SIM UNIVERSITY SCHOOL OF SCIENCE AND TECHNOLOGY DEVELOPMENT AND PARAMETERIZATION OF A MULTI-PURPOSE ATOMIC AND MOLECULAR POTENTIAL ENERGY FUNCTION STUDENT SUPERVISOR : E0706507 (PI NO.) : DR ALAN LIM PROJECT CODE : JUL2009/ENG/028 A project report submitted to SIM University in partial fulfillment of the requirements for the degree of Bachelor of Engineering May 2010 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 TABLE OF CONTENTS Table of contents ..................................................................................................................... 1 Abstract .................................................................................................................................... 3 Acknowledgement .................................................................................................................... 4 List of figures ........................................................................................................................... 5 List of tables ............................................................................................................................. 6 1. INTRODUCTION 1.1 Project Objectives ................................................................................................................ 7 1.2 Overall Objective ................................................................................................................. 7 1.3 Proposed Approach and Method ......................................................................................... 7 1.4 Proposed Approach .............................................................................................................. 8 1.4.1 Project Tasks ................................................................................................................. 8 1.4.2 Skill Review .................................................................................................................. 8 1.4.3 Project Management – Planning and Scheduling .......................................................... 9 1.4.4 The Priorities of Improving Skill .................................................................................. 9 1.5 Outline of Thesis ................................................................................................................ 10 1.6 Summary ............................................................................................................................ 10 2. LITERATURE REVIEW 2.1 Introduction ........................................................................................................................ 11 2.2 Potential Energy Function.................................................................................................. 11 2.3 Covalent and van der Waals Bonding ................................................................................ 13 2.4 Potential Energy Function.................................................................................................. 14 2.4.1 Hooke’s Law .............................................................................................................. 15 2.4.2 Lennard-Jones Potential ............................................................................................. 16 2.4.3 Morse Potential ........................................................................................................... 18 2.4.4 Buckingham Potential ................................................................................................ 19 2.4.5 Buckingham Potential ................................................................................................ 19 2.4.6 Linnett Potential ......................................................................................................... 20 2.4.7 Ryderg Function .......................................................................................................... 20 2.4.8 Murrell-Sorbie Function .............................................................................................. 21 2.5 Comparison with each different potential energy function................................................ 21 1 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 3. ANALYSIS 3.1 Criteria for potential energy function ................................................................................ 23 3.2 Generalize potential energy function ................................................................................. 24 3.3 Parameterization ................................................................................................................ 27 3.4 Propose potential energy function ..................................................................................... 27 4. COMPARISON BETWEEN PROPOSED MULTIPURPOSE POTENTIAL ENERGY FUNCTION WITH OTHER KNOWN POTENTIAL ENERGY FUNCTION 4.1 Diatomic Molecules ........................................................................................................... 29 4.2 Parameterization of the proposed multifunction potential function with combinations of covalently bonded elements involving silicon ......................................................................... 29 4.2.1 Parameterization of propose multifunction potential energy function with Silicon to Silicon .................................................................................................................................. 30 4.2.2 Parameterization of propose multifunction potential energy function with Oxygen to Silicon................................................................................................................................... 21 4.2.3 Parameterization of propose multifunction potential energy function with Sulfur to Silicon................................................................................................................................... 32 4.3.4 Parameterization of propose multifunction potential energy function with Nitrogen to Silicon................................................................................................................................... 33 4.3 Parameterization of propose multifunction potential energy function with 71 diatomic molecules ................................................................................................................................. 35 4.4 Parameterize of proposed multipurpose potential energy function with van der Waals interaction ................................................................................................................................ 37 5. CONCLUSION AND SUMMARY……………………………………………………39 6. REFLECTION…………………….……………………………………………………40 7. REFERENCES…………………….