The crystal structure of a material determines its X-ray diffraction pattern. Quartz and cristobalite, two forms of SiO2, have different crystal structures and thus produce different diffraction patterns, even though they are chemically identical. Amorphous glass does not have long-range atomic order and so produces a broad diffraction peak rather than distinct peaks. The positions and intensities of peaks in a diffraction pattern provide information about a material's crystal structure, including the arrangement of atoms in the unit cell and the distances between planes of atoms.
Solid state chemistry- laws of crystallography- Miller indices- X ray diffraction- Bragg equation- Spectrophotometer- Determination of interplanar distance- Types of crystal
An Introduction to Crystallography, Elements of crystals crystal systems: Cubic (Isometric) System,Tetragonal System, Orthorhombic System, Hexagonal System; Trigonal System, Monoclinic System, Triclinic System
Solid state chemistry- laws of crystallography- Miller indices- X ray diffraction- Bragg equation- Spectrophotometer- Determination of interplanar distance- Types of crystal
An Introduction to Crystallography, Elements of crystals crystal systems: Cubic (Isometric) System,Tetragonal System, Orthorhombic System, Hexagonal System; Trigonal System, Monoclinic System, Triclinic System
Space lattice, Unit cell, Bravais lattices (3-D), Miller indices, Lattice planes, Hexagonal closed packing (hcp) structure, Characteristics of an hcp cell, Imperfections in crystal: Point defects (Concentration of Frenkel and Schottky defects).
X – ray diffraction : Bragg’s law and Bragg’s spectrometer, Powder method, Rotating crystal method.
The crystal structure notes gives the basic understanding about the different structures crystalline materials and their properties and physics of crystals. It also throw light on the basics of crystal diffraction
Space lattice, Unit cell, Bravais lattices (3-D), Miller indices, Lattice planes, Hexagonal closed packing (hcp) structure, Characteristics of an hcp cell, Imperfections in crystal: Point defects (Concentration of Frenkel and Schottky defects).
X – ray diffraction : Bragg’s law and Bragg’s spectrometer, Powder method, Rotating crystal method.
The crystal structure notes gives the basic understanding about the different structures crystalline materials and their properties and physics of crystals. It also throw light on the basics of crystal diffraction
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
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A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
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Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Introduction to crystallography and x ray diffraction theory
1. Effect of
Mineral's Crystal Structure
on
X-Ray Diffraction Test
Senior Chemical Engineer
Raghd Muhi Al-Deen Jassim
2.
3. Diffraction occurs when light is scattered by a periodic array with
long-range order, producing constructive interference at
specific angles.
• The electrons in an atom coherently scatter light.
– We can regard each atom as a coherent point scatterer
– The strength with which an atom scatters light is proportional to the number of electrons around the
atom.
• The atoms in a crystal are arranged in a periodic array and thus can
diffract light.
• The wavelength of X rays are similar to the distance between atoms.
• The scattering of X-rays from atoms produces a diffraction pattern, which contains
information
about the atomic arrangement within the crystal
4. The figure below compares the X-ray diffraction
patterns from 3 different forms of SiO2
• These three phases of SiO2 are chemically identical
• Quartz and cristobalite have two different crystal structures
– The Si and O atoms are arranged differently, but both have structures with long-range atomic order
– The difference in their crystal structure is reflected in their different diffraction patterns
• The amorphous glass does not have long-range atomic order and therefore produces
only
5. The diffraction pattern is a product of the unique
crystal structure of a material
Quartz Cristobalite
• The crystal structure describes the atomic arrangement of a material.
• When the atoms are arranged differently, a different diffraction pattern is produced (ie
quartz vs cristobalite)
6. Crystalline materials are characterized by the long range
orderly periodic arrangements of atoms.
• The unit cell is the basic repeating unit that defines the crystal structure.
– The unit cell contains the maximum symmetry that uniquely defines the crystal
structure.
– The unit cell might contain more than one molecule:
• for example, the quartz unit cell contains 3 complete molecules of SiO2.
