This chapter provides an introduction to the historical development of epitaxial growth techniques and outlines key tasks for epitaxial growth of device structures. It begins with early studies of crystal overgrowth in the 19th century and discusses advances like the development of liquid phase epitaxy and molecular beam epitaxy in the 1960s. Current tasks for epitaxial growth are motivated by needs for advanced semiconductor devices and include growing thin layers with precise control of composition, thickness, and doping to realize the designed layer structure. The chapter illustrates these tasks using the example of a vertical-cavity surface-emitting laser, which requires growing a stack of layers with different materials, alloys, and doping to form the active region and distributed Bragg reflector mirrors.
This document discusses epitaxial crystal growth from vapor phase. Epitaxial growth involves depositing a mono-crystalline film onto a mono-crystalline substrate, allowing the deposited film to take on the same ordered lattice structure and orientation. There are two main types of epitaxial films: homoepitaxy, where the deposited layer is of the same material as the substrate, and heteroepitaxy, where the deposited layer is of a different material. Epitaxial growth is useful for applications requiring high purity, low defect density, and controlled doping profiles. Vapor phase epitaxy is a common deposition method and epitaxial layers find applications in nanotechnology, semiconductor fabrication, and high quality crystal growth.
A presentation on Molecular Beam Epitaxy made by Deepak Rajput. It was presented as a course requirement at the University of Tennessee Space Institute in Fall 2008.
This document discusses epitaxial deposition, which is the deposition of a crystalline layer that matches the crystalline structure of the substrate. It describes the mechanisms and methods of epitaxial growth, including vapor phase epitaxy. Epitaxial layers have applications in engineered wafers, III-V semiconductor devices, and other applications that require high quality crystalline layers with abrupt interfaces and controlled doping profiles.
This document discusses epitaxial crystal growth from vapor phase. Epitaxial growth involves depositing a mono-crystalline film onto a mono-crystalline substrate, allowing the deposited film to take on the same ordered lattice structure and orientation. There are two main types of epitaxial films: homoepitaxy, where the deposited layer is of the same material as the substrate, and heteroepitaxy, where the deposited layer is of a different material. Epitaxial growth is useful for applications requiring high purity, low defect density, and controlled doping profiles. Vapor phase epitaxy is a common deposition method and epitaxial layers find applications in nanotechnology, semiconductor fabrication, and high quality crystal growth.
A presentation on Molecular Beam Epitaxy made by Deepak Rajput. It was presented as a course requirement at the University of Tennessee Space Institute in Fall 2008.
This document discusses epitaxial deposition, which is the deposition of a crystalline layer that matches the crystalline structure of the substrate. It describes the mechanisms and methods of epitaxial growth, including vapor phase epitaxy. Epitaxial layers have applications in engineered wafers, III-V semiconductor devices, and other applications that require high quality crystalline layers with abrupt interfaces and controlled doping profiles.
Introduction to thin film growth and molecular beam epitaxyOleg Maksimov
This document provides an introduction to thin film growth techniques focusing on molecular beam epitaxy (MBE). It describes various physical vapor deposition and chemical vapor deposition methods. MBE is explained in detail, including the advantages of growth in an ultra-high vacuum environment with independent material sources and in-situ monitoring via RHEED. Different growth modes such as Frank-van der Merwe, Volmer-Weber, and Stranski-Krastanov are also summarized.
This document discusses molecular beam epitaxy (MBE), a process for depositing thin crystalline films. MBE involves heating pure elements in separate cells under high vacuum and allowing them to condense as a film on a substrate. It allows precise control over film thickness and composition to grow structures like semiconductor lasers. In-situ diagnostics like reflection high-energy electron diffraction (RHEED) are used to monitor growth. Challenges include the Ataro-Tiller-Grinfeld instability that can cause cracking in the film above a critical thickness if the substrate and film have a lattice mismatch.
This document provides information about molecular beam epitaxy (MBE) for thin film growth. MBE uses beams of molecules in an ultra-high vacuum to deposit thin crystalline films one layer at a time onto a substrate. Key aspects of MBE include its very low deposition rate, the use of shutters to control layer thickness at an atomic level, and in-situ monitoring using reflection high-energy electron diffraction. Challenges include the Ataro-Tiller-Grinfeld instability that can cause films to crack due to lattice mismatch with the substrate.
Molecular beam epitaxy (MBE) is a technique for growing crystalline thin films one atomic layer at a time by heating a substrate and directing beams of molecules or atoms onto the substrate from various solid sources placed in evaporation cells. The technique allows for precise and pure layering of compound semiconductor materials less than 0.01 nanometers thick. MBE is used to produce complex semiconductor structures that can then be processed into electronic and optoelectronic devices like transistors, light-emitting diodes, solar cells, and lasers used in applications such as fiber optics, phones, satellites, and displays.
Epitaxial deposition is a method for growing high quality crystalline films on crystalline substrates. There are two main types: homoepitaxy, where the film and substrate are the same material, and heteroepitaxy, where they differ. Key parameters that affect the epitaxial growth process include temperature, pressure, and reactant flow. Common techniques include vapor phase epitaxy, liquid phase epitaxy, and molecular beam epitaxy, each with their own advantages and disadvantages for producing films for semiconductor and optoelectronic devices.
MEMS manufacturing involves three basic processes:
1) Deposition processes are used to deposit thin films and include techniques like CVD, PVD, electrodeposition, and thermal oxidation.
2) Patterning techniques like photolithography are used to define specific areas for etching or deposition.
3) Etching processes like wet and dry etching are used to remove material and leave behind the desired patterns.