……………………………………………………41 2 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 Abstract Simulations of solid, liquid and gaseous state systems require the use of molecular force fields to extract physical and chemical properties at bulk level. Molecular force fields normally include covalent bond stretching energy and van der Waals interaction energy, among others. Most conventional computational chemistry applications adopt the harmonic potential for bond stretching while the Morse function is employed for the greater accuracy. To a lesser extent, the Linnett potential has been proposed for describing bond-stretching energy. Neutral non-bonded interaction energy is often modeled by the Lennard-Jones potential, and the Expoential-6 function (the latter falls under the category of the Buckingham potential). So far, covalent bonds stretching energy and van der Waals interaction energy have been described by different groups of potential functions due to their comparative suitability. The use of a single potential function across various types of bonding and molecular sizes will help the development of multi-scale analysis die to the smooth transition of energy quantification from one scale to another. Therefore, in this project, a blended potential energy function is to be conceptualized for describing both covalent bond and van der Waals energy. The obtained parameters for Si-Si and other Si-related interactions will be of use in modeling the characteristics of nano-electronic materials and devices. 3 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 Acknowledgement I would like to acknowledge and extend my heartfelt gratitude to my project supervisor, Dr Alan Lim Teik-Cheng for his encouragement, understanding and personal guidance throughout the whole year. I am sincerely thanking him for taking his time off, from his busy schedule to meet-up with me and discussions. Without his assistance, I could not have completed this project. Last but not least, I would like to take this opportunity to thank my family especially my girlfriend who has given me the support and encouragements throughout this period. 4 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 Lists of Figures Figure no. Title Page Figure 2.1 Bond stretching energy 11 Figure 2.2 Intermolecular potential energy with separation 12 Figure 2.3 van der Waals force model 13 Figure 2.4 Simple potential energy curve of a diatomic molecule 14 Figure 2.5 Spring Potential Energy Diagram 15 Figure 2.6 Potential Energy Graph 15 Figure 2.7 Lennard-Jones potential for argon dimer chart 16 Figure 2.8 Morse potential and harmonic oscillator potential graphs 17 Figure 4.1 Potential energy curve using multifunctional potential for 30 comparison with Murrell-Sorbie potential using Si-Si interaction Figure 4.2 Potential energy curve using multifunctional potential for 31 comparison with Murrell-Sorbie potential with O-Si interaction Figure 4.3 Potential energy curve using multifunctional potential for 32 comparison with Murrell-Sorbie potential with S-Si interaction Figure 4.4 Potential energy curve using multifunctional potential for 33 comparison with Murrell-Sorbie potential with N-Si interaction Figure 4.5 Potential energy curve using multifunctional potential for 38 comparison with van der Waals potential function 5 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 LIST OF TABLES Table no. Title Page 1.1 Criteria and Targets for Assessment of Project 8 1.2 Skills to Achieve Target 8 2.1 Summary of intermolecular forces 12 2.2 Comparison chart between various potential energy function 21 4.1 Murrell-Sorbie Parameters Chart 28 4.2 Dimensionless force constant for 71 diatomic molecules 33 4.3 Comparison Chart 38 6 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 1 Introduction 1.1 Project Objective The potential energy functions in molecular force fields are important as the accuracy of simulated result is depending on the choice of these functions. Indeed, it has been reported that the use of different potential energy functions strongly influence the calculated size effects of nano-scale structures [1]. Generalized potential energy functions are known to posses additional parameter(s) such that reduction to specific potential functions takes place when numerical values are prescribed to additional parameters(s). Therefore the main objective of this project is to develop a multi-purpose atomic and molecular potential energy function whereby using a single potential function for both interatomic and intermolecular interaction energy will reduce the computational time. The function which is developed can be used primarily for modeling Si-Si interaction in electronic materials, as well as for other material systems. 1.2 Overall Objective There are a total of four overall objectives in this project. First of all, we are to conceptualize a multi potential energy function for describing a change in covalent energy, change in van der Waals energy between two non-bonded atoms and also change in van der Waals energy between two molecules. This can be done either by introducing a new or improvised a particular potential energy function. The second objective is to perform parameterization of the proposed potential function for about silicon to silicon in the first instance followed by other combinations of covalently bonded elements involving silicon. Thirdly, I will need to verify the validity of the parameters through comparison with other models or experimental results. For the last objective, I will need to obtain the parameters of the multi-purpose potential function for the van der Waals interaction. 1.3 Proposed Approach and Method The first approach to this project is to define the skill set which might be needed for this project. Various different type of potential energy function will be chosen to be studied and followed by an intense background study of these different types of potential energy function. There’s a need for me to be familiar with covalent bond stretching energy as well as van der 7 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 Waals interaction energy and study various classical potential energy functions and to create comparison with various different model or experimental results. At the later stage, a new or improved potential energy function will be proposed and will need to perform parameterization of the propose function with the given criteria. 1.4 Skill Review 1.4.1 Criteria and Targets for Assessment of Project Table 1.1 Criteria and Targets for Assessment of Project Criteria / Targets Dateline Status Project proposal and approval 14 July 2009 Completed Draft a project plan By 31 Aug 2009 Completed Carry out gathering of information By 31 Jan 2010 Completed Summarize and collate all information By 28 Feb 2010 Completed Literature Review By 31 Jan 2010 completed Project Proposal Report 31 Aug 2009 Completed Review project plan By Jan 2010 Completed Assess project progress By 24 Feb2010 Completed Conclude any work/issues related to project By 30 April 2010 Completed Completion of final report By 18 April 2010 Completed Collate related issues for poster presentation By 5 May 2010 Completed Poster presentation May 2010 Completed 1.4.2 Skills to Achieve Target Table 1.2 Skills to Achieve Target Skills Sources / Methods Published journals Related articles from internet Getting ideas and information Reference books from UniSim Library or National Library Project tutor 8 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 Setting targets Assessing and evaluating project progress Comparison of various data obtained Project management Computer literacy Proficiency in Microsoft Office Report writing skills Presentation Poster presentation skills Collate and organize details in a presentable format 1.4.3 Strength and Weakness I should say that the project makes me feel difficult in the beginning as I do not have any fundamental on electronic material nor familiar with potential energy functions. I also have weakness in expressing my points due to limited vocabulary and it might hinder me in writing this thesis report. I will need to improve more onto this area by reading up more and to observe the appropriate style of technical writing. By meeting up with the project supervisor, this helps to strengthen my knowledge, concept of the project as well as knowing project objective clearly. Since I have already taken Electronic Material last semester, I believe that this subject may provide me with some theoretical background knowledge. Internet, library and reference report will be the reliable source to gather required information. However, with the large amount of information gathered through various resources, I will need to filter the most relevant information out for the project. With much efforts and perseverance putting in, I believe that mastering in conceptualization on potential energy function would be much easier. 