information

Supporting information

Supporting information Supportng nformaton for the manuscrpt Intaton Mechansms and Knetcs for Pyrolyss and Combuston of JP Hydrocarbon Jet Fuel by Kmberly Chenoweth Adr CT van Dun Sddharth Dasgupta and Wllam A Goddard III ReaxFF

More information

Non-Ideality Through Fugacity and Activity

Non-Ideality Through Fugacity and Activity Non-Idealty Through Fugacty and Actvty S. Patel Deartment of Chemstry and Bochemstry, Unversty of Delaware, Newark, Delaware 19716, USA Corresondng author. E-mal: saatel@udel.edu 1 I. FUGACITY In ths dscusson,

More information

Supporting Information

Supporting Information Supportng Informaton The neural network f n Eq. 1 s gven by: f x l = ReLU W atom x l + b atom, 2 where ReLU s the element-wse rectfed lnear unt, 21.e., ReLUx = max0, x, W atom R d d s the weght matrx to

More information

5.62 Physical Chemistry II Spring 2008

5.62 Physical Chemistry II Spring 2008 MIT OpenCourseWare http://ocw.mt.edu 5.62 Physcal Chemstry II Sprng 2008 For nformaton about ctng these materals or our Terms of Use, vst: http://ocw.mt.edu/terms. 5.62 Sprng 2008 Lecture 34 Page Transton

More information

Physics 607 Exam 1. ( ) = 1, Γ( z +1) = zγ( z) x n e x2 dx = 1. e x2

Physics 607 Exam 1. ( ) = 1, Γ( z +1) = zγ( z) x n e x2 dx = 1. e x2 Physcs 607 Exam 1 Please be well-organzed, and show all sgnfcant steps clearly n all problems. You are graded on your wor, so please do not just wrte down answers wth no explanaton! Do all your wor on

More information

Electronic Quantum Monte Carlo Calculations of Energies and Atomic Forces for Diatomic and Polyatomic Molecules

Electronic Quantum Monte Carlo Calculations of Energies and Atomic Forces for Diatomic and Polyatomic Molecules RESERVE HIS SPACE Electronc Quantum Monte Carlo Calculatons of Energes and Atomc Forces for Datomc and Polyatomc Molecules Myung Won Lee 1, Massmo Mella 2, and Andrew M. Rappe 1,* 1 he Maknen heoretcal

More information

Supplementary Notes for Chapter 9 Mixture Thermodynamics

Supplementary Notes for Chapter 9 Mixture Thermodynamics Supplementary Notes for Chapter 9 Mxture Thermodynamcs Key ponts Nne major topcs of Chapter 9 are revewed below: 1. Notaton and operatonal equatons for mxtures 2. PVTN EOSs for mxtures 3. General effects

More information

5.60 Thermodynamics & Kinetics Spring 2008

5.60 Thermodynamics & Kinetics Spring 2008 MIT OpenCourseWare http://ocw.mt.edu 5.60 Thermodynamcs & Knetcs Sprng 2008 For nformaton about ctng these materals or our Terms of Use, vst: http://ocw.mt.edu/terms. 5.60 Sprng 2008 Lecture #29 page 1

More information

Lecture Note 3. Eshelby s Inclusion II

Lecture Note 3. Eshelby s Inclusion II ME340B Elastcty of Mcroscopc Structures Stanford Unversty Wnter 004 Lecture Note 3. Eshelby s Incluson II Chrs Wenberger and We Ca c All rghts reserved January 6, 004 Contents 1 Incluson energy n an nfnte

More information

Physics 181. Particle Systems

Physics 181. Particle Systems Physcs 181 Partcle Systems Overvew In these notes we dscuss the varables approprate to the descrpton of systems of partcles, ther defntons, ther relatons, and ther conservatons laws. We consder a system

More information

Lecture 7: Boltzmann distribution & Thermodynamics of mixing

Lecture 7: Boltzmann distribution & Thermodynamics of mixing Prof. Tbbtt Lecture 7 etworks & Gels Lecture 7: Boltzmann dstrbuton & Thermodynamcs of mxng 1 Suggested readng Prof. Mark W. Tbbtt ETH Zürch 13 März 018 Molecular Drvng Forces Dll and Bromberg: Chapters

