Roger Johnson Structure and Dynamics: The 230 space groups Lecture 3

Size: px
Start display at page:

Download "Roger Johnson Structure and Dynamics: The 230 space groups Lecture 3"

Transcription

1 Roger Johnson Structure and Dnamics: The 23 space groups Lecture Summar In the first two lectures we considered the structure and dnamics of single molecules. In this lecture we turn our attention to 3D crstals materials with periodic lattices. To describe the structure of crstals we must introduce translational smmetr The crstal lattice and basis Crstal structures are periodic arras of atoms subdivided into a basis and a lattice. The basis is a single pattern of atoms, much like a single molecule. The (direct) lattice is a three dimensional framework of points that maps out the periodic repetition of the basis. All points of the lattice are equivalent b the translational smmetr of the crstal, such that the crstal looks the same from an point of the lattice. The 3D lattice is defined b three vectors, a, b, and c, known as the lattice vectors, from which all lattice points at position r n = n 1 a + n 2 b + n 3 c can be generated. The lattice is generall parametrised b si numbers; three describe the lengths of the lattice vectors, a = a, b = b, and c = c, and three describe the angles between them, α (angle between b and c), β (angle between a and c), and γ (angle between a and b). The si numbers together are known as the lattice parameters. The basis and the lattice must have compatible smmetries, which is categorised b the crstal sstem. The crstal sstem is dependent upon the point group smmetr of the basis, as summarised in Table 1, and it imposes constraints on the lattice parameters (Table 1). The convention for the orientation of lattice aes, a, b, and c, with respect to the smmetr operators of the basis is as follows (eaminable crstal sstems onl). Triclinic: arbitrar orientation. Monoclinic: 2 parallel to b or b normal to m. Orthorhombic: a, b, and c parallel to the three 2 or m elements. Tetragonal: c parallel to 4 or 4. The lattice can be divided into repeating unit cells whose edges are the lattice vectors a, b, and c. The primitive unit cell is the unit cell of the lattice with smallest volume (Figure 1). The primitive unit cell, therefore, has a lattice point at each verte, and n 1, n 2, and n 3 are integers. In most cases, the primitive unit cell preserves the point smmetr of the crstal sstem. If the primitive unit cell does not preserve the point smmetr of the crstal sstem, we define a centred unit cell that does (red cell in Figure 2). Such cells include additional translational smmetries with rational but non-integter n 1, n 2, and n 3. These additional smmetries are summarised in Table 2. Table 1: Point group and lattice parameter constraints that define the seven crstal sstems (trigonal, heagonal, and cubic crstal sstems are non-eaminable). Crstal sstem Point smmetr Lattice parameters Triclinic One 1 or 1 a b c, α β γ Monoclinic One 2 or m( 2) a b c, α = γ = 9, β 9 Orthorhombic Three orthogonal 2 or m( 2) a b c, α = β = γ = 9 Tetragonal One 4 or 4 a = b c, α = β = γ = 9 Trigonal One 3 or 3 a = b = c, α = β = γ 9 Heagonal One 6 or 6 a = b c, α = β = 9, γ = 12 Cubic Four 3 or 3 a = b = c, α = β = γ = 9 Page 1 of 8

2 Roger Johnson Structure and Dnamics: The 23 space groups Lecture 3 Figure 1: Eample of a primitive lattice. The primitive unit cell is drawn in red. Figure 2: Eample of a centred lattice. The centred unit cell is drawn in red, and the primitive unit cell in blue. Table 2: Centring translations of the 14 Bravais Lattices (rhombohedral centring is non-eaminable). Centring tpe Description Translation A Base-centred in bc-plane (, 1 2, 1 2 ) B Base-centred in ac-plane ( 1 2,, 1 2 ) C Base-centred in ab-plane ( 1 2, 1 2, ) F Face-centred ( 1 2, 1 2, ) and ( 1 2,, 1 2 ) and (, 1 2, 1 2 ) I Bod-centred ( 1 2, 1 2, 1 2 ) R Rhombohedral centring ( 2 3, 1 3, 1 3 ) and ( 1 3, 2 3, 2 3 ) Page 2 of 8

3 Roger Johnson Structure and Dnamics: The 23 space groups Lecture 3 Each crstal sstem has a primitive unit cell plus an centred cells that are compatible with the smmetr of the crstal sstem. Taken together, one finds 14 unique 3D lattices these are the 14 Bravais lattices (see Supplementar Material 1). 3.3.Fractional coordinates The position of atoms within a crstal are defined within the basis of the lattice, r = a + b + c where,, and are fractional coordinates tpicall given for the first unit cell onl < < 1, < < 1, < < 1. All smmetr equivalent atoms in the crstal can be found b operating on the fractional coordinates Smmetr operators of a 3D crstal The translational smmetr of the lattice is represented b an infinite set of translational smmetr operators, written as column vectors in the basis of the lattice. The lattice is described b an infinite set of translation operations, therefore, unlike point groups, the smmetr group of a crstal is infinite. We represented the smmetr operators of the molecular point groups as orthogonal matrices. As is the case for translation operators, we will now represent the rotation and rotation-inversion operators as matrices in the basis of the lattice. For eample, the smmetr operation 3 in a Cartesian basis is: which, in a heagonal crstal basis, is simplified to: Not onl does the crstal smmetr group contain an infinite set of translation operators, it will also contain an infinite set of rotations and rotation-inversion operators (should the eist) related b translational smmetr. As ever unit cell is identical, we need onl consider the rotation and rotation-inversion operators of a single unit cell. Unlike molecular point groups, smmetr elements of a crstal do not intersect at a single point. We must therefore define the position of the rotation or rotation-inversion smmetr elements within the unit cell b including a set of fractional coordinates in the notation. For eample, 2 [,,] is a twofold rotation about, and through the origin. An smmetr operation can be written as a rotational component plus a translational component. Consider, for eample, 2 [,, ] operating on an atom with fractional coordinates [,, ]. Step 1: Translate [,, ] b a vector that brings the smmetr operation to the origin: Page 3 of 8