MEMS can be made from materials like silicon, polymers and metals using these processes and are widely used in applications like sensors, actuators and displays.
Self assembled monolayers (SAMs) are organized layers of amphiphilic molecules that spontaneously form on substrates. SAMs consist of molecules with a "head group" that chemically binds to the substrate, and a "tail" with a functional group. Well-ordered SAMs form when alkanethiol molecules with chain lengths of 12 or more carbons chemisorb to gold surfaces from solution over time. Characterization techniques like infrared spectroscopy, ellipsometry, and contact angle measurements indicate high quality SAMs have densely packed, crystalline structures with few defects in the alkyl chains.
The document discusses 1D nanostructures and their synthesis. It describes common 1D nanostructures like nanorods and nanowires. It also summarizes several synthesis methods, including vapor-liquid-solid growth, which uses a catalyst to produce nanowires through chemical vapor deposition. The vapor-liquid-solid method lowers reaction energy and allows for controlled anisotropic growth of nanowire arrays from different materials.
Synthesis, Characterization of ZnS nanoparticles by Coprecipitation method us...IOSR Journals
ZnS nanoparticles are prepared by coprecipitation method using various capping agents like PVP (polyvinylpyrrolidone), PVA (polyvinylalcohol) and PEG-4000 (polyethyleneglycol). These are characterized by UV-Visible spectra, X-ray diffraction (XRD) studies, Fourier Transform Infra-red spectra (FTIR) and Transmission electron microscopy (TEM). UV-Visible absorption spectra are used to find the optical band gap and the values obtained have been found to be in the range of 3.80-4.00eV. The particle size of nanoparticles calculated from XRD pattern has been in the range of 2-4 nm. It is also observed that the particle size of nanoparticle is affected by the nature of capping agent. Photo catalytic degradation of xylenol orange (XO) by the nanoparticles shows that these act as photo catalysts under sunlight irradiation. The XO dye was degraded more than 87.24, 83.42 and 73.05% in the presence of PEG-4000, PVA and PVP capped ZnS nanoparticles in 120, 150 and 180 min. respectively. The kinetics of catalyzed by synthesized ZnS nanoparticles with XO dye follows pseudo-first order kinetics with reasonable apparent rate constants.
Camille Bishop, a 5th-year graduate student working in Mark Ediger’s group as part of the MRSEC IRG 1, presented her work on liquid crystal-like order in vapor-deposited glasses at the Gordon Conference on Liquid Crystals in New London, NH that took place from July 7th-12th, 2019.
The poster shows a wide range of different organic glasses created using physical vapor deposition, a thin film fabrication technique. How to control and tune the molecular organization in these structured glasses is discussed. Control of the structure in these sorts of materials should enable them to be applied to novel organic electronics.
Christina Engler conducted research on growing epitaxial cobalt oxide thin films via magnetron sputtering to study how crystal facets influence catalytic activity for CO2 hydrogenation. Several cobalt oxide films with varying crystal structures were deposited using different sputtering parameters. Characterization with XRD and Raman spectroscopy showed spinel structured films, mixed spinel and cubic polycrystalline films, and purely cubic films were produced. Future work will confirm epitaxial growth using WAXS and LEED, and test the films' catalytic activity for CO2 hydrogenation using PM-IRAS to detect adsorbed surface species.
Presented by Dr. Mark Ediger
Part of the 2019 MRSEC Summer Seminar Series
The thermodynamics of glasses were reviewed and how the state of a glass is influenced by different methods of preparation was briefly described. A qualitative description of glasses within the framework of the potential energy landscape was presented, with an emphasis on the configurational entropy. Relaxation processes in glasses were also discussed, including physical aging, sub-Tg relaxations, and quantum tunneling two-level systems. Along the way, the audience was led to understand what is wrong with these statements: 1) All glasses with a given composition have the same properties. 2) Nothing can move in a glass. 3) There is nothing interesting about glasses.
Mark D. Ediger (University of Wisconsin-Madison) presents at the Fred Kavli Special Symposium: From Unit Cell to Biological Cell at the APS March Meeting 2019 in Boston, MA. View abstract below.
-------------------------------------------------
The Design And Growth Of Ultra-Stable Glasses
-------------------------------------------------
Glasses are generally regarded as highly disordered and the idea of "controlling" molecular packing in glasses is reasonably met with skepticism. However, as glasses are non-equilibrium materials, a vast array of amorphous structures are possible in principle. Physical vapor deposition (PVD) allows a surprising amount of control over molecular packing in glasses and can be used to test the limits of amorphous packing in two ways. PVD can prepare glasses that approach the limits of the most dense and lowest energy amorphous packings that are possible. The activation barriers for rearrangements in these materials are very high, giving rise to high thermal and chemical stability. In addition, PVD allows control over anisotropic packing in glasses. For rod-shaped molecules, for example, glasses can be prepared in which the molecules have a substantial tendency to stand-up or lie-down relative to the substrate. As these materials have applications in organic electronics, an important question is: How much anisotropic order can be added to a glass without destroying key technological advantages such as macroscopic homogeneity? The high density and anisotropic packing of PVD glasses can be explained by a mechanism that is "anti-epitaxial" as structure is templated by the top surface rather than by the underlying substrate.
The document describes the vapor-liquid-solid (VLS) mechanism for the growth of semiconductor nanowires using chemical vapor deposition. In the VLS process, a metal catalyst such as gold is used, which forms a liquid alloy with the semiconductor material when heated. Precursor gases diffuse through this liquid alloy droplet where the semiconductor precipitates out at the liquid-solid interface, allowing for nanowire growth. Key parameters that influence nanowire size and morphology include the size and material of the liquid catalyst droplet as well as growth temperature and precursor gases.