More information

6. Hamilton s Equations

6. Hamilton s Equations 6. Hamlton s Equatons Mchael Fowler A Dynamcal System s Path n Confguraton Sace and n State Sace The story so far: For a mechancal system wth n degrees of freedom, the satal confguraton at some nstant

More information

A scalable parallel algorithm for large-scale reactive force-field molecular dynamics simulations

A scalable parallel algorithm for large-scale reactive force-field molecular dynamics simulations Computer Physcs Communcatons 178 2008 73 87 www.elsever.com/locate/cpc A scalable parallel algorthm for large-scale reactve force-feld molecular dynamcs smulatons Ken-ch Nomura Rav K. Kala Achro Nakano

More information

Lecture 10. Reading: Notes and Brennan Chapter 5

Lecture 10. Reading: Notes and Brennan Chapter 5 Lecture tatstcal Mechancs and Densty of tates Concepts Readng: otes and Brennan Chapter 5 Georga Tech C 645 - Dr. Alan Doolttle C 645 - Dr. Alan Doolttle Georga Tech How do electrons and holes populate

More information

Composite Hypotheses testing

Composite Hypotheses testing Composte ypotheses testng In many hypothess testng problems there are many possble dstrbutons that can occur under each of the hypotheses. The output of the source s a set of parameters (ponts n a parameter

More information

( ) 1/ 2. ( P SO2 )( P O2 ) 1/ 2.

( ) 1/ 2. ( P SO2 )( P O2 ) 1/ 2. Chemstry 360 Dr. Jean M. Standard Problem Set 9 Solutons. The followng chemcal reacton converts sulfur doxde to sulfur troxde. SO ( g) + O ( g) SO 3 ( l). (a.) Wrte the expresson for K eq for ths reacton.

More information

Week 9 Chapter 10 Section 1-5

Week 9 Chapter 10 Section 1-5 Week 9 Chapter 10 Secton 1-5 Rotaton Rgd Object A rgd object s one that s nondeformable The relatve locatons of all partcles makng up the object reman constant All real objects are deformable to some extent,

More information

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations Quantum Physcs 量 理 Robert Esberg Second edton CH 09 Multelectron atoms ground states and x-ray exctatons 9-01 By gong through the procedure ndcated n the text, develop the tme-ndependent Schroednger equaton

More information

) is the unite step-function, which signifies that the second term of the right-hand side of the

) is the unite step-function, which signifies that the second term of the right-hand side of the Casmr nteracton of excted meda n electromagnetc felds Yury Sherkunov Introducton The long-range electrc dpole nteracton between an excted atom and a ground-state atom s consdered n ref. [1,] wth the help

More information

Some Comments on Accelerating Convergence of Iterative Sequences Using Direct Inversion of the Iterative Subspace (DIIS)

Some Comments on Accelerating Convergence of Iterative Sequences Using Direct Inversion of the Iterative Subspace (DIIS) Some Comments on Acceleratng Convergence of Iteratve Sequences Usng Drect Inverson of the Iteratve Subspace (DIIS) C. Davd Sherrll School of Chemstry and Bochemstry Georga Insttute of Technology May 1998

More information

24. Atomic Spectra, Term Symbols and Hund s Rules

24. Atomic Spectra, Term Symbols and Hund s Rules Page of 4. Atomc Spectra, Term Symbols and Hund s Rules Date: 5 October 00 Suggested Readng: Chapters 8-8 to 8- of the text. Introducton Electron confguratons, at least n the forms used n general chemstry

More information

The Dirac Equation for a One-electron atom. In this section we will derive the Dirac equation for a one-electron atom.

The Dirac Equation for a One-electron atom. In this section we will derive the Dirac equation for a one-electron atom. The Drac Equaton for a One-electron atom In ths secton we wll derve the Drac equaton for a one-electron atom. Accordng to Ensten the energy of a artcle wth rest mass m movng wth a velocty V s gven by E

More information

Gravitational Acceleration: A case of constant acceleration (approx. 2 hr.) (6/7/11)

Gravitational Acceleration: A case of constant acceleration (approx. 2 hr.) (6/7/11) Gravtatonal Acceleraton: A case of constant acceleraton (approx. hr.) (6/7/11) Introducton The gravtatonal force s one of the fundamental forces of nature. Under the nfluence of ths force all objects havng