4 Roger Johnson Structure and Dnamics: The 23 space groups Lecture 3 Step 2: Perform rotation about the origin (R 2 is in the basis of the lattice): R 2 Step 3: Translate back: R 2 + In general, if a smmetr operator, R, is located at [,, ], the smmetr operation can be written: = R + R where the first term is a rotation, and the second term is a translation. In addition to the grid of smmetr elements mapped out b the direct lattice vectors, an additional set of smmetr elements will be generated, also b translational smmetr. Take, for eample, an atom at [,, ] and an inversion centre at [,,]. The inversion at the origin generates an atom at [,, ], which has an equivalent position at [ + 1,, ] b translational smmetr [1,,], i.e., + 1 = R = R 1 + R 1 B comparison with the general epression derived above, the inversion at the origin plus a lattice translation is equivalent to inversion about the point [,,]. Etending to 3D, if a unit cell has an inversion centre at the origin, it will also have inversion centres at [,,], [,,], [,,], [,,], [,,], [,,], and [,,] Screw aes and glide planes If the translational part of the smmetr operator has a component orthogonal to the rotation ais, (i.e. it is not invariant under the rotation), then the smmetr operation is simpl a rotation centred at a position determined b the translational part. In special cases the translational component is parallel to the rotational component, and in this case new smmetr elements are generated, known as roto-translations, so long as: a) The rotational operator is either 2, 3, 4, 6 or m, and is alwas applied first. b) The translational part is equal to a lattice vector divided b the order of the rotational part, such that the translational smmetr of the lattice is preserved. Roto-translation operators composed of a rotation operator (2, 3, 4, or 6) are known as screw aes (see Supplementar Material 2). Roto-translation operators composed of a mirror, m, are known as glide planes (see Supplementar Material 2). Page 4 of 8

5 Roger Johnson Structure and Dnamics: The 23 space groups Lecture The 23 crstallographic space groups A space group is a group of smmetr operators that satisf the aioms of a group, and leave a 3D crstal structure (lattice + basis) invariant. There are 23 crstallographic space groups, which are tabulated in the International Tables for Crstallograph, published b IUCr (Wile). The space group notation is similar to the point group notation defined in Lecture 1. The space group smbol begins with a capital letter that denotes the lattice centring. This letter is followed b the smbols of the rotation, rotation-inversion, or roto-translation operators. The order of the smbols follows the same convention as for point group notation. Take orthorhombic P mc2 1 for eample: If a space group does not include roto-translations, there will be a point in the unit cell that is invariant under all rotation or rotation-inversion smmetr operations. In this case the group is known as smmorphic, and the point group smbol is found eplicitl in the space group smbol. For eample, space group P 2/m has point group 2/m. If a space group does include roto-translations then there is no invariant point in the unit cell. However, we still consider a respective point group that can be found b removing the translation from the roto-translation. For eample, space group P mc2 1 has point group mm2. The origin choice of the lattice is arbitrar, so we must decide ourselves where to place it with respect to the smmetr elements of the space group. Tpicall, if inversion centres eists, we choose the origin to coincide with an inversion centre. There is an advantage in doing so as it simplifies structure factor calculations (Lectures 4 and 6). We illustrate the space group using the same smmetr element smbols defined in Lecture 1, located on planar projections of the unit cell (see Figure 3) Wckoff positions General positions are smmetr equivalent positions generated b individuall appling all rotation, rotation-inversion, roto-translation, and lattice centring smmetr operators of the space group to the general fractional coordinates [,, ]. There are therefore as man smmetr equivalent general positions as there are smmetr elements in the point group, times the number of centring translations. Special positions eist within the unit cell when an atomic position intersects a rotation or rotationinversion smmetr element of the space group. Atoms are often found on these high smmetr positions known as Wckoff sites. The number of smmetr equivalent positions of a given Wckoff site is known as the site multiplicit. We can assign a site point group to each Wckoff site (not to be confused with the point group of the crstal structure), and the site multiplicit can be calculated b dividing the number of smmetr elements in the crstal point group b the number of smmetr elements in the site point group. Note that the general position is also a Wckoff site - that with highest multiplicit. Page 5 of 8

6 Roger Johnson Structure and Dnamics: The 23 space groups Lecture 3 Figure 3: Space group diagram for P 2/m Page 6 of 8

7 Supplementar material 1: The 14 Bravais lattices: (N.b. Trigonal, heagonal, and cubic are non-eaminable) Triclinic Monoclinic P P C Orthorhombic P C F I Tetragonal Trigonal P I R Heagonal Cubic P P F I

8 Supplementar Material 2: Roto-translations Screw aes (enantiomorphs are noted in colour) 1 st rotate about ais R, then translate along screw vector T = [,,t] R-ais Label R t Sketch Label R t Sketch (3 2 ) 3+ 1/3 6 1 (6 5 ) 6+ 1/6 6 2 (6 4 ) 6+ 1/3 3 2 (3 1 ) 3+ 2/ (4 3 ) 4+ 1/ (6 2 ) 6+ 2/3 6 5 (6 1 ) 6+ 5/6 4 3 (4 1 ) 4+ 3/4 Glide planes 1 st reflect in the mirror plane, m, then 'glide' along T. T is alwas of fractional length ½ as m m = E Label m T Notes a [,,] or [,,] [½ ] b [,,] or [,,] [ ½ ] c [,,] or [,,] [ ½] n [,,] or [,,] and equivalent [½ ½ ] and equivalent e [,,] and [,,] [½ ] and [ ½ ] When there eists two smmetr related parallel planes (rare!) d Man... [½ ½ ] or [½ ½ ½] F and I centred lattices onl

Directions Within The Unit Cell NCSU

Directions Within The Unit Cell NCSU Smmetr In Crstalline Materials SiO 2 1) Draw the unit cell, and label the internal rotational/ mirror/inversion smmetries. C 2 2) Show all positions of the molecule generated b smmetr (out to 4 unit cells).