This document provides an overview of nanochemistry including definitions of related terms like nanoscience and nanotechnology. It discusses common nanoscale structures such as nanocrystals, nanotubes, and nanowires. Methods for preparing nanomaterials include top-down processes that break down bulk materials and bottom-up techniques involving the assembly of atoms or particles. Properties and characterization techniques are also summarized along with potential application areas for nanotechnology across various industries.
Growth and structural characterization of epitaxial Ba0.6Sr0.4TiO3 films depo...Oleg Maksimov
This document summarizes research on growing and structurally characterizing epitaxial Ba0.6Sr0.4TiO3 films deposited on orthorhombic REScO3(1 1 0) (RE = Dy, Gd) single-crystal substrates using pulsed laser deposition. Key findings include:
1) Films were found to grow epitaxially in a two-dimensional layer-by-layer mode as determined by atomic force microscopy and reflection high-energy electron diffraction.
2) X-ray diffraction analysis showed the films (under 200 nm thick) were coherently/orthorhombically strained to the substrate lattice.
3) Rocking curves for the films were 17
The document discusses the process for manufacturing optical fibers. It describes purifying silica, depositing silica onto a silica tube via chemical vapor deposition to form the core, sintering and annealing the tube to create a solid rod, drawing the rod out to form thin fibers, and applying polymer coatings for protection. It also mentions upcoming tests and review materials for class.
1. Crystal growth from liquid involves two atomic movements - atoms attaching to the solid from the liquid (rate of attachment) and atoms detaching from the solid to the liquid (rate of detachment).
2. The difference between these two rates determines the actual rate at which the interface between the solid and liquid moves.
3. The accommodation factor is the probability that an atom can attach from one phase to the other across the boundary, and affects the rates of attachment and detachment. Less densely packed crystal planes have a higher accommodation factor.
The document discusses various methods for crystal growth, including growth from melt, solution, and vapor phase. It describes the Czochralski method, Bridgman process, zone melting, and floating zone techniques for melt growth. Convection effects are discussed, and models like Burton-Prim-Slichter are presented to understand solute transport and segregation during crystal growth. Microscopic inhomogeneity caused by unsteady conditions is also mentioned.
This document discusses techniques for growing silicon single crystals, specifically the Bridgman and Czochralski (CZ) techniques. It provides details on the process and equipment used for each technique. The CZ technique is considered preferable for growing silicon single crystals over the Bridgman technique. CZ crystals have fewer dislocations and allow for better control over the crystal growth process and ambient conditions compared to Bridgman. While more complex, CZ produces higher quality silicon single crystals.
Introduction to thin film growth and molecular beam epitaxyOleg Maksimov
This document provides an introduction to thin film growth techniques focusing on molecular beam epitaxy (MBE). It describes various physical vapor deposition and chemical vapor deposition methods. MBE is explained in detail, including the advantages of growth in an ultra-high vacuum environment with independent material sources and in-situ monitoring via RHEED. Different growth modes such as Frank-van der Merwe, Volmer-Weber, and Stranski-Krastanov are also summarized.
This document discusses molecular beam epitaxy (MBE), a process for depositing thin crystalline films. MBE involves heating pure elements in separate cells under high vacuum and allowing them to condense as a film on a substrate. It allows precise control over film thickness and composition to grow structures like semiconductor lasers. In-situ diagnostics like reflection high-energy electron diffraction (RHEED) are used to monitor growth. Challenges include the Ataro-Tiller-Grinfeld instability that can cause cracking in the film above a critical thickness if the substrate and film have a lattice mismatch.
This document provides information about molecular beam epitaxy (MBE) for thin film growth. MBE uses beams of molecules in an ultra-high vacuum to deposit thin crystalline films one layer at a time onto a substrate. Key aspects of MBE include its very low deposition rate, the use of shutters to control layer thickness at an atomic level, and in-situ monitoring using reflection high-energy electron diffraction. Challenges include the Ataro-Tiller-Grinfeld instability that can cause films to crack due to lattice mismatch with the substrate.
Molecular beam epitaxy (MBE) is a technique for growing crystalline thin films one atomic layer at a time by heating a substrate and directing beams of molecules or atoms onto the substrate from various solid sources placed in evaporation cells. The technique allows for precise and pure layering of compound semiconductor materials less than 0.01 nanometers thick. MBE is used to produce complex semiconductor structures that can then be processed into electronic and optoelectronic devices like transistors, light-emitting diodes, solar cells, and lasers used in applications such as fiber optics, phones, satellites, and displays.
Epitaxial deposition is a method for growing high quality crystalline films on crystalline substrates. There are two main types: homoepitaxy, where the film and substrate are the same material, and heteroepitaxy, where they differ. Key parameters that affect the epitaxial growth process include temperature, pressure, and reactant flow. Common techniques include vapor phase epitaxy, liquid phase epitaxy, and molecular beam epitaxy, each with their own advantages and disadvantages for producing films for semiconductor and optoelectronic devices.
MEMS manufacturing involves three basic processes:
1) Deposition processes are used to deposit thin films and include techniques like CVD, PVD, electrodeposition, and thermal oxidation.
2) Patterning techniques like photolithography are used to define specific areas for etching or deposition.
3) Etching processes like wet and dry etching are used to remove material and leave behind the desired patterns.