More information

Dr. Shalabh Department of Mathematics and Statistics Indian Institute of Technology Kanpur

Dr. Shalabh Department of Mathematics and Statistics Indian Institute of Technology Kanpur Analyss of Varance and Desgn of Exerments-I MODULE III LECTURE - 2 EXPERIMENTAL DESIGN MODELS Dr. Shalabh Deartment of Mathematcs and Statstcs Indan Insttute of Technology Kanur 2 We consder the models

More information

Programming Project 1: Molecular Geometry and Rotational Constants

Programming Project 1: Molecular Geometry and Rotational Constants Programmng Project 1: Molecular Geometry and Rotatonal Constants Center for Computatonal Chemstry Unversty of Georga Athens, Georga 30602 Summer 2012 1 Introducton Ths programmng project s desgned to provde

More information

Supplementary Information:

Supplementary Information: Supplementary Informaton: Vsualzaton-based analyss of structural and dynamcal propertes of smulated hydrous slcate melt Bjaya B. Kark 1,2, Dpesh Bhattara 1, Manak Mookherjee 3 and Lars Stxrude 4 1 Department

More information

Lecture 12: Discrete Laplacian

Lecture 12: Discrete Laplacian Lecture 12: Dscrete Laplacan Scrbe: Tanye Lu Our goal s to come up wth a dscrete verson of Laplacan operator for trangulated surfaces, so that we can use t n practce to solve related problems We are mostly

More information

Over-Temperature protection for IGBT modules

Over-Temperature protection for IGBT modules Over-Temperature protecton for IGBT modules Ke Wang 1, Yongjun Lao 2, Gaosheng Song 1, Xanku Ma 1 1 Mtsubsh Electrc & Electroncs (Shangha) Co., Ltd., Chna Room2202, Tower 3, Kerry Plaza, No.1-1 Zhongxns

More information

Physics 5153 Classical Mechanics. Principle of Virtual Work-1

Physics 5153 Classical Mechanics. Principle of Virtual Work-1 P. Guterrez 1 Introducton Physcs 5153 Classcal Mechancs Prncple of Vrtual Work The frst varatonal prncple we encounter n mechancs s the prncple of vrtual work. It establshes the equlbrum condton of a mechancal

More information

CS 468 Lecture 16: Isometry Invariance and Spectral Techniques

CS 468 Lecture 16: Isometry Invariance and Spectral Techniques CS 468 Lecture 16: Isometry Invarance and Spectral Technques Justn Solomon Scrbe: Evan Gawlk Introducton. In geometry processng, t s often desrable to characterze the shape of an object n a manner that

More information

A Parallel Algorithm for Calculating the Potential Energy in DNA

A Parallel Algorithm for Calculating the Potential Energy in DNA Proceedngs of the 28th Annual Hawa Internatonal Conference on System Scences 995 A Parallel Algorthm for Calculatng the Potental Energy n DNA John S. Conery, * Warner L. Petcolas, Thomas Rush III, Kesavan

More information

A Quadratic Cumulative Production Model for the Material Balance of Abnormally-Pressured Gas Reservoirs F.E. Gonzalez M.S.

A Quadratic Cumulative Production Model for the Material Balance of Abnormally-Pressured Gas Reservoirs F.E. Gonzalez M.S. Formaton Evaluaton and the Analyss of Reservor Performance A Quadratc Cumulatve Producton Model for the Materal Balance of Abnormally-Pressured as Reservors F.E. onale M.S. Thess (2003) T.A. Blasngame,

More information

First Law: A body at rest remains at rest, a body in motion continues to move at constant velocity, unless acted upon by an external force.

First Law: A body at rest remains at rest, a body in motion continues to move at constant velocity, unless acted upon by an external force. Secton 1. Dynamcs (Newton s Laws of Moton) Two approaches: 1) Gven all the forces actng on a body, predct the subsequent (changes n) moton. 2) Gven the (changes n) moton of a body, nfer what forces act

More information

Quantitative structure-property relationships prediction of some physico chemical properties of glycerol based solvents.

Quantitative structure-property relationships prediction of some physico chemical properties of glycerol based solvents. Electronc Supplementary Informaton www.rsc.org/xxxxxx XXXXXXXX Electronc Supplementary Informaton for Quanttatve structure-property relatonshps predcton of some physco chemcal propertes of glycerol based

More information

Adsorption: A gas or gases from a mixture of gases or a liquid (or liquids) from a mixture of liquids is bound physically to the surface of a solid.