More information

STUDY KNOWHOW PROGRAM STUDY AND LEARNING CENTRE. Functions & Graphs

STUDY KNOWHOW PROGRAM STUDY AND LEARNING CENTRE. Functions & Graphs STUDY KNOWHOW PROGRAM STUDY AND LEARNING CENTRE Functions & Graphs Contents Functions and Relations... 1 Interval Notation... 3 Graphs: Linear Functions... 5 Lines and Gradients... 7 Graphs: Quadratic

More information

The structure of liquids and glasses. The lattice and unit cell in 1D. The structure of crystalline materials. Describing condensed phase structures

The structure of liquids and glasses. The lattice and unit cell in 1D. The structure of crystalline materials. Describing condensed phase structures Describing condensed phase structures Describing the structure of an isolated small molecule is easy to do Just specify the bond distances and angles How do we describe the structure of a condensed phase?

More information

Symmetry Crystallography

Symmetry Crystallography Crystallography Motif: the fundamental part of a symmetric design that, when repeated, creates the whole pattern In 3-D, translation defines operations which move the motif into infinitely repeating patterns

More information

Mathematics 10 Page 1 of 7 The Quadratic Function (Vertex Form): Translations. and axis of symmetry is at x a.

Mathematics 10 Page 1 of 7 The Quadratic Function (Vertex Form): Translations. and axis of symmetry is at x a. Mathematics 10 Page 1 of 7 Verte form of Quadratic Relations The epression a p q defines a quadratic relation called the verte form with a horizontal translation of p units and vertical translation of

More information

Crystallographic Symmetry. Jeremy Karl Cockcroft

Crystallographic Symmetry. Jeremy Karl Cockcroft Crystallographic Symmetry Jeremy Karl Cockcroft Why bother? To describe crystal structures Simplifies the description, e.g. NaCl structure Requires coordinates for just 2 atoms + space group symmetry!

More information

II crystal structure

II crystal structure II crstal structure 2-1 basic concept > Crstal structure = lattice structure + basis > Lattice point: positions (points) in the structure which are identical. > Lattice translation vector > Lattice plane

More information

Crystal Structure. Crystalline vs. amorphous Diamond graphite soot

Crystal Structure. Crystalline vs. amorphous Diamond graphite soot Crstal Smmetr Crstal Structure Crstalline vs. amorphous Diamond graphite soot Binding Covalent/metallic bonds metals Ionic bonds insulators Crstal structure determines properties Binding atomic densit

More information

UNIT I SOLID STATE PHYSICS

UNIT I SOLID STATE PHYSICS UNIT I SOLID STATE PHYSICS CHAPTER 1 CRYSTAL STRUCTURE 1.1 INTRODUCTION When two atoms are brought together, two kinds of forces: attraction and repulsion come into play. The force of attraction increases

More information

Translational symmetry, point and space groups in solids

Translational symmetry, point and space groups in solids Translational symmetry, point and space groups in solids Michele Catti Dipartimento di Scienza dei Materiali, Universita di Milano Bicocca, Milano, Italy ASCS26 Spokane Michele Catti a = b = 4.594 Å; Å;

More information

1.2 Functions and Their Properties PreCalculus

1.2 Functions and Their Properties PreCalculus 1. Functions and Their Properties PreCalculus 1. FUNCTIONS AND THEIR PROPERTIES Learning Targets for 1. 1. Determine whether a set of numbers or a graph is a function. Find the domain of a function given

More information

Crystallography basics

Crystallography basics Crystallography basics 1 ? 2 Family of planes (hkl) - Family of plane: parallel planes and equally spaced. The indices correspond to the plane closer to the origin which intersects the cell at a/h, b/k

More information

Basics of crystallography

Basics of crystallography Basics of crystallography 1 Family of planes (hkl) - Family of plane: parallel planes and equally spaced. The indices correspond to the plane closer to the origin which intersects the cell at a/h, b/k

More information

n-dimensional, infinite, periodic array of points, each of which has identical surroundings.

n-dimensional, infinite, periodic array of points, each of which has identical surroundings. crystallography ll Lattice n-dimensional, infinite, periodic array of points, each of which has identical surroundings. use this as test for lattice points A2 ("bcc") structure lattice points Lattice n-dimensional,

More information

Crystallography Reading: Warren, Chapters 2.1, 2.2, 2.6, 8 Surface symmetry: Can be a clue to underlying structure. Examples:

Crystallography Reading: Warren, Chapters 2.1, 2.2, 2.6, 8 Surface symmetry: Can be a clue to underlying structure. Examples: Crystallography Reading: Warren, Chapters 2.1, 2.2, 2.6, 8 Surface symmetry: Can be a clue to underlying structure. Examples: Snow (SnowCrystals.com) Bismuth (Bao, Kavanagh, APL 98 66103 (2005) Hexagonal,

More information

Condensed Matter Physics Prof. G. Rangarajan Department of Physics Indian Institute of Technology, Madras

Condensed Matter Physics Prof. G. Rangarajan Department of Physics Indian Institute of Technology, Madras Condensed Matter Physics Prof. G. Rangarajan Department of Physics Indian Institute of Technology, Madras Lecture - 03 Symmetry in Perfect Solids Worked Examples Stated without prove to be in the lecture.

More information

LESSON #42 - INVERSES OF FUNCTIONS AND FUNCTION NOTATION PART 2 COMMON CORE ALGEBRA II

LESSON #42 - INVERSES OF FUNCTIONS AND FUNCTION NOTATION PART 2 COMMON CORE ALGEBRA II LESSON #4 - INVERSES OF FUNCTIONS AND FUNCTION NOTATION PART COMMON CORE ALGEBRA II You will recall from unit 1 that in order to find the inverse of a function, ou must switch and and solve for. Also,

More information

Lecture 2 Symmetry in the solid state -

Lecture 2 Symmetry in the solid state - Lecture 2 Symmetry in the solid state - Part II: Crystallographic coordinates and Space Groups. 1 Coordinate systems in crystallography and the mathematical form of the symmetry operators 1.1 Introduction

More information

Systems of Linear Equations: Solving by Graphing

Systems of Linear Equations: Solving by Graphing 8.1 Sstems of Linear Equations: Solving b Graphing 8.1 OBJECTIVE 1. Find the solution(s) for a set of linear equations b graphing NOTE There is no other ordered pair that satisfies both equations. From