• The crystal system describes the shape of the unit cell
• The lattice parameters describe the size of the unit cell
• The unit cell repeats in all dimensions to fill space and produce the
macroscopic grains or crystals of the material
Crystal System: hexagonal
Lattice Parameters:
4.9134 x 4.9134 x 5.4052 A
(90 x 90 x 120°)
7. Crystal System Axis System Angle system
Cubic a=b=c α=β=γ=90
Tetragonal a=b≠c α=β=γ=90
Hexagonal a=b≠c, α=β=90 γ=120
Rhombohedral* a=b=c, α=β=γ≠90
Orthorhombic a≠b≠c, α=β=γ=90
Monoclinic a≠b≠c, α=γ=90 β≠90
Triclinic a≠b≠c, α≠β≠γ≠90
Quartz
Crystal System: hexagonal
Bravais Lattice: primitive
Space Group: P3221
Lattice Parameters: 4.9134 x 4.9134 x 5.4052 A
(90 x 90 x 120°)
Symmetry elements are used to define
seven different crystal systems
8. How are Crystal Systems Defined?
There are six crystal systems. All minerals form crystals in one of these six
systems. Although you may have seen more than six shapes of crystals, they’re
all variations of one of these six habits. Each system is defined by a
combination of three factors:
• How many axes it has.
• The lengths of the axes.
• The angles at which the axes meet.
An axis is a direction between the sides. The shortest one is A. The longest is C.
There is a B axis as well and sometimes a D axis.
9. The Isometric System
The first and simplest crystal system is the isometric or cubic system. It has
three axes, all of which are the same length. The three axes in the isometric
system all intersect at 90º to each other. Because of the equality of the axes,
minerals in the cubic system are singly refractive or isotropic.
Minerals that form in the isometric system include all garnets, diamond,
fluorite, gold, lapis lazuli, pyrite, silver, sodalite, sphalerite, and spinel.
10.
11. The Tetragonal System
The tetragonal system also has three axes that all meet at 90º. It differs from
the isometric system in that the C axis is longer than the A and B axes, which
are the same length.
Minerals that form in the tetragonal system include apophyllite, idocrase,
rutile, scapolite, wulfenite, and zircon.
12. The Orthorhombic System
In this system there are three axes, all of which meet at 90º to each other.
However, all the axes are different lengths.
Minerals that form in the orthorhombic system include andalusite, celestite,
sulfur, and topaz.
13.
14. The Monoclinic System
Not all axes/sides meet at 90º. In the monoclinic system, two of the axes, A and
C, meet at 90º, but axis B does not. All axes in the monoclinic system are
different lengths.
Minerals that form in the monoclinic system include azurite, orthoclase
feldspars (including albite moonstone),
15. The Triclinic System
In the triclinic system, all the axes are different lengths. None of them meet at
90º.
Minerals that form in the triclinic system kyanite, microcline feldspar
(including amazonite and aventurine), plagioclase feldspars (including
labradorite),
16. The Hexagonal System
• The crystal systems previously discussed represent every variation of four-
sided figures with three axes. In the hexagonal system, we have an additional
axis, which gives the crystals six sides. Three of these are equal in length and
meet at 60º to each other. The C or vertical axis is at 90º to the shorter axes.
Minerals that form in the hexagonal system include apatite, beryl (including
aquamarine, emerald, heliodor, and morganite), taaffeite, and zincite.
17. The Trigonal Subsystem
Mineralogists sometimes divide the hexagonal system into two crystal systems,
the hexagonal and the trigonal, based on their external appearance.
(Corundum, both ruby and sapphire, is sometimes described as trigonal).
However, for gemological purposes, the above six categories are sufficient.
18. Diffraction peaks are associated with planes of atoms
• Miller indices (hkl) are used to identify different planes of atoms
• Observed diffraction peaks can be related to planes of atoms to assist in analyzing the
atomic structure and microstructure of a sample
19. Miller Indices
• A workable symbolism results for the orientation of a plane in a lattice, the
Miller indices, which are defined as the reciprocals of the fractional intercepts
which the plane makes with the crystallographic axes. For example, if the
Miller indices of a plane are (hkl), written in parentheses, then the plane
makes fractional intercepts of l/h, l/k, l/l with the axes, and, if the axial
lengths are a, b, c, the plane makes actual intercepts of a/h, b/k, c/l.
• Parallel to any plane in any lattice, there is a whole set of parallel equidistant
planes, one of which passes through the origin; the Miller indices (hkl)
usually refer to that plane in the set which is nearest the origin, although they
may be taken as referring to any other plane in the set or to the whole set
taken together.
22. • The result is that every set of planes will be able to diffract.
• The relation between the peaks positions, intensity, and shape of the
diffraction pattern is a mixing of the position of every single atom, as well as
the length of lattice parameters.
• It means that any calculation of the intensity gets started with structure
factor because it contains information about the atomic base of the crystal
and the electronic density.
23. Parallel planes of atoms intersecting the unit cell define
directions and distances in the crystal.