Adsorption: A gas or gases from a mixture of gases or a liquid (or liquids) from a mixture of liquids is bound physically to the surface of a solid. Searatons n Chemcal Engneerng Searatons (gas from a mxture of gases, lquds from a mxture of lquds, solds from a soluton of solds n lquds, dssolved gases from lquds, solvents from gases artally/comletely

More information

5.03, Inorganic Chemistry Prof. Daniel G. Nocera Lecture 2 May 11: Ligand Field Theory

5.03, Inorganic Chemistry Prof. Daniel G. Nocera Lecture 2 May 11: Ligand Field Theory 5.03, Inorganc Chemstry Prof. Danel G. Nocera Lecture May : Lgand Feld Theory The lgand feld problem s defned by the followng Hamltonan, h p Η = wth E n = KE = where = m m x y z h m Ze r hydrogen atom

More information

Solution Thermodynamics

Solution Thermodynamics Soluton hermodynamcs usng Wagner Notaton by Stanley. Howard Department of aterals and etallurgcal Engneerng South Dakota School of nes and echnology Rapd Cty, SD 57701 January 7, 001 Soluton hermodynamcs

More information

Statistical Evaluation of WATFLOOD

Statistical Evaluation of WATFLOOD tatstcal Evaluaton of WATFLD By: Angela MacLean, Dept. of Cvl & Envronmental Engneerng, Unversty of Waterloo, n. ctober, 005 The statstcs program assocated wth WATFLD uses spl.csv fle that s produced wth

More information

Why BP Works STAT 232B

Why BP Works STAT 232B Why BP Works STAT 232B Free Energes Helmholz & Gbbs Free Energes 1 Dstance between Probablstc Models - K-L dvergence b{ KL b{ p{ = b{ ln { } p{ Here, p{ s the eact ont prob. b{ s the appromaton, called

More information

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle

More information

Army Ants Tunneling for Classical Simulations

Army Ants Tunneling for Classical Simulations Electronc Supplementary Materal (ESI) for Chemcal Scence. Ths journal s The Royal Socety of Chemstry 2014 electronc supplementary nformaton (ESI) for Chemcal Scence Army Ants Tunnelng for Classcal Smulatons

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

Note on the Electron EDM

Note on the Electron EDM Note on the Electron EDM W R Johnson October 25, 2002 Abstract Ths s a note on the setup of an electron EDM calculaton and Schff s Theorem 1 Basc Relatons The well-known relatvstc nteracton of the electron

More information

Temperature. Chapter Heat Engine

Temperature. Chapter Heat Engine Chapter 3 Temperature In prevous chapters of these notes we ntroduced the Prncple of Maxmum ntropy as a technque for estmatng probablty dstrbutons consstent wth constrants. In Chapter 9 we dscussed the

More information

CHAPTER 10 ROTATIONAL MOTION

CHAPTER 10 ROTATIONAL MOTION CHAPTER 0 ROTATONAL MOTON 0. ANGULAR VELOCTY Consder argd body rotates about a fxed axs through pont O n x-y plane as shown. Any partcle at pont P n ths rgd body rotates n a crcle of radus r about O. The

More information

Introduction to Vapor/Liquid Equilibrium, part 2. Raoult s Law:

Introduction to Vapor/Liquid Equilibrium, part 2. Raoult s Law: CE304, Sprng 2004 Lecture 4 Introducton to Vapor/Lqud Equlbrum, part 2 Raoult s Law: The smplest model that allows us do VLE calculatons s obtaned when we assume that the vapor phase s an deal gas, and

More information

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:

More information

APPENDIX F A DISPLACEMENT-BASED BEAM ELEMENT WITH SHEAR DEFORMATIONS. Never use a Cubic Function Approximation for a Non-Prismatic Beam

APPENDIX F A DISPLACEMENT-BASED BEAM ELEMENT WITH SHEAR DEFORMATIONS. Never use a Cubic Function Approximation for a Non-Prismatic Beam APPENDIX F A DISPACEMENT-BASED BEAM EEMENT WITH SHEAR DEFORMATIONS Never use a Cubc Functon Approxmaton for a Non-Prsmatc Beam F. INTRODUCTION { XE "Shearng Deformatons" }In ths appendx a unque development