1.4.4 The Priorities for Improving Skills In order to start on the project, studies into fundamental of various potential energy functions are extremely important. In order to tackle the problems which I have came crossed in the project as well as to meet project submission deadline, I will need to develop a positive attitude, raising questions frequently, critically assessing and analyzing potential problems 9 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 skills, planning and management skills must be achieved. I will need to consult with the project supervisor when there’s any doubt during the progress. 1.5 Outline of the Thesis This thesis consists of five topics and each topic’s overviews are as follows: Topic 1: This topic provides a brief introduction on the background, the objectives of this project as well as the proposed approach in accomplishing on this project. Topic 2: This topic provides introduction of force field encapsulates both bonded terms relating to atoms that are linked by covalent bonds, and non-bonded “non-covalent” terms van der Waals forces. This chapter also gives us an overview of various potential energy functions. Topic 3: This topic will introduce us a new multipurpose potential energy function. Topic 4: This topic illustrates several simulation results obtained from graph. Topic 5: A final summary and conclusions is made here based on the outcome of the project. Topic 6: This topic illustrates reflection and thoughts towards this project. 1.6 Summary This topic provides a basic introduction of this project in which will cover the objectives, proposed approach as well as the flow of this thesis. This topic is the major part of the thesis as it summaries the whole process. 10 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 2 Literature Review 2.1 Introduction Simulations of solid, liquid and gaseous state systems need to use molecular force fields to extract physical and chemical properties at bulk level. The basic functional form of a force field encapsulates both bonded terms relating to atoms that are linked by covalent bonds, and non-bonded “non-covalent” terms describing the long-range electrostatic and van der Waals forces [2]. Figure 2.1 Bond stretching energy [3] The above figure diagram shows that a force field is used to minimize the bong stretching energy of this ethane molecule. Molecular force fields normally include covalent bond stretching energy as well as van der Waals interaction energy. For this project, we need to conceptualize a blended potential energy function for describing both covalent bond and van der Waals energy. 2.2 Intermolecular forces An intermolecular force is a force between molecules that have completed their valence requirements and have no further tendency to form chemical bonds. The forces may be either attractive or repulsive, and they typically vary with the separation as shown in figure 2.1 11 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 Figure 2.2 The typical variation of an intermolecular potential energy with separation. At short distances (essentially, when the molecules are in contact) the repulsion always dominates. [4] Intermolecular forces are often called van der waals forces after a Dutch physicist Jahannes van der Waals (1837-1923) who investigated their effects on the properties of gases. The existence of attractive forces is shown by the occurrence of condensed phases of matter and the strongest attractive interaction are ion-ion interactions between charged species which will change inversely with the separation R (Table 2.1). Their energies are generally of the order of 400kL for typical separations of ions in ionic solids. Polar molecules might interact with ions by an ion-dipole interaction, in which the potential energy varies as . The shorter the range of the interaction (that is, the more rapid decrease in its strength with increasing separation than for the ion-ion interaction) is a consequence of the two charges of the dipole appearing to blend into an electrically neutral point as the separation increases. Ion-dipole interactions are the order of 20kL and one of their important consequences is the hydration of ions in water. Two polar molecules may interact by a dipole-dipole interaction. The potential energy of this interaction varies as in a solid (when the molecules are not rotating) but as in a fluid (in 12 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 which the molecules are rotating). The short range of the dipole-dipole interaction reflects during large separations, both molecules appear to each other to be neutral points. The shorter range of the interaction in a fluid arises from the near cancellation of attractive representing the interaction of two dipoles placed at the centre of the molecules. Table 2.1 Summary of intermolecular forces Interaction type Distance dependence Typical energy kJ Comment Ion-ion 250 Only between ions Ion-dipole 15 Dipole-dipole 2 of potential function Between stationary polar molecules 0.3 Between rotating polar molecules London (dispersion) 2 Between all types of molecules 2.3 Covalent and van der Waals Bonding Covalent bond is a form of chemical bonding in which is characterized by the sharing of pairs of electrons between atoms or other covalent bond. Attraction to repulsion stability which was form between atoms when they share electrons is known as covalent bonding. The covalent molecular bond is formed between non-metal elements for compound. A covalent molecular substance which consists of a small molecules in which they will join together with strong covalent bonds and others molecules in the substance which are held together with weak forces known as van der Waal’s force. The van der Waals force (or van der Waals interaction) is the attractive and repulsive force between molecules (or between parts of the same molecule) other than those due to covalent bonds or to the electrostatic interaction of ions with one another or with neutral molecules [5]. The term includes the following: Force between permanent dipole and a corresponding induced dipole Instantaneous induced dipole-dipole forces 13 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 Figure 2.3 Van Der Waals force model [6] The above diagram shows a monatomic structure consists of discrete atoms held together by Van der Waals’ forces, such as the noble gases. 