MEMS can be made from materials like silicon, polymers and metals using these processes and are widely used in applications like sensors, actuators and displays.
Self assembled monolayers (SAMs) are organized layers of amphiphilic molecules that spontaneously form on substrates. SAMs consist of molecules with a "head group" that chemically binds to the substrate, and a "tail" with a functional group. Well-ordered SAMs form when alkanethiol molecules with chain lengths of 12 or more carbons chemisorb to gold surfaces from solution over time. Characterization techniques like infrared spectroscopy, ellipsometry, and contact angle measurements indicate high quality SAMs have densely packed, crystalline structures with few defects in the alkyl chains.
The document discusses 1D nanostructures and their synthesis. It describes common 1D nanostructures like nanorods and nanowires. It also summarizes several synthesis methods, including vapor-liquid-solid growth, which uses a catalyst to produce nanowires through chemical vapor deposition. The vapor-liquid-solid method lowers reaction energy and allows for controlled anisotropic growth of nanowire arrays from different materials.
Synthesis, Characterization of ZnS nanoparticles by Coprecipitation method us...IOSR Journals
ZnS nanoparticles are prepared by coprecipitation method using various capping agents like PVP (polyvinylpyrrolidone), PVA (polyvinylalcohol) and PEG-4000 (polyethyleneglycol). These are characterized by UV-Visible spectra, X-ray diffraction (XRD) studies, Fourier Transform Infra-red spectra (FTIR) and Transmission electron microscopy (TEM). UV-Visible absorption spectra are used to find the optical band gap and the values obtained have been found to be in the range of 3.80-4.00eV. The particle size of nanoparticles calculated from XRD pattern has been in the range of 2-4 nm. It is also observed that the particle size of nanoparticle is affected by the nature of capping agent. Photo catalytic degradation of xylenol orange (XO) by the nanoparticles shows that these act as photo catalysts under sunlight irradiation. The XO dye was degraded more than 87.24, 83.42 and 73.05% in the presence of PEG-4000, PVA and PVP capped ZnS nanoparticles in 120, 150 and 180 min. respectively. The kinetics of catalyzed by synthesized ZnS nanoparticles with XO dye follows pseudo-first order kinetics with reasonable apparent rate constants.
Camille Bishop, a 5th-year graduate student working in Mark Ediger’s group as part of the MRSEC IRG 1, presented her work on liquid crystal-like order in vapor-deposited glasses at the Gordon Conference on Liquid Crystals in New London, NH that took place from July 7th-12th, 2019.
The poster shows a wide range of different organic glasses created using physical vapor deposition, a thin film fabrication technique. How to control and tune the molecular organization in these structured glasses is discussed. Control of the structure in these sorts of materials should enable them to be applied to novel organic electronics.
Christina Engler conducted research on growing epitaxial cobalt oxide thin films via magnetron sputtering to study how crystal facets influence catalytic activity for CO2 hydrogenation. Several cobalt oxide films with varying crystal structures were deposited using different sputtering parameters. Characterization with XRD and Raman spectroscopy showed spinel structured films, mixed spinel and cubic polycrystalline films, and purely cubic films were produced. Future work will confirm epitaxial growth using WAXS and LEED, and test the films' catalytic activity for CO2 hydrogenation using PM-IRAS to detect adsorbed surface species.
Presented by Dr. Mark Ediger
Part of the 2019 MRSEC Summer Seminar Series
The thermodynamics of glasses were reviewed and how the state of a glass is influenced by different methods of preparation was briefly described. A qualitative description of glasses within the framework of the potential energy landscape was presented, with an emphasis on the configurational entropy. Relaxation processes in glasses were also discussed, including physical aging, sub-Tg relaxations, and quantum tunneling two-level systems. Along the way, the audience was led to understand what is wrong with these statements: 1) All glasses with a given composition have the same properties. 2) Nothing can move in a glass. 3) There is nothing interesting about glasses.
Mark D. Ediger (University of Wisconsin-Madison) presents at the Fred Kavli Special Symposium: From Unit Cell to Biological Cell at the APS March Meeting 2019 in Boston, MA. View abstract below.
-------------------------------------------------
The Design And Growth Of Ultra-Stable Glasses
-------------------------------------------------
Glasses are generally regarded as highly disordered and the idea of "controlling" molecular packing in glasses is reasonably met with skepticism. However, as glasses are non-equilibrium materials, a vast array of amorphous structures are possible in principle. Physical vapor deposition (PVD) allows a surprising amount of control over molecular packing in glasses and can be used to test the limits of amorphous packing in two ways. PVD can prepare glasses that approach the limits of the most dense and lowest energy amorphous packings that are possible. The activation barriers for rearrangements in these materials are very high, giving rise to high thermal and chemical stability. In addition, PVD allows control over anisotropic packing in glasses. For rod-shaped molecules, for example, glasses can be prepared in which the molecules have a substantial tendency to stand-up or lie-down relative to the substrate. As these materials have applications in organic electronics, an important question is: How much anisotropic order can be added to a glass without destroying key technological advantages such as macroscopic homogeneity? The high density and anisotropic packing of PVD glasses can be explained by a mechanism that is "anti-epitaxial" as structure is templated by the top surface rather than by the underlying substrate.
The document describes the vapor-liquid-solid (VLS) mechanism for the growth of semiconductor nanowires using chemical vapor deposition. In the VLS process, a metal catalyst such as gold is used, which forms a liquid alloy with the semiconductor material when heated. Precursor gases diffuse through this liquid alloy droplet where the semiconductor precipitates out at the liquid-solid interface, allowing for nanowire growth. Key parameters that influence nanowire size and morphology include the size and material of the liquid catalyst droplet as well as growth temperature and precursor gases.