More information

Parton Model. 2 q Q, 1

Parton Model. 2 q Q, 1 Parton Model How do we exect the structure functons w and w to behave? It s nstructve to consder some secal cases: ) e e elastc scatterng from a ont-lke roton w, q q q w, q q m m m Defnng and notng that

More information

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons

More information

Hans-Joachim Kretzschmar and Katja Knobloch

Hans-Joachim Kretzschmar and Katja Knobloch Sulementary Backward Equatons for the Industral Formulaton IAPWS-IF of Water and Steam for Fast Calculatons of Heat Cycles, Bolers, and Steam Turbnes Hans-Joachm Kretzschmar and Katja Knobloch Deartment

More information

ESI-3D: Electron Sharing Indexes Program for 3D Molecular Space Partition

ESI-3D: Electron Sharing Indexes Program for 3D Molecular Space Partition ESI-3D: Electron Sharng Indexes Program for 3D Molecular Space Partton Insttute of Computatonal Chemstry (Grona), 006. Report bugs to Eduard Matto: eduard@qc.udg.es or ematto@gmal.com The Electron Sharng

More information

University of Washington Department of Chemistry Chemistry 452/456 Summer Quarter 2014

University of Washington Department of Chemistry Chemistry 452/456 Summer Quarter 2014 Lecture 16 8/4/14 Unversty o Washngton Department o Chemstry Chemstry 452/456 Summer Quarter 214. Real Vapors and Fugacty Henry s Law accounts or the propertes o extremely dlute soluton. s shown n Fgure

More information

Second Order Analysis

Second Order Analysis Second Order Analyss In the prevous classes we looked at a method that determnes the load correspondng to a state of bfurcaton equlbrum of a perfect frame by egenvalye analyss The system was assumed to

More information

Probabilistic method to determine electron correlation energy

Probabilistic method to determine electron correlation energy Probablstc method to determne electron elaton energy T.R.S. Prasanna Department of Metallurgcal Engneerng and Materals Scence Indan Insttute of Technology, Bombay Mumba 400076 Inda A new method to determne

More information

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body Secton.. Moton.. The Materal Body and Moton hyscal materals n the real world are modeled usng an abstract mathematcal entty called a body. Ths body conssts of an nfnte number of materal partcles. Shown

More information

The Multiple Classical Linear Regression Model (CLRM): Specification and Assumptions. 1. Introduction

The Multiple Classical Linear Regression Model (CLRM): Specification and Assumptions. 1. Introduction ECONOMICS 5* -- NOTE (Summary) ECON 5* -- NOTE The Multple Classcal Lnear Regresson Model (CLRM): Specfcaton and Assumptons. Introducton CLRM stands for the Classcal Lnear Regresson Model. The CLRM s also

More information

The non-negativity of probabilities and the collapse of state

The non-negativity of probabilities and the collapse of state The non-negatvty of probabltes and the collapse of state Slobodan Prvanovć Insttute of Physcs, P.O. Box 57, 11080 Belgrade, Serba Abstract The dynamcal equaton, beng the combnaton of Schrödnger and Louvlle

More information

Level Crossing Spectroscopy

Level Crossing Spectroscopy Level Crossng Spectroscopy October 8, 2008 Contents 1 Theory 1 2 Test set-up 4 3 Laboratory Exercses 4 3.1 Hanle-effect for fne structure.................... 4 3.2 Hanle-effect for hyperfne structure.................

More information

THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructions

THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructions THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructons by George Hardgrove Chemstry Department St. Olaf College Northfeld, MN 55057 hardgrov@lars.acc.stolaf.edu Copyrght George

More information

Translational Equations of Motion for A Body Translational equations of motion (centroidal) for a body are m r = f.

Translational Equations of Motion for A Body Translational equations of motion (centroidal) for a body are m r = f. Lesson 12: Equatons o Moton Newton s Laws Frst Law: A artcle remans at rest or contnues to move n a straght lne wth constant seed there s no orce actng on t Second Law: The acceleraton o a artcle s roortonal

More information

CHE450G Final Exam. CP-109 December 11, :30-12:30 AM

CHE450G Final Exam. CP-109 December 11, :30-12:30 AM CH450G Fnal xam CP-09 December, 2006 0:30-2:30 AM Last name Frst Name Score [ /5] 00 = % () Construct a physcally realstc molecular orbtal dagram for CS. Draw all SALC s, molecular orbtals, and provde

More information

Be true to your work, your word, and your friend.