2.4 Potential Energy Function Potential energy function is important in molecular force fields as precision of simulated results are depending on the choice of these potential energy functions. The functions also provide a reasonably good compromise between accuracy and computational efficiency. They are often calibrated to experimental results and quantum mechanical calculations of small model compounds [7]. A good deal of information about the structure of a molecule is summarized in its potential energy curves. Potential energy minima determine the bond lengths. The second derivatives of the potential energy with respect to the distance will give the force constant. These determine the vibrational and rotational levels of the molecule. Anharmonicity constants depend on higher derivatives of the potential energy curve. 14 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 Figure 2.4 Simple potential energy curve of a diatomic molecule [7] Calculation size effects of nano-scale structures will be strongly influenced depending on the use of different potential functions. Although potential functions with greater numbers of parameters can be generally said to provide better fitting to experimental data than those of fewer parameters, the latter functions have been adopted to a greater extent in molecular mechanics softwares [8]. Sometimes the potential function can be always clearly divided into a repulsive and an attractive part. In van der Waals complexes it is this repulsive function will prevent the molecules locking together usually giving the peculiarity of a positive van der Waals energy which seems to be counterintuitive [9]. We will be discussing various potential energy functions in the following examples. 2.4.1 Hooke’s Law Spring Potential Energy (also known as Hooke’s Law) is proposed by Robert Hooke in 1642 [5]. Objects that quickly regain their original shape after being deformed by a force, with the molecules or atoms of their material returning to the initial state of stable equilibrium, often obey Hooke's law. The concept of Hooke’s Law is that the amount of force applied to the spring is proportional to the amount of deformation. That is when a greater force is applied to a spring, the more deformation there is. When less force is applied onto the spring, there will be less deformation on it. Mathematically, Hooke's law states that 15 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 (1) Whereby x is the displacement of the end of the spring from its equilibrium position, F is the restoring force exerted by the material and k is the force constant of the spring. The negative sign shows that the force exerted from the spring is direct opposition to the direction of displacement. Figure 2.5: Spring Potential Energy Diagram [10] The potential energy which is stored in the spring is given as (2) Which comes from adding up the energy it takes to incrementally compress the spring and that is the integral of force over distance. Figure 2.6: Potential Energy Graph [11] 16 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 2.4.2 Lennard-Jones Potential The Lennard--Jones potential (which is also known as, L-J potential or 6-12 potential) is an effective potential that describes the interaction between a pair of neutral molecules or atoms. It is proposed in 1924 by Sir John Edward Lennard-Jones [12]. The Lennard-Jones potential is mildly attractive when two uncharged molecules or atoms approach one from a distance, but strongly repulsive when they happen to approach too close. The L-J potential energy is given as (3) Where D is the depth of the potential well (energy), represent the distance at which the interparticle potential is zero (length) and r is the distance between the two particles. The Lennard-Jones model consists of 2 parts. When the separation r is very small, the will dominates and the potential is strongly positive. And therefore the term term describes the short range repulsive potential because of the distortion of the electron clouds at small separations. In contrast the And therefore the term predominates when the separation r increases in magnitude. describes the long-range (dispersion force or van der Waals force) attractive tail of the potential between the two particles. Figure 2.7: Lennard-Jones potential for argon dimer chart [13] 17 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 The Lennard-Jones potential function is also often written as the following, (4) where is the distance at the minimum of the potential. 2.4.3 Morse Potential The Morse potential, named after a physicist Philip M. Morse is an empirical potential which describe the stretching of a chemical bond. It has a better approximation for the vibrational structure of the molecule than the quantum harmonic oscillator as it specific includes the effect of bond breaking, such as the existence of the unbound states. It also holds accounts for the anharmonicity of both non-zero transition probability and the real bonds for overtone and combination bands. The Morse potential energy function has three parameters and has the form of (5) Where the depth of the potential minimum is is, bonded atoms, is the distance between the nuclei of the is the equilibrium bond distance and controls the ‘width’ of the potential energy curve. The Morse function has been used for quantifying the van der Waals interactions in the COSMIC force field [13]. By subtracting the zero point energy from the depth of the well, the dissociation energy of the bond can be obtained. And by taking the second derivation of the potential energy function, the force constant of the bond can be found, from which it can be shown that has a parameter of (6) Where is the force constant at the minimum of the well. 18 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 Figure 2.8 Morse potential and harmonic oscillator potential graphs [14] As we can see from the graph, the Morse potential is represented by the blue whereas harmonic oscillator potential (Hooke’s Law) is represented by the green. Unlike the energy level of the Morse potential in which the spacing decreases as the energy approaches the dissociation energy, the harmonic oscillator potential are evenly spaced by . Morse curves have the advantages of exactly reproducing their dissociation energies and harmonic force constants of the diatomic molecules, and at the same time it gives a good account of themselves in reproducing anharmonicity in the diatomic potentials. Coolidge, James and Vernon [15] examined the following extended version of the Morse Curve (7) Coolidge, James and Vernon has taken seven terms in this series. Though this series is flexible, it has one serious disadvantage in which is hard to determine and in fact it loses its significance as we take more terms in the extended Morse curve. 2.4.4 Hulburt-Hirschfelder Function Hulburt and Hirschfelder [16] has modified the simple Morse function by multiplying the repulsive branch by a polynomial to form (8) 19 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 where (9) And b and c are simple algebraic functions of the five spectroscopic constants. This function has a great practical advantage that it uses just those five parameters which are most readily obtained from the study of band spectrum. Hulburt and Hirschfelder has given a list of the numerical values of the parameters for twenty-five common diatomic molecules and with only a few exceptions, their potential curves lie above the Morse curves [17]. 