More information

8.1 Exponents and Roots

8.1 Exponents and Roots Section 8. Eponents and Roots 75 8. Eponents and Roots Before defining the net famil of functions, the eponential functions, we will need to discuss eponent notation in detail. As we shall see, eponents

More information

Identifying second degree equations

Identifying second degree equations Chapter 7 Identifing second degree equations 71 The eigenvalue method In this section we appl eigenvalue methods to determine the geometrical nature of the second degree equation a 2 + 2h + b 2 + 2g +

More information

Space frames. b) R z φ z. R x. Figure 1 Sign convention: a) Displacements; b) Reactions

Space frames. b) R z φ z. R x. Figure 1 Sign convention: a) Displacements; b) Reactions Lecture notes: Structural Analsis II Space frames I. asic concepts. The design of a building is generall accomplished b considering the structure as an assemblage of planar frames, each of which is designed

More information

Pure Core 1. Revision Notes

Pure Core 1. Revision Notes Pure Core Revision Notes Ma 06 Pure Core Algebra... Indices... Rules of indices... Surds... 4 Simplifing surds... 4 Rationalising the denominator... 4 Quadratic functions... 5 Completing the square....

More information

x y plane is the plane in which the stresses act, yy xy xy Figure 3.5.1: non-zero stress components acting in the x y plane

x y plane is the plane in which the stresses act, yy xy xy Figure 3.5.1: non-zero stress components acting in the x y plane 3.5 Plane Stress This section is concerned with a special two-dimensional state of stress called plane stress. It is important for two reasons: () it arises in real components (particularl in thin components

More information

QUADRATIC FUNCTION REVIEW

QUADRATIC FUNCTION REVIEW Name: Date: QUADRATIC FUNCTION REVIEW Linear and eponential functions are used throughout mathematics and science due to their simplicit and applicabilit. Quadratic functions comprise another ver important

More information

TILES, TILES, TILES, TILES, TILES, TILES

TILES, TILES, TILES, TILES, TILES, TILES 3.012 Fund of Mat Sci: Structure Lecture 15 TILES, TILES, TILES, TILES, TILES, TILES Photo courtesy of Chris Applegate. Homework for Fri Nov 4 Study: Allen and Thomas from 3.1.1 to 3.1.4 and 3.2.1, 3.2.4

More information

Unit 12 Study Notes 1 Systems of Equations

Unit 12 Study Notes 1 Systems of Equations You should learn to: Unit Stud Notes Sstems of Equations. Solve sstems of equations b substitution.. Solve sstems of equations b graphing (calculator). 3. Solve sstems of equations b elimination. 4. Solve

More information

y = f(x + 4) a) Example: A repeating X by using two linear equations y = ±x. b) Example: y = f(x - 3). The translation is

y = f(x + 4) a) Example: A repeating X by using two linear equations y = ±x. b) Example: y = f(x - 3). The translation is Answers Chapter Function Transformations. Horizontal and Vertical Translations, pages to. a h, k h, k - c h -, k d h 7, k - e h -, k. a A (-,, B (-,, C (-,, D (,, E (, A (-, -, B (-,, C (,, D (, -, E (,

More information

Vertex. March 23, Ch 9 Guided Notes.notebook

Vertex. March 23, Ch 9 Guided Notes.notebook March, 07 9 Quadratic Graphs and Their Properties A quadratic function is a function that can be written in the form: Verte Its graph looks like... which we call a parabola. The simplest quadratic function

More information

Power Functions. A polynomial expression is an expression of the form a n. x n 2... a 3. ,..., a n. , a 1. A polynomial function has the form f(x) a n

Power Functions. A polynomial expression is an expression of the form a n. x n 2... a 3. ,..., a n. , a 1. A polynomial function has the form f(x) a n 1.1 Power Functions A rock that is tossed into the water of a calm lake creates ripples that move outward in a circular pattern. The area, A, spanned b the ripples can be modelled b the function A(r) πr,

More information

5 Symmetries and point group in a nut shell

5 Symmetries and point group in a nut shell 30 Phys520.nb 5 Symmetries and point group in a nut shell 5.1. Basic ideas: 5.1.1. Symmetry operations Symmetry: A system remains invariant under certain operation. These operations are called symmetry

More information

PX-CBMSO Course (2) of Symmetry

PX-CBMSO Course (2) of Symmetry PX-CBMSO Course (2) The mathematical description of Symmetry y PX-CBMSO-June 2011 Cele Abad-Zapatero University of Illinois at Chicago Center for Pharmaceutical Biotechnology. Lecture no. 2 This material

More information

3 Polynomial and Rational Functions

3 Polynomial and Rational Functions 3 Polnomial and Rational Functions 3.1 Quadratic Functions and Models 3.2 Polnomial Functions and Their Graphs 3.3 Dividing Polnomials 3.4 Real Zeros of Polnomials 3.5 Comple Zeros and the Fundamental

More information

Constant 2-labelling of a graph

Constant 2-labelling of a graph Constant 2-labelling of a graph S. Gravier, and E. Vandomme June 18, 2012 Abstract We introduce the concept of constant 2-labelling of a graph and show how it can be used to obtain periodic sphere packing.