• The Miller indices (hkl) define the reciprocal of the axial intercepts
• The crystallographic direction, [hkl], is the vector normal to (hkl)
• dhkl is the vector extending from the origin to the plane (hkl) and is normal to (hkl)
• The vector dhkl is used in Bragg’s law to determine where diffraction peaks will be
The (200) planes
of atoms in NaCl
The (220) planes
of atoms in NaCl
24. The position and intensity of peaks in a diffraction
pattern are determined by the crystal structure
The diffraction peak position is recorded as the detector angle, 2θ.
25. The position of the diffraction peaks are determined by
the distance between parallel planes of atoms.
• Bragg’s law calculates the angle where constructive interference from X-rays scattered by parallel planes
of atoms will produce a diffraction peak.
– In most diffractometers, the X-ray wavelength l is fixed.
– Consequently, a family of planes produces a diffraction peak only at a specific angle 2q.
• dhkl is the vector drawn from the origin of the unit cell to intersect the crystallographic plane (hkl) at a
90°angle.
– dhkl, the vector magnitude, is the distance between parallel planes of atoms in the family (hkl)
– dhkl is a geometric function of the size and shape of the unit cell
Bragg’s Law
λ= 2dhkl 𝑠𝑖𝑛 𝜃
26. A Brief Introduction to Miller Indices
• The Miller indices (hkl) define the reciprocal axial
intercepts of a plane of atoms with the unit cell
• The (hkl) plane of atoms intercepts the unit cell at a/ℎ,
𝑏/𝑘, and 𝑐/𝑙
• The (220) plane drawn to the right intercepts the unit
cell at ½a, ½b, and does not intercept the c-axis. When a plane is parallel to
an axis assumed to intercept at ∞; therefore its
reciprocal is 0
• The vector dhkl is drawn from the origin of the unit cell
to intersect the crystallographic plane (hkl) at a 90°.
• The direction of dhkl is the crystallographic direction.
• The crystallographic direction is expressed using [] brackets, such as [220]
27. Bragg’s law provides a simplistic model to understand
what conditions are required for diffraction.
• For parallel planes of atoms, with a space dhkl between the planes, constructive
interference only occurs when Bragg’s law is satisfied.
– In our diffractometers, the X-ray wavelength l is fixed.
– Consequently, a family of planes produces a diffraction peak only at a specific angle 2q.
• Additionally, the plane normal [hkl] must be parallel to the diffraction vector s
– Plane normal [hkl]: the direction perpendicular to a plane of atoms
– Diffraction vector s: the vector that bisects the angle between the incident and diffracted beam
Bragg’s Law
λ= 2dhkl 𝑠𝑖𝑛 𝜃
28. Our powder diffractometers typically use the Bragg-
Brentano geometry.
• The incident angle, w, is defined between the X-ray source and the sample.
• The diffraction angle, 2q, is defined between the incident beam and the detector.
• The incident angle w is always . of the detector angle 2q .
– In a q:2q instrument (e.g. Rigaku H3R), the tube is fixed, the sample rotates at q °/min and the
detector
rotates at 2q °/min.
– In a q:q instrument (e.g. PANalytical X’Pert Pro), the sample is fixed and the tube rotates at a rate –q
°/min
and the detector rotates at a rate of q °/min.
29. A single crystal specimen in a Bragg-Brentano diffractometer would
produce only one family of peaks in the diffraction pattern.
30. For every set of planes, there will be a small percentage of crystallites that are properly oriented to diffract (the plane
perpendicular bisects the incident and diffracted beams).
• Basic assumptions of powder diffraction are that for every set of planes there is an equal number of crystallites that will
diffract and that there is a statistically relevant number of crystallites, not just one or two.
A polycrystalline sample should contain thousands of crystallites.
Therefore, all possible diffraction peaks should be observed.
31. The spacing of one set of crystal planes in NaCl (table salt) is d = 0.282 nm.
A monochromatic beam of X-rays produces a Bragg maximum when its
glancing angle with these planes is = 7.
Assuming that this is a first order maximum (n = 1), find the wavelength of
the X-rays.
The Bragg law is 2d sin = nλ
λ = 2d sin = 2 × (0.282 nm) × sin 7
λ = 0.069 nm
32. 1. A beam of X-rays of wavelength 0.071 nm is diffracted by (110) plane of rock salt with lattice constant of
0.28 nm. Find the glancing angle for the second-order diffraction.
Sol: Given data are:
Wavelength (λ) of X-rays = 0.071 nm
Lattice constant (a) = 0.28 nm
Plane (hkl) = (110)
Order of diffraction = 2
Glancing angle θ = ?
Bragg’s law is 2d sin θ = nλ