This document provides an overview of nanochemistry including definitions of related terms like nanoscience and nanotechnology. It discusses common nanoscale structures such as nanocrystals, nanotubes, and nanowires. Methods for preparing nanomaterials include top-down processes that break down bulk materials and bottom-up techniques involving the assembly of atoms or particles. Properties and characterization techniques are also summarized along with potential application areas for nanotechnology across various industries.
Growth and structural characterization of epitaxial Ba0.6Sr0.4TiO3 films depo...Oleg Maksimov
This document summarizes research on growing and structurally characterizing epitaxial Ba0.6Sr0.4TiO3 films deposited on orthorhombic REScO3(1 1 0) (RE = Dy, Gd) single-crystal substrates using pulsed laser deposition. Key findings include:
1) Films were found to grow epitaxially in a two-dimensional layer-by-layer mode as determined by atomic force microscopy and reflection high-energy electron diffraction.
2) X-ray diffraction analysis showed the films (under 200 nm thick) were coherently/orthorhombically strained to the substrate lattice.
3) Rocking curves for the films were 17
The document discusses the process for manufacturing optical fibers. It describes purifying silica, depositing silica onto a silica tube via chemical vapor deposition to form the core, sintering and annealing the tube to create a solid rod, drawing the rod out to form thin fibers, and applying polymer coatings for protection. It also mentions upcoming tests and review materials for class.
1. Crystal growth from liquid involves two atomic movements - atoms attaching to the solid from the liquid (rate of attachment) and atoms detaching from the solid to the liquid (rate of detachment).
2. The difference between these two rates determines the actual rate at which the interface between the solid and liquid moves.
3. The accommodation factor is the probability that an atom can attach from one phase to the other across the boundary, and affects the rates of attachment and detachment. Less densely packed crystal planes have a higher accommodation factor.
The document discusses various methods for crystal growth, including growth from melt, solution, and vapor phase. It describes the Czochralski method, Bridgman process, zone melting, and floating zone techniques for melt growth. Convection effects are discussed, and models like Burton-Prim-Slichter are presented to understand solute transport and segregation during crystal growth. Microscopic inhomogeneity caused by unsteady conditions is also mentioned.
This document discusses techniques for growing silicon single crystals, specifically the Bridgman and Czochralski (CZ) techniques. It provides details on the process and equipment used for each technique. The CZ technique is considered preferable for growing silicon single crystals over the Bridgman technique. CZ crystals have fewer dislocations and allow for better control over the crystal growth process and ambient conditions compared to Bridgman. While more complex, CZ produces higher quality silicon single crystals.
The document discusses the process of manufacturing single crystal silicon ingots for use in semiconductor chips. Raw silicon is obtained from sand and purified to electronic grade silicon. Single crystals are formed using techniques like the Czochralski method, where a silicon seed crystal is pulled slowly from a melt of purified silicon. This allows the silicon atoms to align uniformly and form a single crystal ingot. The ingots are sliced into thin wafers that serve as the base material for etching circuits onto semiconductor chips.
This document discusses various methods for crystal growth, including growing crystals from solution and vapor phase. It describes how crystallization occurs as atoms or molecules arrange in a repeating pattern. There are multiple techniques for obtaining crystals depending on the material, such as growing from molten solid, solution, or vapor phase. A common method is growing from solution, which involves precipitating crystals from a saturated solution by techniques like cooling or evaporation to reduce solubility in a controlled manner. Proper conditions like solvent choice, temperature control, and supersaturation levels are important for successful crystal growth.
twin well cmos fabrication steps using Synopsys TCADTeam-VLSI-ITMU
The document describes the design and simulation of a CMOS fabrication process using TCAD (Technology Computer-Aided Design). It involves dimensioning the design using MOSIS design rules, creating masks, and defining 44 steps for the process in Synopsys TCAD. This includes doping wells, growing oxides, depositing polysilicon, implanting sources and drains, and depositing metals. The process aims to fabricate n-well and p-well CMOS on a silicon substrate using a minimum number of masks. Characterization and optimization of the modeled device can be done using additional TCAD tools.
This document summarizes the fabrication process of semiconductor laser diodes at the Solid State Physics Laboratory (DRDO). It first introduces lasers and semiconductor lasers. It then outlines the key steps in the fabrication process, which includes epitaxial growth on a GaAs wafer, photolithography to pattern mesas, mask etching, dielectric deposition, metallization for contacts, cleaving individual laser facets, and bonding to a heat sink. The document focuses on the quantum well laser structure and process used at the SSPL for applications such as laser range finders and dazzler weapons.
Dipole-directed self-assembly can be used to create robust one-dimensional nanostructures
on silicon. It also provides new insights into interactions between molecules and this important
technological material.
The document describes the use of low energy ion bombardment (LEIB) to generate epitaxial thin films and bilayers of sub-oxides. LEIB is shown to controllably modify oxide surfaces, including creating ordered nanostructures. Specifically, LEIB is used to grow an epitaxial thin film of a sub-oxide on the corresponding oxide in two cases - a TiO film on TiO2 and a Fe3O4/α-Fe2O3 bilayer. This establishes LEIB as a new technique for generating epitaxial heterostructures and interfaces of oxides and suboxides in a simple, controlled way.