More information

Section 1.5 Formal definitions of limits

Section 1.5 Formal definitions of limits Section.5 Formal definitions of limits (3/908) Overview: The definitions of the various tpes of limits in previous sections involve phrases such as arbitraril close, sufficientl close, arbitraril large,

More information

UNCORRECTED. To recognise the rules of a number of common algebraic relations: y = x 1 y 2 = x

UNCORRECTED. To recognise the rules of a number of common algebraic relations: y = x 1 y 2 = x 5A galler of graphs Objectives To recognise the rules of a number of common algebraic relations: = = = (rectangular hperbola) + = (circle). To be able to sketch the graphs of these relations. To be able

More information

RELATIONS AND FUNCTIONS through

RELATIONS AND FUNCTIONS through RELATIONS AND FUNCTIONS 11.1.2 through 11.1. Relations and Functions establish a correspondence between the input values (usuall ) and the output values (usuall ) according to the particular relation or

More information

Chapter 2 Introduction to Phenomenological Crystal Structure

Chapter 2 Introduction to Phenomenological Crystal Structure Chapter 2 Introduction to Phenomenological Crystal Structure 2.1 Crystal Structure An ideal crystal represents a periodic pattern generated by infinite, regular repetition of identical microphysical structural

More information

9.2. Cartesian Components of Vectors. Introduction. Prerequisites. Learning Outcomes

9.2. Cartesian Components of Vectors. Introduction. Prerequisites. Learning Outcomes Cartesian Components of Vectors 9.2 Introduction It is useful to be able to describe vectors with reference to specific coordinate sstems, such as the Cartesian coordinate sstem. So, in this Section, we

More information

A function from a set D to a set R is a rule that assigns a unique element in R to each element in D.

A function from a set D to a set R is a rule that assigns a unique element in R to each element in D. 1.2 Functions and Their Properties PreCalculus 1.2 FUNCTIONS AND THEIR PROPERTIES Learning Targets for 1.2 1. Determine whether a set of numbers or a graph is a function 2. Find the domain of a function

More information

MA123, Chapter 1: Equations, functions and graphs (pp. 1-15)

MA123, Chapter 1: Equations, functions and graphs (pp. 1-15) MA123, Chapter 1: Equations, functions and graphs (pp. 1-15) Date: Chapter Goals: Identif solutions to an equation. Solve an equation for one variable in terms of another. What is a function? Understand

More information

ZETA MATHS. Higher Mathematics Revision Checklist

ZETA MATHS. Higher Mathematics Revision Checklist ZETA MATHS Higher Mathematics Revision Checklist Contents: Epressions & Functions Page Logarithmic & Eponential Functions Addition Formulae. 3 Wave Function.... 4 Graphs of Functions. 5 Sets of Functions

More information

= x. Algebra II Notes Quadratic Functions Unit Graphing Quadratic Functions. Math Background

= x. Algebra II Notes Quadratic Functions Unit Graphing Quadratic Functions. Math Background Algebra II Notes Quadratic Functions Unit 3.1 3. Graphing Quadratic Functions Math Background Previousl, ou Identified and graphed linear functions Applied transformations to parent functions Graphed quadratic

More information

You don't have to be a mathematician to have a feel for numbers. John Forbes Nash, Jr.

You don't have to be a mathematician to have a feel for numbers. John Forbes Nash, Jr. Course Title: Real Analsis Course Code: MTH3 Course instructor: Dr. Atiq ur Rehman Class: MSc-II Course URL: www.mathcit.org/atiq/fa5-mth3 You don't have to be a mathematician to have a feel for numbers.

More information

Two conventions for coordinate systems. Left-Hand vs Right-Hand. x z. Which is which?

Two conventions for coordinate systems. Left-Hand vs Right-Hand. x z. Which is which? walters@buffalo.edu CSE 480/580 Lecture 2 Slide 3-D Transformations 3-D space Two conventions for coordinate sstems Left-Hand vs Right-Hand (Thumb is the ais, inde is the ais) Which is which? Most graphics

More information

Periodic Structures in FDTD

Periodic Structures in FDTD EE 5303 Electromagnetic Analsis Using Finite Difference Time Domain Lecture #19 Periodic Structures in FDTD Lecture 19 These notes ma contain coprighted material obtained under fair use rules. Distribution

More information

Mathematics of Cryptography Part I

Mathematics of Cryptography Part I CHAPTER 2 Mathematics of Crptograph Part I (Solution to Practice Set) Review Questions 1. The set of integers is Z. It contains all integral numbers from negative infinit to positive infinit. The set of

More information

Symmetry. 2-D Symmetry. 2-D Symmetry. Symmetry. EESC 2100: Mineralogy 1. Symmetry Elements 1. Rotation. Symmetry Elements 1. Rotation.

Symmetry. 2-D Symmetry. 2-D Symmetry. Symmetry. EESC 2100: Mineralogy 1. Symmetry Elements 1. Rotation. Symmetry Elements 1. Rotation. Symmetry a. Two-fold rotation = 30 o /2 rotation a. Two-fold rotation = 30 o /2 rotation Operation Motif = the symbol for a two-fold rotation EESC 2100: Mineralogy 1 a. Two-fold rotation = 30 o /2 rotation

More information

ECEN 5005 Crystals, Nanocrystals and Device Applications Class 12 Group Theory For Crystals

ECEN 5005 Crystals, Nanocrystals and Device Applications Class 12 Group Theory For Crystals ECEN 5005 Crstals, Nanocrstals and Device Applications Class 1 Group Theor For Crstals Hierarch of Smmetr Irreducible Representations of oint Groups Transformation roperties of Functions Luminescence Hierarch

More information

Fragment Orbitals for Transition Metal Complexes

Fragment Orbitals for Transition Metal Complexes Fragment Orbitals for Transition Metal Complees Introduction so far we have concentrated on the MO diagrams for main group elements, and the first 4 lectures will link into our Main Group chemistr course

More information

Higher. Functions and Graphs. Functions and Graphs 15

Higher. Functions and Graphs. Functions and Graphs 15 Higher Mathematics UNIT UTCME Functions and Graphs Contents Functions and Graphs 5 Set Theor 5 Functions 6 Inverse Functions 9 4 Eponential Functions 0 5 Introduction to Logarithms 0 6 Radians 7 Eact Values

More information

1.2 Functions and Their Properties PreCalculus

1.2 Functions and Their Properties PreCalculus 1. Functions and Their Properties PreCalculus 1. FUNCTIONS AND THEIR PROPERTIES Learning Targets for 1. 1. Determine whether a set of numbers or a graph is a function. Find the domain of a function given

More information

Intermediate Math Circles Wednesday November Inequalities and Linear Optimization

Intermediate Math Circles Wednesday November Inequalities and Linear Optimization WWW.CEMC.UWATERLOO.CA The CENTRE for EDUCATION in MATHEMATICS and COMPUTING Intermediate Math Circles Wednesda November 21 2012 Inequalities and Linear Optimization Review: Our goal is to solve sstems