Be true to your work, your word, and your friend. Chemstry 13 NT Be true to your work, your word, and your frend. Henry Davd Thoreau 1 Chem 13 NT Chemcal Equlbrum Module Usng the Equlbrum Constant Interpretng the Equlbrum Constant Predctng the Drecton

More information

Solutions Review Worksheet

Solutions Review Worksheet Solutons Revew Worksheet NOTE: Namng acds s ntroduced on pages 163-4 and agan on pages 208-9.. You learned ths and were quzzed on t, but snce acd names are n the Data Booklet you wll not be tested on ths

More information

Appendix B. The Finite Difference Scheme

Appendix B. The Finite Difference Scheme 140 APPENDIXES Appendx B. The Fnte Dfference Scheme In ths appendx we present numercal technques whch are used to approxmate solutons of system 3.1 3.3. A comprehensve treatment of theoretcal and mplementaton

More information

Dynamics of a Superconducting Qubit Coupled to an LC Resonator

Dynamics of a Superconducting Qubit Coupled to an LC Resonator Dynamcs of a Superconductng Qubt Coupled to an LC Resonator Y Yang Abstract: We nvestgate the dynamcs of a current-based Josephson juncton quantum bt or qubt coupled to an LC resonator. The Hamltonan of

More information

,..., k N. , k 2. ,..., k i. The derivative with respect to temperature T is calculated by using the chain rule: & ( (5) dj j dt = "J j. k i.

,..., k N. , k 2. ,..., k i. The derivative with respect to temperature T is calculated by using the chain rule: & ( (5) dj j dt = J j. k i. Suppleentary Materal Dervaton of Eq. 1a. Assue j s a functon of the rate constants for the N coponent reactons: j j (k 1,,..., k,..., k N ( The dervatve wth respect to teperature T s calculated by usng

More information

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system Transfer Functons Convenent representaton of a lnear, dynamc model. A transfer functon (TF) relates one nput and one output: x t X s y t system Y s The followng termnology s used: x y nput output forcng

More information

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers Psychology 282 Lecture #24 Outlne Regresson Dagnostcs: Outlers In an earler lecture we studed the statstcal assumptons underlyng the regresson model, ncludng the followng ponts: Formal statement of assumptons.

More information

Kinematics in 2-Dimensions. Projectile Motion

Kinematics in 2-Dimensions. Projectile Motion Knematcs n -Dmensons Projectle Moton A medeval trebuchet b Kolderer, c1507 http://members.net.net.au/~rmne/ht/ht0.html#5 Readng Assgnment: Chapter 4, Sectons -6 Introducton: In medeval das, people had

More information

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng

More information

Spatial Statistics and Analysis Methods (for GEOG 104 class).

Spatial Statistics and Analysis Methods (for GEOG 104 class). Spatal Statstcs and Analyss Methods (for GEOG 104 class). Provded by Dr. An L, San Dego State Unversty. 1 Ponts Types of spatal data Pont pattern analyss (PPA; such as nearest neghbor dstance, quadrat

More information

The ChemSep Book. Harry A. Kooijman Consultant. Ross Taylor Clarkson University, Potsdam, New York University of Twente, Enschede, The Netherlands

The ChemSep Book. Harry A. Kooijman Consultant. Ross Taylor Clarkson University, Potsdam, New York University of Twente, Enschede, The Netherlands The ChemSep Book Harry A. Koojman Consultant Ross Taylor Clarkson Unversty, Potsdam, New York Unversty of Twente, Enschede, The Netherlands Lbr Books on Demand www.bod.de Copyrght c 2000 by H.A. Koojman

More information

Study Guide For Exam Two

Study Guide For Exam Two Study Gude For Exam Two Physcs 2210 Albretsen Updated: 08/02/2018 All Other Prevous Study Gudes Modules 01-06 Module 07 Work Work done by a constant force F over a dstance s : Work done by varyng force