This document provides an overview of magnetic nanocomposite materials. It discusses how nanocomposite materials with magnetic particles embedded in a matrix can have properties different from conventional composites due to interactions at the nanoscale. The document then reviews the history of magnetic nanocomposites, including early amorphous alloys and more recent developments like FINEMET, NANOPERM, and HITPERM which use crystalline nanoparticles embedded in an amorphous matrix. Recent advances in preparation of functional nanocomposites and hybrid materials are also summarized, including core-shell nanoparticles, colloidal crystals, mesoporous composites, and functional magnetic polymers.
ION BEAMS' HYDRODYNAMIC APPROACH TO THE GENERATION OF SURFACE PATTERNSIAEME Publication
This document discusses ion beam sputtering (IBS) and its ability to generate surface patterns on solid targets through a hydrodynamic approach. IBS involves bombarding a solid target's surface with ions, which causes defects, mass redistribution, and amorphization of the surface layer. Previous models have had limitations in fully explaining recent clean experiments on single-component targets like silicon. The document proposes a new framework based on general conservation laws like mass and momentum to systematically study the various mechanisms involved. It develops hydrodynamic-style governing equations that treat the amorphized surface layer as an incompressible, highly viscous fluid subjected to a body force related to ion incidence angle and induced stress. A linear stability analysis of the
Professor Yves Chabal and his collaborators are investigating the surface properties of semiconductors, like silicon, at the atomic scale to develop nanoelectronic devices. They have made progress stabilizing and functionalizing hydrogen-terminated silicon surfaces, which act as a "blank canvas" for chemical modifications without oxidation. Recently, they developed a method to produce a nanopattern of functional groups on silicon surfaces, extending possibilities for functionalization. Their collaborative, fundamental research aims to further applications using silicon-based materials through a multiscale understanding of interface formation between materials.
This document provides information about electrospinning, including:
1. Electrospinning uses electric fields to draw very fine polymer fibers from liquid solutions or melts, producing fibers with diameters as small as a few nanometers.
2. The process involves applying a high voltage to a liquid which forms a Taylor cone and ejects a charged jet of liquid that is stretched and thinned into fibers, which are deposited on a collector.
3. Electrospinning can be used to produce nanofibers from various polymers for applications like tissue engineering and filtration.
A review on_electrospinning_design_and_nanofibre_assembliesMahbubul Hassan
This document reviews different designs for electrospinning that produce various nanofibre assemblies. Electrospinning uses electric fields to draw polymer solutions into continuous nanofibre meshes. Researchers have developed new setups to control fibre flight and collection, producing nonwoven meshes, aligned fibres, patterns, and 3D structures. A dynamic collector like a rotating drum can align fibres for applications requiring orientation, while multiple spinnerets or electrodes can generate patterns. Understanding these assembly methods allows tailoring fibres for specific applications in areas like tissue engineering and filtration.
Influence of obliquely incident primary ion species on patterning of CoSi bin...Dr. Basanta Kumar Parida
The document summarizes an experimental study on the influence of obliquely incident primary ion species on patterning of CoSi binary mixtures. Specifically, it investigates nanostructure formation during low energy ion erosion of CoxSi1-x mixtures with Ar+ and Xe+ ions at different angles of incidence. For Ar+ irradiation near normal incidence, smoothening is observed, while ripple formation occurs at higher angles, transforming to spherical humps at grazing incidence. In contrast, periodic structures are hardly observed for Xe+ irradiation across incidence angles studied. Surface roughness increases more notably for Xe+ than Ar+ ions with increasing incidence angle. The results demonstrate how low energy oblique incidence ions can generate varied nanostructures
This document discusses soil fabric and its measurement. It begins by defining soil fabric as the arrangement of particles, particle groups, and pore spaces in soil. It describes different types of particle associations that can exist in soils, including single particles, aggregates, and flocculated structures. It also defines three scales of soil fabric: microfabric, minifabric, and macrofabric. The document then discusses direct observation methods for studying the fabric of cohesionless soils using thin sections under a microscope. It also reviews theoretical packing arrangements of uniform spheres and properties of random sphere packings.
The document summarizes a study that used graphene oxide to resolve the structures of self-assembled block copolymers. The approach allowed for stain-free imaging of the copolymer nanostructures using phase contrast TEM imaging. This provided higher resolution, greater contrast, and less ambiguous results than traditional methods. It also allowed the same specimen to be analyzed using multiple techniques, overcoming limitations of individual methods. It is hoped this new technique will help progress drug and gene delivery systems as well as nanoreactors and nanoelectronics.
Investigation on Peritectic Layered Structures by Using the Binary Organic Co...CrimsonPublishersRDMS
Investigation on Peritectic Layered Structures by Using the Binary Organic Components TRIS-NPG as Model Substances for Metal-Like Solidification by JP Mogeritsch* in Crimson Publishers: Peer Reviewed Material Science Journals
The document discusses carbon nanotube synthesis via chemical vapor deposition (CVD) methods. It describes the CVD process which involves preparing a substrate with a metal catalyst and heating it while flowing carbon-containing and process gases to decompose at the metal sites and form nanotubes. Common catalysts used are nickel, cobalt and iron. The diameters of the nanotubes depend on catalyst particle size which can be controlled. CVD is a common industrial production method and issues involve catalyst support removal and achieving vertically aligned nanotube growth orientation.
(Advances in microbial physiology 9) a.h. rose and d.w. tempest (eds.) academ...amin beni
This document provides an introduction and overview of techniques for measuring the electrophoretic mobility of microorganisms. It discusses:
- The theory behind how surface charges on microorganisms cause them to migrate in an electric field, which can be measured as electrophoretic mobility.