2.4.5 Buckingham Potential Buckingham potential energy function has been widely used in atomic molecular force field as well as describing bond stretching in condensed matter. It has the form of (10) Where A and C are the coefficients of the repulsive and attractive terms respectively. B and n are the repulsive and attractive indices respectively and r is the distance between non-bonded atoms. The attractive index n is usually 6, which is later led to a simpler form and is known as modified Buckingham or Exponential-6 potential with the function of (11) 2.4.6 Linnett Potential The Linnett potential energy function has been investigated in the recent years and has also been proposed as a viable potential function for practical purposes. The Linnett potential is different from Buckingham by an exchange in the functional forms of the repulsive and attractive terms. It has the form of (12) In both Buckingham and Linnett potential function, exponential terms exist in both repulsive and attractive parts, having Buckingham’s term resembles that of Linnett’s repulsive term. 2.4.7 Rydberg Function The diatomic Rydberg potential energy function is extended to triatomic as well as polyatomic species when bonds are both fundamentally independent and interdependent, as in 20 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 stable molecules and activated complexes. This function has three parameters just like the Morse function and it has the form of (13) Where , The parameter depends on inter nuclear distance r where r and R are the interatomic distances at any instant and the equilibrium, and a scale factor b according to the equation . And is the depth of the potential minimum. In the computation of solid sate systems, for example, the Rydberg function has been employed to describe two-body bonded interaction energy whereby (14) thereby implying that is a non-dimensional parameter . In the computation of intermolecular interaction of diatomic molecules, the extended Rydberg function is written as (15) where and thereby implying units of as 2.4.8 Murrell-Sorbie potential function Unlike Morse potential function which has three parameters, Murrell and Sorbie expanded the function in five parameters with the form of (14) And which can be expanded to (15) By expanding the original Rydberg function up to third, i.e. . We can say that Murrell- Sorbie function allows a better fit to the experimental data and hence providing greater confidence when computing bond-stretching over large range because this function has greater numbers of parameters. As such, the conversion of Murrell-Sorbie parameters, which are normally painstakingly obtained, into parameters of the Morse function, which is more widely incorporated in force fields, is justified for large bond stretching [1]. 21 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 2.5 Comparison with each different potential energy function After looking through various potential energy functions, we can conclude that the approximate relationship between each different potential energy function was obtained by comparing the coefficients at the repulsive and attractive term. As you can see from the chart, Morse and Rydberg potential have both exponential repulsive and attractive term. Leonard Jones is the only potential which has term on both repulsive and attractive term. Buckingham potential has a exponential repulsive term and Linnett potential has a attractive term. And lastly repulsive term and exponential attractive term. Table 2.2 Comparison chart between various potential energy function Types of Potential Energy function Repulsive Term Attractive Term Morse potential Exponential Exponential Buckingham potential Exponential Leonard Jones potential Linnett potential Exponential After all these comparison, I would think that some of these potential energy functions have similarities. Buckingham and Linnett potential functions is intriguing, as exponential terms exist in the repulsive and attractive parts of the Buckingham and Linnett potentials, respectively, while the functional form of Buckingham’s attractive term resembles that of the Linnets repulsive term [18]. Buckingham and Linnett interatomic potential energy function have two similarities, first is the equity of the curvature at the equilibrium interatomic distance and secondly, the equity of the slope [19]. 22 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 There are two ways for us to conceptualize a multipurpose potential energy function. The first way is to compare all the different functions which were mention previously, analyze them and to combine them into a new potential energy function. The second way is to analyze onto one single potential energy function and to analyze if we can modified it to make a multipurpose potential energy function out of it. 23 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 3 Analysis 3.1 Criteria for potential energy function In order for us to present a good potential energy function, there are certain criteria which must be satisfied. These criteria can be divided into two parts (a) necessary and (b) desirable. (a) Necessary 1. The function should come asymptotically to a finite value as 2. The function should have a minimum at 3. The function should become infinite at . For the third condition, this not to be strict because the results are practically the same if becomes very large at . This condition will not be exactly true either if nuclear structure and forces are to be taken into account. However, for our purpose, the changes in the potential function at internuclear distances of cm is no consequence. (b) Desirable: 4. Although the above three criteria give us a conventional from of potential energy curve as shown in Figure 2.1, it is not the only possible form for the curve. Potential energy curves with at least one maximum and the dissociation limit are certainly known [17]. When an “attractive” potential curve in a low approximation is crossed by a “repulsive” potential curve, the maximum often arises. The reason behind this is that the finer interaction, the intersection is avoided to a potential maximum of the lower of the resulting potential curves of the interaction is not too strong. Frost and Musulin [20] have given a theoretical discussion of various criteria for potential energy. In analogy with the wave-mechanical calculations, they have considered the potential energy as the algebraic sum of two parts. First, the nuclear repulsive potential corresponding to merely a Coulomb potential where and are effective atomic numbers. Secondly, the pure electronic energy defined as are effective atomic numbers. Secondly, the pure electronic energy defined as which is also a function of . Therefore 24 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 They have shown that potential function should also satisfy the following additional criteria. 5. (a) (b) is finite at at 6. 7. , where is the known “united” atom energy for larger at 8. van der Waals terms should introduce terms of the form . 