More information

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look

More information

Physics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1

Physics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1 P. Guterrez Physcs 5153 Classcal Mechancs D Alembert s Prncple and The Lagrangan 1 Introducton The prncple of vrtual work provdes a method of solvng problems of statc equlbrum wthout havng to consder the

More information

ACTM State Calculus Competition Saturday April 30, 2011

ACTM State Calculus Competition Saturday April 30, 2011 ACTM State Calculus Competton Saturday Aprl 30, 2011 ACTM State Calculus Competton Sprng 2011 Page 1 Instructons: For questons 1 through 25, mark the best answer choce on the answer sheet provde Afterward

More information

The Jacobsthal and Jacobsthal-Lucas Numbers via Square Roots of Matrices

The Jacobsthal and Jacobsthal-Lucas Numbers via Square Roots of Matrices Internatonal Mathematcal Forum, Vol 11, 2016, no 11, 513-520 HIKARI Ltd, wwwm-hkarcom http://dxdoorg/1012988/mf20166442 The Jacobsthal and Jacobsthal-Lucas Numbers va Square Roots of Matrces Saadet Arslan

More information

ψ ij has the eigenvalue

ψ ij has the eigenvalue Moller Plesset Perturbaton Theory In Moller-Plesset (MP) perturbaton theory one taes the unperturbed Hamltonan for an atom or molecule as the sum of the one partcle Foc operators H F() where the egenfunctons

More information

Implicit Integration Henyey Method

Implicit Integration Henyey Method Implct Integraton Henyey Method In realstc stellar evoluton codes nstead of a drect ntegraton usng for example the Runge-Kutta method one employs an teratve mplct technque. Ths s because the structure

More information

Dr. Shalabh Department of Mathematics and Statistics Indian Institute of Technology Kanpur

Dr. Shalabh Department of Mathematics and Statistics Indian Institute of Technology Kanpur Analyss of Varance and Desgn of Exerments-I MODULE II LECTURE - GENERAL LINEAR HYPOTHESIS AND ANALYSIS OF VARIANCE Dr. Shalabh Deartment of Mathematcs and Statstcs Indan Insttute of Technology Kanur 3.

More information

Chapter 7 Clustering Analysis (1)

Chapter 7 Clustering Analysis (1) Chater 7 Clusterng Analyss () Outlne Cluster Analyss Parttonng Clusterng Herarchcal Clusterng Large Sze Data Clusterng What s Cluster Analyss? Cluster: A collecton of ata obects smlar (or relate) to one

More information

This column is a continuation of our previous column

This column is a continuation of our previous column Comparson of Goodness of Ft Statstcs for Lnear Regresson, Part II The authors contnue ther dscusson of the correlaton coeffcent n developng a calbraton for quanttatve analyss. Jerome Workman Jr. and Howard

More information

MODELING TRAFFIC LIGHTS IN INTERSECTION USING PETRI NETS

MODELING TRAFFIC LIGHTS IN INTERSECTION USING PETRI NETS The 3 rd Internatonal Conference on Mathematcs and Statstcs (ICoMS-3) Insttut Pertanan Bogor, Indonesa, 5-6 August 28 MODELING TRAFFIC LIGHTS IN INTERSECTION USING PETRI NETS 1 Deky Adzkya and 2 Subono

More information

Moments of Inertia. and reminds us of the analogous equation for linear momentum p= mv, which is of the form. The kinetic energy of the body is.

Moments of Inertia. and reminds us of the analogous equation for linear momentum p= mv, which is of the form. The kinetic energy of the body is. Moments of Inerta Suppose a body s movng on a crcular path wth constant speed Let s consder two quanttes: the body s angular momentum L about the center of the crcle, and ts knetc energy T How are these

More information

Section 8.3 Polar Form of Complex Numbers

Section 8.3 Polar Form of Complex Numbers 80 Chapter 8 Secton 8 Polar Form of Complex Numbers From prevous classes, you may have encountered magnary numbers the square roots of negatve numbers and, more generally, complex numbers whch are the

More information

Evaluating Thermodynamic Properties in LAMMPS

Evaluating Thermodynamic Properties in LAMMPS D. Keffer ME 64 Det. of Materals cence & Engneerng Unversty of ennessee Knoxvlle Evaluatng hermodynamc Proertes n LAMMP Davd Keffer Deartment of Materals cence & Engneerng Unversty of ennessee Knoxvlle

More information

NUMERICAL DIFFERENTIATION

NUMERICAL DIFFERENTIATION NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the

More information

Fuzzy approach to solve multi-objective capacitated transportation problem

Fuzzy approach to solve multi-objective capacitated transportation problem Internatonal Journal of Bonformatcs Research, ISSN: 0975 087, Volume, Issue, 00, -0-4 Fuzzy aroach to solve mult-objectve caactated transortaton roblem Lohgaonkar M. H. and Bajaj V. H.* * Deartment of

More information

A quote of the week (or camel of the week): There is no expedience to which a man will not go to avoid the labor of thinking. Thomas A.