More information

Coordinate geometry. + bx + c. Vertical asymptote. Sketch graphs of hyperbolas (including asymptotic behaviour) from the general

Coordinate geometry. + bx + c. Vertical asymptote. Sketch graphs of hyperbolas (including asymptotic behaviour) from the general A Sketch graphs of = a m b n c where m = or and n = or B Reciprocal graphs C Graphs of circles and ellipses D Graphs of hperbolas E Partial fractions F Sketch graphs using partial fractions Coordinate

More information

c) Words: The cost of a taxicab is $2.00 for the first 1/4 of a mile and $1.00 for each additional 1/8 of a mile.

c) Words: The cost of a taxicab is $2.00 for the first 1/4 of a mile and $1.00 for each additional 1/8 of a mile. Functions Definition: A function f, defined from a set A to a set B, is a rule that associates with each element of the set A one, and onl one, element of the set B. Eamples: a) Graphs: b) Tables: 0 50

More information

Basic Crystallography Part 1. Theory and Practice of X-ray Crystal Structure Determination

Basic Crystallography Part 1. Theory and Practice of X-ray Crystal Structure Determination Basic Crystallography Part 1 Theory and Practice of X-ray Crystal Structure Determination We have a crystal How do we get there? we want a structure! The Unit Cell Concept Ralph Krätzner Unit Cell Description

More information

Polynomial and Rational Functions

Polynomial and Rational Functions Name Date Chapter Polnomial and Rational Functions Section.1 Quadratic Functions Objective: In this lesson ou learned how to sketch and analze graphs of quadratic functions. Important Vocabular Define

More information

Kinematics. Félix Monasterio-Huelin, Álvaro Gutiérrez & Blanca Larraga. September 5, Contents 1. List of Figures 1.

Kinematics. Félix Monasterio-Huelin, Álvaro Gutiérrez & Blanca Larraga. September 5, Contents 1. List of Figures 1. Kinematics Féli Monasterio-Huelin, Álvaro Gutiérre & Blanca Larraga September 5, 2018 Contents Contents 1 List of Figures 1 List of Tables 2 Acronm list 3 1 Degrees of freedom and kinematic chains of rigid

More information

Sample. Sample. Sample. Sample (1,2) (-1,1) (3,-1) (-3,-5) Sample (1,2) (-1,1) (3,-1) (-3,-5) Sample. (x, y) Domain: {-3, -1, 1, 3} (1,2) (-1,1)

Sample. Sample. Sample. Sample (1,2) (-1,1) (3,-1) (-3,-5) Sample (1,2) (-1,1) (3,-1) (-3,-5) Sample. (x, y) Domain: {-3, -1, 1, 3} (1,2) (-1,1) (-1,1) (1,2) Algebra 2 HS Mathematics Unit: 02 Lesson: 01 (3,-1) (-3,-5) Range: {-5, 1, 2, -1} (-1,1) (-3,-5) (1,2) (3,-1) (-1,1) (-3,-5) (1,2) (3,-1) Domain: {-3, -1, 1, 3} (1,2) (-1,1) (3,-1) (-3,-5)

More information

Structure of Earth Materials

Structure of Earth Materials 12.108 Structure of Earth Materials I. Lecture 1: Minerals and Symmetry Operations Definition of a mineral A mineral is a naturally occurring homogeneous solid usually formed by inorganic processes. It

More information

And similarly in the other directions, so the overall result is expressed compactly as,

And similarly in the other directions, so the overall result is expressed compactly as, SQEP Tutorial Session 5: T7S0 Relates to Knowledge & Skills.5,.8 Last Update: //3 Force on an element of area; Definition of principal stresses and strains; Definition of Tresca and Mises equivalent stresses;

More information

Chapter 4. Crystallography. 4.1 The crystalline state

Chapter 4. Crystallography. 4.1 The crystalline state Crystallography Atoms form bonds which attract them to one another. When you put many atoms together and they form bonds amongst themselves, are there any rules as to how they order themselves? Can we

More information

POINT SYMMETRY AND TYPES OF CRYSTAL LATTICE

POINT SYMMETRY AND TYPES OF CRYSTAL LATTICE POINT SYMMETRY AND TYPES OF CRYSTAL LATTICE Abdul Rashid Mirza Associate Professor of Physics. Govt. College of Science, wahdatroad, Lahore. 1 WHAT ARE CRYSTALS? The word crystal means icy or frozen water.

More information

Crystallographic Point Groups and Space Groups

Crystallographic Point Groups and Space Groups Crystallographic Point Groups and Space Groups Physics 251 Spring 2011 Matt Wittmann University of California Santa Cruz June 8, 2011 Mathematical description of a crystal Definition A Bravais lattice

More information

The standard form of the equation of a circle is based on the distance formula. The distance formula, in turn, is based on the Pythagorean Theorem.

The standard form of the equation of a circle is based on the distance formula. The distance formula, in turn, is based on the Pythagorean Theorem. Unit, Lesson. Deriving the Equation of a Circle The graph of an equation in and is the set of all points (, ) in a coordinate plane that satisf the equation. Some equations have graphs with precise geometric

More information

Unit 10 - Graphing Quadratic Functions

Unit 10 - Graphing Quadratic Functions Unit - Graphing Quadratic Functions PREREQUISITE SKILLS: students should be able to add, subtract and multipl polnomials students should be able to factor polnomials students should be able to identif

More information

Module 3, Section 4 Analytic Geometry II

Module 3, Section 4 Analytic Geometry II Principles of Mathematics 11 Section, Introduction 01 Introduction, Section Analtic Geometr II As the lesson titles show, this section etends what ou have learned about Analtic Geometr to several related

More information

Q.2 A, B and C are points in the xy plane such that A(1, 2) ; B (5, 6) and AC = 3BC. Then. (C) 1 1 or