3.2 Generalized potential energy function Generalized potential energy functions are known to possess additional parameters such that reduction to specific potential functions takes places when numerical values are prescribed to additional parameters. One example is that the generalized Morse potential discussed by Graves [22] and the 2-body energy description by Biswas and Hamann [23] reduces to conventional Morse potential when the ratio of the repulsive-to attractive indices is set at 2, where as the Buckingham potential reduces to the Exponential-6 function for quantifying van der Waals interaction when the attractive index is equal to 6. Another example is that the Murrell-Sorbie potential function is a generalized version of Rydberg potential. In all of the above examples, the generalized potential functions merely reduce from a potential of more parameters to one with less parameters without traversing across different types of potential. A category of generalized potential functions exists whereby the additional parameter(s) is/are known as type parameter(s) because the assignment of different numerical values to the type-parameters(s) reduce the generalized potential energy function into specific potentials of different functional forms. For example, the generalized potential energy function by Thakkar [24] (15) reduces to the Dunham potential [25] when potential [26] when and the Simons-Parr-Finlan (SPF) whereby r is the bond length while R is the equilibrium bond 25 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 length. Hence the parameter is the type-parameter, for it determines the type of specific potential function which the generalized from reduces to. Some extent of flexibility exists in Thakkar’s generalized potential, in which it not only reduces to the Dunham and SPF potentials, but a weighted average can be attained to facilitate curve-fitting of spectroscopic data and/or ab initio results within with However, Thakkar’s potential does not reduce to the Ogilvie potential [27]. As such Molski [28] introduced a generalized potential (16) such that substitution of , 1 and 0.5 reduce the generalized potential into Dunham, SPF and Ogilvie potential functions respectively. Hence the parameter is the type-parameter for Molski’s generalized potential. Further enchantment to this type-parameter was made through a glue function. While the Thakkar and Molski generalized potentials enable 1-dimentional section in switching between Dunham SPF potentials within the range 0 and respectively, Dr Lim [29] have introduced a generalized potential (17) in which can be reduced to the generalized potentials of Lennard-Jones (LJ), Morse (M), Buckingham (B) and Linnett (L) when the type-parameters and are prescribed as follows (18) 26 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 Nevertheless, all the four reduced potentials are generalized in their own right and can be further reduced to specific potentials by appropriate choice of parameters. For example, firstly by selecting and will reduces Eq. (17) into a conventional Morse potential function. Secondly, by selecting and reduces Eq. (17) into the conventional Lennard-Jones (12-6) potential function. Lastly, by selecting and reduces Eq. (17) into a function used by Mayo et al. [30] for describing van der Waals interaction whereby and are imposed for short and long range respectively. Due to its flexibility, this generalized potential is able to be use on parameterized herein for van der Waals, covalent and metallic interactions, for various systems including noble gases, diatomic molecules, other small molecules, fullerenes, polymers and metals. 3.3 Parameterization Let us take a look at Eq. (17). This general potential energy function reveals to have eight parameters which can be classified as following. Magnitude parameters parameters , scaling factors , and type parameters energy and distance are expressed in dimensionless forms , shape . When the potential and , we will be able to simplify the generalized potential energy function. 3.4 Proposed Potential Energy Function Since and from experience, we can say that (19) This replacement can be justifiable since the shape parameters and are sufficiently adjustable to fit into the potential energy data. In additional, the type parameters are centralized at (20) 27 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 so that the potential energy function is able to fit both bonded and non-bonded interactions without bias towards any of the four classical potentials. After perusal Eq. (17) and based on the above simplifications, we introduce the following equation, (21) The second order derivative of the proposed generalized potential is evaluated as (22) Such that the dimensionless force constant is simply (23) By imposing equal force constant, this gives a good agreement near the minimum well-depth for both interatomic and intermolecular interaction energy. The energy integral approach, however, is not adopted herein for determining individual shape parameters. Instead, a numerical search was performed. This decision was taken so that the expression of ratios can be set either as rational numbers or as integers in order to retain simplicity of Eq. (21) after the numerical values of and have been prescribed. In the following sections, dimensionless force constants for various potential energy functions are obtained so that we could allow a comparison between the proposed multipurpose potential energy function with previously know potential energy curves or functions from chapter 2. 28 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 4 Comparison between proposed multipurpose potential energy function with other known potential energy functions 4.1 Diatomic Molecules Diatoms are being considered the next smallest molecules after noble gases. Unlike noble gases, diatomic molecules do not posses covalent bonds, are considered herein for fitting Eq. (21) to the covalent and intermolecular interactions. Most diatomic potential energy curves have a very simple form: either they have a single minimum corresponding to a bound state of the two atoms or they are repulsive with. The dimensionless force constants of the diatomic molecules’ covalent bond can be obtained from Murrell-Sorbie potential energy function at (24) Since we are comparing between the proposed multipurpose potential energy function with Murrell-Sorbie potential energy function, we can say that proposed multipurpose potential energy function’s dimensionless force constant is equal to Murrell-Sorbie potential energy function’s dimensionless force constant. (25) 4.2 Parameterization of the proposed multifunction potential function with combinations of covalently bonded elements involving silicon In this section, we will be looking at comparison between Murrell-Sorbie potential energy curves and proposed multifunction potential energy function for instance silicon to silicon interactions follow by other combinations of covalently bonded elements involving silicon. 4.2.1 Parameterization of propose multifunction potential energy function with Silicon to Silicon 29 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 Based on the ground state data from Huxley and Murrell [31] and Eq. (24), we will be able to calculate the dimensionless force. Three parameters, , and R with the value of 2.957, 2.3 and 0.962 can be found on Murrell-Sorbie parameters chart on table 4.1. After substitute all the three parameters into Eq. (24), the dimensionless force constant for Si-Si were calculated as 20.90371. The use of for Si-Si gives a very good agreement with Murrell-Sorbie potential. The graph shown in Fig 4.1 shows a comparison between multifunctional potential for comparison with Murrell-Sorbie potential with Si-Si interaction. Fig 4.1 Potential energy curve using multifunctional potential for comparison with MurrellSorbie potential using Si-Si interaction. 