A quote of the week (or camel of the week): There is no expedience to which a man will not go to avoid the labor of thinking. Thomas A. A quote of the week (or camel of the week): here s no expedence to whch a man wll not go to avod the labor of thnkng. homas A. Edson Hess law. Algorthm S Select a reacton, possbly contanng specfc compounds

More information

Parameterization of a reactive force field using a Monte Carlo algorithm

Parameterization of a reactive force field using a Monte Carlo algorithm Parameterization of a reactive force field using a Monte Carlo algorithm Eldhose Iype (e.iype@tue.nl) November 19, 2015 Where innovation starts Thermochemical energy storage 2/1 MgSO 4.xH 2 O+Q MgSO 4

More information

Energy, Entropy, and Availability Balances Phase Equilibria. Nonideal Thermodynamic Property Models. Selecting an Appropriate Model

Energy, Entropy, and Availability Balances Phase Equilibria. Nonideal Thermodynamic Property Models. Selecting an Appropriate Model Lecture 4. Thermodynamcs [Ch. 2] Energy, Entropy, and Avalablty Balances Phase Equlbra - Fugactes and actvty coeffcents -K-values Nondeal Thermodynamc Property Models - P-v-T equaton-of-state models -

More information

Modeling of Dynamic Systems

Modeling of Dynamic Systems Modelng of Dynamc Systems Ref: Control System Engneerng Norman Nse : Chapters & 3 Chapter objectves : Revew the Laplace transform Learn how to fnd a mathematcal model, called a transfer functon Learn how

More information

Multi-electron atoms (11) 2010 update Extend the H-atom picture to more than 1 electron: H-atom sol'n use for N-elect., assume product wavefct.

Multi-electron atoms (11) 2010 update Extend the H-atom picture to more than 1 electron: H-atom sol'n use for N-elect., assume product wavefct. Mult-electron atoms (11) 2010 update Extend the H-atom pcture to more than 1 electron: VII 33 H-atom sol'n use for -elect., assume product wavefct. n ψ = φn l m where: ψ mult electron w/fct φ n l m one

More information

A Quantum Gauss-Bonnet Theorem

A Quantum Gauss-Bonnet Theorem A Quantum Gauss-Bonnet Theorem Tyler Fresen November 13, 2014 Curvature n the plane Let Γ be a smooth curve wth orentaton n R 2, parametrzed by arc length. The curvature k of Γ s ± Γ, where the sgn s postve

More information

Modelli Clamfim Integrali Multipli 7 ottobre 2015

Modelli Clamfim Integrali Multipli 7 ottobre 2015 CLAMFIM Bologna Modell 1 @ Clamfm Integral Multpl 7 ottobre 2015 professor Danele Rtell danele.rtell@unbo.t 1/30? roduct of σ-algebras Let (Ω 1, A 1, µ 1 ), (Ω 2, A 2, µ 2 ) two measure spaces. ut Ω :=

More information

Q e E i /k B. i i i i

Q e E i /k B. i i i i Water and Aqueous Solutons 3. Lattce Model of a Flud Lattce Models Lattce models provde a mnmalst, or coarse-graned, framework for descrbng the translatonal, rotatonal, and conformatonal degrees of freedom

More information

ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION

ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION Advanced Mathematcal Models & Applcatons Vol.3, No.3, 2018, pp.215-222 ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EUATION

More information

The Second Anti-Mathima on Game Theory

The Second Anti-Mathima on Game Theory The Second Ant-Mathma on Game Theory Ath. Kehagas December 1 2006 1 Introducton In ths note we wll examne the noton of game equlbrum for three types of games 1. 2-player 2-acton zero-sum games 2. 2-player

More information