Q.2 A, B and C are points in the xy plane such that A(1, 2) ; B (5, 6) and AC = 3BC. Then. (C) 1 1 or STRAIGHT LINE [STRAIGHT OBJECTIVE TYPE] Q. A variable rectangle PQRS has its sides parallel to fied directions. Q and S lie respectivel on the lines = a, = a and P lies on the ais. Then the locus of R

More information

Applications of X-ray and Neutron Scattering in Biological Sciences: Symmetry in direct and reciprocal space 2012

Applications of X-ray and Neutron Scattering in Biological Sciences: Symmetry in direct and reciprocal space 2012 Department of Drug Design and Pharmacology Applications of X-ray and Neutron Scattering in Biological Sciences: Symmetry in direct and reciprocal space 2012 Michael Gajhede Biostructural Research Copenhagen

More information

8. BOOLEAN ALGEBRAS x x

8. BOOLEAN ALGEBRAS x x 8. BOOLEAN ALGEBRAS 8.1. Definition of a Boolean Algebra There are man sstems of interest to computing scientists that have a common underling structure. It makes sense to describe such a mathematical

More information

3. TRANSLATED PARABOLAS

3. TRANSLATED PARABOLAS 3. TRANSLATED PARABOLAS The Parabola with Verte V(h, k) and Aes Parallel to the ais Consider the concave up parabola with verte V(h, k) shown below. This parabola is obtained b translating the parabola

More information

Ch 3 Alg 2 Note Sheet.doc 3.1 Graphing Systems of Equations

Ch 3 Alg 2 Note Sheet.doc 3.1 Graphing Systems of Equations Ch 3 Alg Note Sheet.doc 3.1 Graphing Sstems of Equations Sstems of Linear Equations A sstem of equations is a set of two or more equations that use the same variables. If the graph of each equation =.4

More information

UNCORRECTED SAMPLE PAGES. 3Quadratics. Chapter 3. Objectives

UNCORRECTED SAMPLE PAGES. 3Quadratics. Chapter 3. Objectives Chapter 3 3Quadratics Objectives To recognise and sketch the graphs of quadratic polnomials. To find the ke features of the graph of a quadratic polnomial: ais intercepts, turning point and ais of smmetr.

More information

1.3. Absolute Value and Piecewise-Defined Functions Absolutely Piece-ful. My Notes ACTIVITY

1.3. Absolute Value and Piecewise-Defined Functions Absolutely Piece-ful. My Notes ACTIVITY Absolute Value and Piecewise-Defined Functions Absolutel Piece-ful SUGGESTED LEARNING STRATEGIES: Activating Prior Knowledge, Create Representations, Quickwrite. Graph both = - for < 3 and = - + 7 for

More information

Overview - Macromolecular Crystallography

Overview - Macromolecular Crystallography Overview - Macromolecular Crystallography 1. Overexpression and crystallization 2. Crystal characterization and data collection 3. The diffraction experiment 4. Phase problem 1. MIR (Multiple Isomorphous

More information

Understand Positive and Negative Numbers

Understand Positive and Negative Numbers Lesson. Understand Positive and Negative Numbers Positive integers are to the right of on the number line. Negative integers are to the left of on the number line. Opposites are the same distance from,

More information

KEY IDEAS. Chapter 1 Function Transformations. 1.1 Horizontal and Vertical Translations Pre-Calculus 12 Student Workbook MHR 1

KEY IDEAS. Chapter 1 Function Transformations. 1.1 Horizontal and Vertical Translations Pre-Calculus 12 Student Workbook MHR 1 Chapter Function Transformations. Horizontal and Vertical Translations A translation can move the graph of a function up or down (vertical translation) and right or left (horizontal translation). A translation

More information

Linear Equation Theory - 2

Linear Equation Theory - 2 Algebra Module A46 Linear Equation Theor - Copright This publication The Northern Alberta Institute of Technolog 00. All Rights Reserved. LAST REVISED June., 009 Linear Equation Theor - Statement of Prerequisite

More information

Functions of Several Variables

Functions of Several Variables Chapter 1 Functions of Several Variables 1.1 Introduction A real valued function of n variables is a function f : R, where the domain is a subset of R n. So: for each ( 1,,..., n ) in, the value of f is

More information

Fundamentals. Crystal patterns and crystal structures. Lattices, their symmetry and related basic concepts

Fundamentals. Crystal patterns and crystal structures. Lattices, their symmetry and related basic concepts Fundamentals. Crystal patterns and crystal structures. Lattices, their symmetry and related basic concepts Didactic material for the MaThCryst schools, France massimo.nespolo@univ-lorraine.fr Ideal vs.

More information

Answers Investigation 3

Answers Investigation 3 Answers Investigation Applications. a., b. s = n c. The numbers seem to be increasing b a greater amount each time. The square number increases b consecutive odd integers:,, 7,, c X X=. a.,,, b., X 7 X=

More information

Math 121. Practice Questions Chapters 2 and 3 Fall Find the other endpoint of the line segment that has the given endpoint and midpoint.

Math 121. Practice Questions Chapters 2 and 3 Fall Find the other endpoint of the line segment that has the given endpoint and midpoint. Math 11. Practice Questions Chapters and 3 Fall 01 1. Find the other endpoint of the line segment that has the given endpoint and midpoint. Endpoint ( 7, ), Midpoint (, ). Solution: Let (, ) denote the

More information

4Cubic. polynomials UNCORRECTED PAGE PROOFS

4Cubic. polynomials UNCORRECTED PAGE PROOFS 4Cubic polnomials 4.1 Kick off with CAS 4. Polnomials 4.3 The remainder and factor theorems 4.4 Graphs of cubic polnomials 4.5 Equations of cubic polnomials 4.6 Cubic models and applications 4.7 Review

More information

Math 214 Spring problem set (a) Consider these two first order equations. (I) dy dx = x + 1 dy

Math 214 Spring problem set (a) Consider these two first order equations. (I) dy dx = x + 1 dy Math 4 Spring 08 problem set. (a) Consider these two first order equations. (I) d d = + d (II) d = Below are four direction fields. Match the differential equations above to their direction fields. Provide