- Methods for directly observing microorganisms migrating under a microscope and calculating their mobility. It describes rectangular and cylindrical cell designs and considerations like temperature control and stationary fluid layers.
- Applications of measuring mobility to identify surface components on different types of microbes like bacteria, fungi and algae, by observing changes after specific chemical treatments.
- Results sections summarizing mobility findings for viruses, bacteria, trypanosomes, slime
This document provides a brief review of high-entropy films (HEFs). It discusses the development of HEFs, which are a new type of film based on high-entropy alloys. The document reviews preparation methods for HEFs such as magnetron sputtering and laser cladding. It also summarizes research on the phase structures of HEFs and how processing parameters like nitrogen flow rate, substrate bias, and temperature can affect the phase. HEFs are found to have properties like high strength, hardness, wear and corrosion resistance that make them suitable for various applications.
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Patterson et al. used a new microscopy technique called liquid-cell transmission electron microscopy (LCTEM) to observe the crystallization of metal-organic frameworks (MOFs) in real time. This provided insights into the growth mechanisms. They observed that MOFs like ZIF-8 grow through the transport and attachment of metal ions and ligands to particle edges, not by particle coalescence. This two-step process of transport followed by edge attachment limits the growth rate. LCTEM is able to directly observe growth at the nanoscale and will provide insights to better control MOF synthesis.
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This document discusses crystal structures of inorganic oxoacid salts from the perspective of periodic graph theory and cation arrays. It analyzes 569 crystal structures of simple salts with the formulas My(LO3)z and My(XO4)z, where M are metal cations, L are nonmetal triangular anions, and X are nonmetal tetrahedral anions. The document finds that in about three-fourths of the structures, the cation arrays are topologically equivalent to binary compounds like NaCl, NiAs, and FeB. It proposes representing these oxoacid salts as a quasi-binary model My[L/X]z, where the cation arrays determine the crystal structure topology while the oxygens play a
Field flow fractionation in biopolymer analysisSpringer
This document summarizes a study that uses flow field-flow fractionation (FlFFF) to measure initial protein fouling on ultrafiltration membranes. FlFFF is used to determine the amount of sample recovered from membranes and insights into how retention times relate to the distance of the sample layer from the membrane wall. It was observed that compositionally similar membranes from different companies exhibited different sample recoveries. Increasing amounts of bovine serum albumin were adsorbed when the average distance of the sample layer was less than 11 mm. This information can help establish guidelines for flow rates to minimize fouling during ultrafiltration processes.
1) The document discusses phonons, which are quantized lattice vibrations in crystals that carry thermal energy. It describes modeling crystal vibrations using a harmonic lattice approach.
2) Normal modes of the lattice vibrations can be described as a set of independent harmonic oscillators. Quantum mechanically, these normal modes are quantized as phonons with discrete energy levels.
3) Phonons can be thought of as quasiparticles that carry momentum and energy in the crystal lattice. Their propagation is described using a phonon field approach rather than independent normal modes.
This chapter discusses 3D electroelastic problems and applied electroelastic problems. For 3D problems, it presents the potential function method for solving problems involving a penny-shaped crack and elliptic inclusions. It derives the governing equations and introduces potential functions to obtain the general static and dynamic solutions. For applied problems, it discusses simple electroelastic problems, laminated piezoelectric plates using classical and higher-order theories, and piezoelectric composite shells. It also presents a unified first-order approximate theory for electro-magneto-elastic thin plates.
Tensor algebra and tensor analysis for engineersSpringer
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1. Vector- and tensor-valued functions can be differentiated using limits, with the derivatives being the vector or tensor equivalent of the rate of change.
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This document provides a summary of carbon nanofibers:
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3) Carbon nanofibers exhibit properties like high specific area, flexibility, and strength due to their nanoscale diameters, making them suitable for applications like energy storage electrodes, composite fillers, and bone scaffolds.
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Nanostructured materials for magnetoelectronicsSpringer
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This chapter introduces and classifies various types of damage that can occur in structures. Damage can be caused by forces, deformations, aggressive environments, or temperatures. It can occur suddenly or over time. The chapter discusses different damage mechanisms including corrosion, excessive deformation, plastic instability, wear, and fracture. It also introduces concepts that will be covered in more detail later such as damage mechanics, fracture mechanics, and the influence of microstructure on damage and fracture. The chapter aims to provide an overview of damage types before exploring specific mechanisms and analyses in later chapters.
This document summarizes research on identifying spin-wave eigen-modes in a circular spin-valve nano-pillar using Magnetic Resonance Force Microscopy (MRFM). Key findings include:
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This presentation provides valuable insights into effective cost-saving techniques on AWS. Learn how to optimize your AWS resources by rightsizing, increasing elasticity, picking the right storage class, and choosing the best pricing model. Additionally, discover essential governance mechanisms to ensure continuous cost efficiency. Whether you are new to AWS or an experienced user, this presentation provides clear and practical tips to help you reduce your cloud costs and get the most out of your budget.
Digital Banking in the Cloud: How Citizens Bank Unlocked Their MainframePrecisely
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2. 2 1 Introduction
Fig. 1.1 (a) ZnSe bulk crystal with {100} and {111} growth faces. (b) Faces formed from regu-
larly repeating building blocks described around 1800 [3]. The complete shape of the displayed
rhomb-dodecahedron is indicated by red lines
grew together with a unique relationship of their orientations [1]. A first success-
ful artificial reproduction of this effect in a laboratory was reported by Moritz L.