4.2.2 Parameterization of propose multifunction potential energy function with Oxygen to Silicon With the parameters of , and which is taken from Murrell-Sorbie parameters chart, the dimensionless force constant for O-Si were calculated to be 15.7749. By using on Eq. (21), we can see that the multifunction potential 30 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 curve is pretty similar to Murrell-Sorbie potential curve. The graph shown in Fig 4.2 shows a comparison between multifunctional potential for comparison with Murrell-Sorbie potential energy function with O-Si interaction. Fig 4.2 Potential energy curve using multifunctional potential for comparison with MurrellSorbie potential with O-Si interaction. 4.2.3 Parameterization of propose multifunction potential energy function with Sulfur to Silicon With the parameters of , and which is taken from Murrell-Sorbie parameters chart, the dimensionless force constant for S-Si were calculated to be 17.73824. Imposing the ratio on Eq. (21) gives us a good agreement with the multifunction potential curve against Murrell-Sorbie potential curve. The graph shown in Fig 4.3 shows a comparison between multifunctional potential for comparison with MurrellSorbie potential energy function with O-Si interaction. 31 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 Fig 4.3 Potential energy curve using multifunctional potential for comparison with MurrellSorbie potential with S-Si interaction. 4.2.4 Parameterization of propose multifunction potential energy function with Nitrogen to Silicon With the parameters of , and which is taken from Murrell-Sorbie parameters chart, the dimensionless force constant for S-Si were calculated to be 19.70965. Imposing the ratio on Eq. (21) gives us a good agreement with the multifunction potential curve against Murrell-Sorbie potential curve. The graph shown in Fig 4.4 shows a comparison between multifunctional potential for comparison with MurrellSorbie potential energy function with N-Si interaction. 32 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 Fig 4.4 Potential energy curve using multifunctional potential for comparison with MurrellSorbie potential with N-Si interaction. Table 4.1 Murrell-Sorbie Parameters Chart AIAI AICI AIF AIH AIO AIS BB BCI BeCl BeF BeH BeO BeS BF BH BN BO BS CC CCl D (eV) 1.572 5.150 6.940 3.163 5.330 3.878 3.085 5.552 4.052 6.337 2.161 6.659 5.007 7.896 3.565 5.793 8.396 6.083 6.325 3.393 R (Ang) 2.4660 2.1301 1.6544 1.6478 1.6179 2.0290 1.5890 1.7159 1.7971 1.3610 1.3426 1.3309 1.7415 1.2626 1.2324 1.2810 1.2045 1.6092 1.2430 1.6450 a1 2.634 2.150 2.479 2.316 2.409 2.634 3.581 2.457 3.100 2.948 4.278 2.828 2.128 3.200 2.935 4.487 4.253 3.526 5.026 3.463 a2 1.536 1.052 1.172 1.084 -0.418 0.827 2.787 1.067 2.475 1.586 5.873 0.477 -0.308 1.930 1.638 5.580 3.967 2.768 6.630 2.360 a3 0.038 0.824 1.484 0.576 1.106 0.466 0.752 1.012 1.417 1.509 3.858 1.029 0.220 2.926 0.983 6.391 2.368 1.327 3.787 1.000 33 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 CF CH ClCl ClF ClH ClLi ClNa ClO ClSi CN CO CP CS FF FH FLi FMg FN FNa FO FP FS FSi HH HLi HMg HN HNa HO HP HS HSi LiLi LiNa MgMg MgO MgS NaNa NN NO NP NS NSi OO OP OS OSi PP SiSi SS SSi 5.751 3.631 2.514 2.666 4.617 4.880 4.253 2.803 3.855 7.888 11.226 5.357 7.434 1.658 6.123 5.966 4.794 3.570 5.363 2.294 4.652 3.563 5.623 4.747 2.515 1.432 3.671 1.952 4.621 3.165 3.716 3.185 1.068 0.916 0.053 4.666 3.578 0.730 9.905 6.614 6.443 4.875 5.701 5.213 6.226 5.430 8.337 5.081 3.242 4.414 6.466 1.2718 1.1199 1.9879 1.6283 1.2745 2.0207 2.3608 1.5696 2.0580 1.1718 1.1283 1.5622 1.5349 1.4119 0.9168 1.5639 1.7500 1.3170 1.9259 1.3260 1.5897 1.6006 1.6011 0.7414 1.5957 1.7297 1.0361 1.8874 0.9696 1.4223 1.3409 1.5201 2.6729 2.8100 3.8905 1.7490 2.1425 3.0789 1.0977 1.1508 1.4909 1.4940 1.5718 1.2075 1.4759 1.4811 1.5097 1.8934 2.2460 1.8892 1.9293 3.557 3.836 4.478 4.137 3.698 1.700 1.316 5.142 2.880 5.312 3.897 4.487 3.445 6.538 4.216 2.196 1.854 4.895 2.006 7.228 3.521 5.040 3.008 3.961 2.173 3.815 4.482 2.154 4.507 3.645 3.284 3.058 1.919 1.846 2.043 1.909 1.780 2.067 5.396 5.398 4.491 4.926 3.732 6.080 4.275 4.748 3.208 3.920 2.957 3.954 2.773 2.303 3.511 6.022 3.311 3.349 0.533 0.630 7.971 2.021 7.663 2.305 5.506 2.370 12.521 3.965 1.102 -0.341 6.571 0.987 18.759 2.863 7.564 1.807 4.064 1.088 4.499 4.971 1.071 4.884 3.470 1.837 2.335 1.077 0.993 1.005 -0.509 -0.358 1.384 7.328 7.041 5.165 6.677 2.975 11.477 4.399 6.504 1.685 4.266 2.300 4.312 1.462 2.672 2.268 3.749 0.213 1.999 0.496 0.372 6.116 1.140 5.369 1.898 3.156 1.238 11.717 3.835 1.151 0.854 5.197 0.957 22.835 1.835 5.072 1.605 3.574 0.447 2.455 3.397 0.365 3.795 1.771 0.494 1.188 0.232 0.237 0.526 0.686 0.339 0.365 4.988 4.823 2.882 4.539 1.460 11.003 2.717 5.228 1.217 2.246 0.962 2.332 0.647 34 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 4.3 Parameterization of propose multifunction potential energy function with 71 diatomic molecules The following table 4.2 shows the calculation of dimensionless force constant for all the 71 diatomic molecules, values of the shape parameters of M and N as well as the ratio. Table 4.2 Dimensionless force constant for 71 diatomic molecules AIAI AICI AIF AIH AIO AIS BB BCI BeCl BeF BeH BeO BeS BF BH BN BO BS CC CF CH ClCl ClF ClH ClLi ClNa ClO ClSi CN CO CP CS FF FH FLi FMg FN FNa Dimensionless force constant 23.509 11.427 10.405 8.671 17.379 4.351 18.305 11.491 15.049 10.222 11.816 12.476 15.602 10.170 8.107 14.724 14.731 17.859 18.541 19.679 13.041 9.648 31.647 27.820 11.333 7.447 2.629 25.863 18.010 17.701 13.465 22.260 16.793 35.291 8.275 6.404 12.615 18.765 7.603 M 6.000 3.500 3.500 3.000 5.000 5.000 4.500 4.000 4.000 3.300 3.500 4.000 5.000 4.000 2.900 3.681 4.000 4.500 4.400 5.000 4.000 3.200 6.000 6.000 3.500 3.000 1.700 6.000 4.500 5.000 3.800 6.000 4.500 7.000 3.000 3.000 5.900 4.400 3.000 N 3.918 3.260 2.976 2.890 3.476 4.350 4.000 2.870 3.762 3.097 3.376 3.116 3.120 2.540 2.793 3.681 3.680 3.969 4.214 3.936 3.253 3.015 5.274 4.636 3.238 2.480 1.546 4.310 4.000 3.420 3.543 3.709 3.731 5.041 2.756 2.134 2.138 4.265 2.533 Ratio 1.531 1.074 1.176 1.038 1.438 1.149 1.125 1.394 1.063 1.066 1.037 1.284 1.602 1.575 1.038 1.000 1.087 1.134 1.044 1.270 1.230 1.061 1.138 1.294 1.081 1.210 1.100 1.392 1.125 1.462 1.073 1.618 1.206 1.389 1.089 1.406 2.760 1.032 1.184 35 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 FO FP FS FSi HH HLi HMg HN HNa HO HP HS HSi LiLi LiNa MgMg MgO MgS NaNa NN NO NP NS NSi OO OP OS OSi PP SiSi SS SSi 25.892 16.859 26.320 13.930 4.156 6.483 16.623 10.892 8.897 9.913 12.837 12.785 10.817 10.921 11.226 32.752 14.262 17.830 14.262 23.063 19.939 21.870 24.354 19.709 20.431 20.644 20.917 15.775 24.501 20.900 25.020 17.738 6.000 4.200 5.500 3.800 2.100 2.600 4.200 3.400 3.000 3.200 3.700 3.700 3.400 3.400 3.400 6.000 6.000 4.500 3.800 4.900 4.500 4.800 5.500 5.000 5.000 5.000 5.000 4.000 5.000 5.000 5.100 4.300 4.315 4.010 4.785 3.665 1.970 2.493 3.957 3.204 2.965 3.093 3.469 3.455 3.181 3.211 3.300 5.459 2.377 3.962 3.753 4.706 4.430 4.556 4.427 3.959 4.086 4.129 4.180 3.943 4.900 4.446 4.900 4.125 1.390 1.047 1.149 1.037 1.066 1.043 1.061 1.061 1.012 1.035 1.067 1.071 1.069 1.059 1.030 1.099 2.524 1.136 1.012 1.041 1.016 1.054 1.242 1.263 1.224 1.211 1.196 1.015 1.020 1.125 1.041 1.042 As you can see from the table, the value of M and N is pretty near to each other and the ratio can be from up to with the exception of two diatomic molecules MgO and FMg which have ratio above 2. 