More information

MATH STUDENT BOOK. 9th Grade Unit 8

MATH STUDENT BOOK. 9th Grade Unit 8 MATH STUDENT BOOK 9th Grade Unit 8 Unit 8 Graphing Math 908 Graphing INTRODUCTION 3. USING TWO VARIABLES 5 EQUATIONS 5 THE REAL NUMBER PLANE TRANSLATIONS 5 SELF TEST. APPLYING GRAPHING TECHNIQUES 5 LINES

More information

Algebra 2 Semester Exam Review

Algebra 2 Semester Exam Review Algebra Semester Eam Review 7 Graph the numbers,,,, and 0 on a number line Identif the propert shown rs rs r when r and s Evaluate What is the value of k k when k? Simplif the epression 7 7 Solve the equation

More information

GRAPH SYMMETRIES. c Gabriel Nagy

GRAPH SYMMETRIES. c Gabriel Nagy c Gabriel Nag GRAPH SYMMETRIES A. Smmetr for General Equations Let us assume we are given a general equation in and, of the form: Left Epression in, = Right Epression in,. Out of this equation, we build

More information

Limits 4: Continuity

Limits 4: Continuity Limits 4: Continuit 55 Limits 4: Continuit Model : Continuit I. II. III. IV. z V. VI. z a VII. VIII. IX. Construct Your Understanding Questions (to do in class). Which is the correct value of f (a) in

More information

74 Maths Quest 10 for Victoria

74 Maths Quest 10 for Victoria Linear graphs Maria is working in the kitchen making some high energ biscuits using peanuts and chocolate chips. She wants to make less than g of biscuits but wants the biscuits to contain at least 8 g

More information

Introduction to crystallography The unitcell The resiprocal space and unitcell Braggs law Structure factor F hkl and atomic scattering factor f zθ

Introduction to crystallography The unitcell The resiprocal space and unitcell Braggs law Structure factor F hkl and atomic scattering factor f zθ Introduction to crystallography The unitcell The resiprocal space and unitcell Braggs law Structure factor F hkl and atomic scattering factor f zθ Introduction to crystallography We divide materials into

More information

Eigenvectors and Eigenvalues 1

Eigenvectors and Eigenvalues 1 Ma 2015 page 1 Eigenvectors and Eigenvalues 1 In this handout, we will eplore eigenvectors and eigenvalues. We will begin with an eploration, then provide some direct eplanation and worked eamples, and

More information

TABLE OF CONTENTS - UNIT 1 CHARACTERISTICS OF FUNCTIONS

TABLE OF CONTENTS - UNIT 1 CHARACTERISTICS OF FUNCTIONS TABLE OF CONTENTS - UNIT CHARACTERISTICS OF FUNCTIONS TABLE OF CONTENTS - UNIT CHARACTERISTICS OF FUNCTIONS INTRODUCTION TO FUNCTIONS RELATIONS AND FUNCTIONS EXAMPLES OF FUNCTIONS 4 VIEWING RELATIONS AND

More information

SAMPLE. A Gallery of Graphs. To recognise the rules of a number of common algebraic relationships: y = x 1,

SAMPLE. A Gallery of Graphs. To recognise the rules of a number of common algebraic relationships: y = x 1, Objectives C H A P T E R 5 A Galler of Graphs To recognise the rules of a number of common algebraic relationships: =, =, = / and + =. To be able to sketch the graphs and simple transformations of these

More information

9.1 VECTORS. A Geometric View of Vectors LEARNING OBJECTIVES. = a, b

9.1 VECTORS. A Geometric View of Vectors LEARNING OBJECTIVES. = a, b vectors and POLAR COORDINATES LEARNING OBJECTIVES In this section, ou will: View vectors geometricall. Find magnitude and direction. Perform vector addition and scalar multiplication. Find the component

More information

INEQUALITIES

INEQUALITIES Chapter 4 INEQUALITIES 4.2.1 4.2.4 Once the students understand the notion of a solution, the can etend their understanding to inequalities and sstems of inequalities. Inequalities tpicall have infinitel

More information

Algebra 2 Honors Summer Packet 2018

Algebra 2 Honors Summer Packet 2018 Algebra Honors Summer Packet 018 Solving Linear Equations with Fractional Coefficients For these problems, ou should be able to: A) determine the LCD when given two or more fractions B) solve a linear

More information

10.4 Nonlinear Inequalities and Systems of Inequalities. OBJECTIVES 1 Graph a Nonlinear Inequality. 2 Graph a System of Nonlinear Inequalities.

10.4 Nonlinear Inequalities and Systems of Inequalities. OBJECTIVES 1 Graph a Nonlinear Inequality. 2 Graph a System of Nonlinear Inequalities. Section 0. Nonlinear Inequalities and Sstems of Inequalities 6 CONCEPT EXTENSIONS For the eercises below, see the Concept Check in this section.. Without graphing, how can ou tell that the graph of + =

More information

Math 3201 UNIT 5: Polynomial Functions NOTES. Characteristics of Graphs and Equations of Polynomials Functions

Math 3201 UNIT 5: Polynomial Functions NOTES. Characteristics of Graphs and Equations of Polynomials Functions 1 Math 301 UNIT 5: Polnomial Functions NOTES Section 5.1 and 5.: Characteristics of Graphs and Equations of Polnomials Functions What is a polnomial function? Polnomial Function: - A function that contains

More information

APPLIED MECHANICS I Resultant of Concurrent Forces Consider a body acted upon by co-planar forces as shown in Fig 1.1(a).

APPLIED MECHANICS I Resultant of Concurrent Forces Consider a body acted upon by co-planar forces as shown in Fig 1.1(a). PPLIED MECHNICS I 1. Introduction to Mechanics Mechanics is a science that describes and predicts the conditions of rest or motion of bodies under the action of forces. It is divided into three parts 1.

More information

Stiffness and Strength Tailoring in Uniform Space-Filling Truss Structures

Stiffness and Strength Tailoring in Uniform Space-Filling Truss Structures NASA Technical Paper 3210 April 1992 Stiffness and Strength Tailoring in Uniform Space-Filling Truss Structures Mark S. Lake Summar This paper presents a deterministic procedure for tailoring the continuum

More information