36 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 4.4 Parameterize of proposed multipurpose potential energy function with van der Waals interaction The Lenard-Jones potential is often used as an approximate model for the isotropic part of a total (repulsion plus attraction) van der Waals force as a function of distance. The dimensionless force constants for the conventional Lennard-Jones functions are written to be (26) A good fit is observed when is applied onto Eq. (21). After comparing dimensionless force constant of both Lennard-Jones and the proposed multipurpose potential energy function, we can say that (28) and since , we can say that (29) After solving the above equation, we have the value of and . We will be using these values to plot the graph. Fig 4.5 shows a comparison between multifunctional potential for comparison with van der Waals potential energy function. 37 ENG499 – Capstone Project Thesis Name: Wang Eng Pheng Student PI no: E0706507 Figure 4.5 Potential energy curves using multifunctional potential for comparison with van der Waals potential energy function From the above graph, we can see that the potential energy curve between the van der Waals and the multipurpose function are almost the same. Table 4.3 show us a simple comparison of both dimensionless and repulsive-to-attractive index ratio between bonded and non-bonded atoms. Table 4.3 Comparison Chart Type interatomic or Type of bonding intermolecular or interaction System Specific bonding or Dimensionless Repulsive-to-attractive interaction force constant index ratio (m/n) interaction Bonded Covalent SiSi Si-Si 20.90371 1.2 Bonded Covalent OSi O-Si 15.7749 1.01 Bonded Covalent SSi S-Si 17.73824 1.04 Bonded Covalent NSi N-Si 19.70965 1.26 Non-bonded van der Waals LJ(12-6) Not applicable 72 3 38 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 5 Summary and conclusions A potential energy function that was earlier proposed via functional blending of the MurrellSorbie and Lennard-Jones functions has been centralized in order to test its applicability for both bonded and non-bonded interactions. The present preliminary investigation on the applicability of Eq. (21) has made by comparing it with either experimental data or previously established potential functions. The choice of established potential function for comparison is immaterial, but the agreement with the proposed multifunctional potential is essential. The method employed is summarized as follows. a) Obtaining then dimensionless force constant of a comparison potential energy, either from data or from a potential function. This constant is none other than the dimensionless curvature of the potential energy curve at the web-depth’s minimum. b) Equating this dimensionless force constant of Eq. (21) as furnished in Eq. (23), with those obtained in part (a). c) Selecting a positive ration of that enables Eq. (21) to agree well with other potential energy. The selected ratio is either an integer if or a rational number if . The multifunctional potential does more than multi-purpose. Arising from its capability to fit covalent and van der Waals interactions between atoms as well as among molecules of various sizes, the common shape parameters used (i.e. and ) can then be used as a way to map the characteristics of both the bonded and uncharged non-bonded interactions. The use of a single potential energy function that is applicable for various bond types and across various molecular sizes is helpful by ensuring smooth molecular transitions from one length scale to another. 39 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 6 Reflection Throughout the process of this project, I have gain knowledge of understanding on how potential energy functions work. I have learnt that there are many potential energy function in molecular force fields as well as important as the accuracy of simulated result is depending on the choice of these functions. After reviewing some of the basic parameters of potential energy function, I have to read and study various different potential energy functions and therefore to made comparison between them and to propose an ideal multifunction potential energy function. In order to conceptualize a multipurpose potential energy function, I have tried various ways and methods to stimulate a good result. There are times where I have faced problem when calculating some of the tedious functions. I managed to resolve the problem with the help with my tutor as well as studying some of the basic calculation which I have neglected. 40 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 7 References References Website [3] - http://en.wikipedia.org/wiki/File:Bond_stretching_energy.png [4] - http://www.chem.queensu.ca/people/faculty/Mombourquette/Chem221/1_Gases/Index.asp [5] - Van der Waals, From Wikipedia, the free encyclopedia http://en.wikipedia.org/wiki/London_force#London_dispersion_force [6] - http://www.bbc.co.uk/scotland/learning/bitesize/higher/chemistry/images/bonding_fig05.gif [7] - Potential Energy Function http://www.ch.embnet.org/MD_tutorial/pages/MD.Part2.html [8] - Obtaining the Morse parameter for large bond-stretching using Murrell-Sorbie parameters http://www.springerlink.com/content/t2261657g381401j/fulltext.pdf?page=1 [9] - Computational Chemistry/Molecular mechanics http://en.wikibooks.org/wiki/Computational_chemistry/Molecular_mechanics [10] - http://hyperphysics.phy-astr.gsu.edu/HBASE/images/peder.gif [11] - http://www.leancrew.com/all-this/images/spring-energy.png [12] - Lennard-Jones potential, From Wikipedia, the free encyclopedia http://en.wikipedia.org/wiki/Lennard%E2%80%93Jones_potential [13] - http://upload.wikimedia.org/wikipedia/commons/9/93/Argon_dimer_potential_and_Lennard-Jones.png [14] - http://upload.wikimedia.org/wikipedia/commons/thumb/7/7a/Morse-potential.png/400px-Morsepotential.png Reference journals [1] – Teik-Cheng Lim, J Mol Model (2008) 14:103-108 [17] – Yatendra Pal Varshni, Comparative Study of Potential Energy Functions for Diatomic Molecules (1957) [18] – Tiek-Cheng Lim, Improved Relationship Between the Parameters of the Buckingham and Linnett Potential Functions (2009) [20] – A.A Frost and B. Musulin, J. Chem. Phys. 22, 1017 (1954) [22] – J.L. Graves, Int. J. Quant. Chem. 65, 1 (1997) [23] – R. Biswas and D.R. Hamann, Phys. Rev. Lett. 55, 2001 (1985) [24] – A.J. Thakkar, J. Chem Phys. 62 1693 (1975) [25] – J.L. Dunham, Phys Rev. 41, 713 (1932) [26] – G. Simons, R.G. Parr and J.M. Finlan, J Chem Phys. 59, 3229 (1973) [27] – J.F. Ogilvie, Proc. Roy. Soc. Lond. A 378,287 (1981) [28] – M. Molski, J. Mol. Spectrosc. 193, 244 (1999) [29] – T.C. Lim, Chem. Phys 320, 54 (2005) [30] – S.L Mayo, B.D. Olafson and W.A. Goddard III, J.Phys. Chem. 94, 8897 (1990). [31] – P. Huxley and J.N. Murrell, J.Chem. Soc. Faraday Trans. II 72, 323 (1983). 41 Name: Wang Eng Pheng ENG499 – Capstone Project Thesis Student PI no: E0706507 References in book [2] – D.W.M Hofmann, Liudmila N. Kuleshova, Data Mining in Crystallography [13] – Morley SD, Abraham RJ, Haworth IS, Jackson DE, Saunders MR, Vinter JG (1991) J Computer-Aided Mol Des 5:475-504 [15] – Coolidge, James and Vernon, Phys. 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