Frankenheim in 1836 [2]. He demonstrated a parallel oriented growth of sodium
nitrate NaNO3 from solution on a freshly cleaved calcite crystal CaCO3.
First systematic studies on the crystal growth on top of another crystalline ma-
terial were reported by Thomas V. Barker starting 1906 [4]. At that time growth
from solution and optical microscopy were the only readily developed techniques
for growth and characterization of samples, respectively. Baker investigated a large
number of NaCl-type alkali halides like chlorides, bromides, iodides, and cyanides
of, e.g., rubidium and cesium. He placed a drop of saturated solution of one halide
onto a freshly cleaved surface of another halide and observed the nucleation of a
crystalline structure under a microscope. Crystals of the solute appeared as a rule in
a few seconds, but sometimes nucleation was too rapid to be observed or difficul-
ties arose due to a greater solubility for the crystal than for the dilute dropped on
top. He concluded that crystalline growth of alkali halides was more likely to oc-
cur if the molecular volumes of the two inter-growing materials were nearly equal.
We note that such conditions often imply a similar size of the building blocks men-
tioned above and consequently a low misfit of the lattice constants of the two mate-
rials.
The discovery of X-ray diffraction (1912) and electron diffraction (1927) by crys-
tals had a strong impact on the knowledge about crystal structure. When Louis
Royer made his seminal comprehensive studies with a wide variety of layers and
substrate materials in 1928, he could precisely report on the effect of substrate crys-
tal structure on the crystalline orientation of the layer [5]. Royer introduced the
term epitaxy from the Greek επι (epi, upon, attached to)—ταξισ (taxis, arrange-
ment, order) and concluded general rules for epitaxy. He noted that oriented growth
occurs only when it involves the parallelism of two lattice planes which have lat-
tice networks of identical or quasi-identical form and closely similar spacing. More
3. 1.1 Epitaxy 3
precisely, he found that the differences between the lattice-network spacing (lattice
parameters) for growth of alkali halides upon other alkali halides or mica (minerals
of the form XY2-3Z4O10(OH,F)2) should be no more than 15 %. Such geometrical
considerations are still prominent today, though it was established later that epitaxy
may also occur for much larger misfits.
In the 1930ies, G.I. Finch and A.G. Quarrell concluded from a study of zinc oxide
on sputtered zinc that the initial layer is strained in order to attain lattice matching
parallel to the interface [6]. The layer lattice-parameter vertical to the interface was
also considered to be changed to maintain approximately the bulk density. They
named this phenomenon pseudomorphism. Though later the experimental evidence
was pointed out to be by no means conclusive [1], the concept of pseudomorphic
layers proved to be of basic importance for epitaxial structures.
The introduction of the theory of misfit dislocations at the interface between
the substrate and the layer by F.C. Frank and Jan H. van der Merve in 1949 [7–
9] extended the pseudomorphism approach and predicted a limit for the misfit of
pseudomorphic growth. The incorporation of edge dislocations allows to accommo-
date misfit strain and consequently makes epitaxy possible also for structures with
larger misfit. Conclusive experimental evidence for this was provided by John W.
Matthews and co-workers in the 1960ies [10, 11]. Thin metal layers on single crys-
tal metals with low misfit proved to grow pseudomorphic, while misfit dislocations
were generated in thicker layers with a density depending on layer thickness. Later
also conditions not included in the mentioned concepts like, e.g., interface alloying
or surface energies were found to significantly affect epitaxial growth.
The emerging semiconductor industry in the early 1960ies had a strong impact
on the interest in epitaxy. In addition, advancements in the technique of produc-
ing high vacuum and pure materials, and progress in experimental techniques like
electron microscopy and X-ray diffraction allowed to efficiently develop methods
for epitaxial growth. Liquid-phase epitaxy enabled epitaxial growth of multilay-
ered device structures of high complexity like separate-confinement semiconductor
lasers. The advancement of this technology was facilitated by its similarity to the
well-studied growth of bulk single-crystals from seeded solution. In the 70ies the
more sophisticated methods of molecular beam epitaxy and metalorganic vapor-
phase epitaxy emerged. These techniques opened up epitaxy far from thermody-
namic equilibrium and hence fabrication of structures with atomically sharp inter-
faces, which cannot be produced near equilibrium. Understanding and control of the
epitaxial growth techniques was significantly advanced by the application of in-situ
studies of the nucleation and growth process, and by the development of compu-
tational techniques. In the late 80ies the modern techniques attained a maturity to
get in the lead of device mass-production. Today a large variety of electronic, op-
toelectronic, magnetic, and superconducting layer structures are fabricated using
epitaxial techniques, including structures of reduced dimensionality on a nanometer
scale.
4. 4 1 Introduction
1.1.2 Epitaxy and Bulk-Crystal Growth
Crystal growth in an epitaxial process proceeds basically in the same way as con-
ventional growth of bulk crystals. In epitaxy, however, layer and substrate differ in
the nature and strength of the chemical bond. Moreover, both materials may have a
different crystal structure and generally have an unequal lattice parameter—at least
if the temperature is varied. We may therefore say that crystals differ energetically
and geometrically in epitaxy [12]. Crystalline deposition of different materials on
each other is also termed heteroepitaxy.
Such definition does obviously not apply for an epitaxial deposition on a sub-
strate of the same material. The process is usually referred to as homoepitaxy (some-
times also autoepitaxy). Let us consider a simple example to illustrate that there may
still be a difference to conventional crystal growth. Epitaxy of electronic devices is
usually performed on doped substrates and often starts by depositing a layer of the
same material termed homoepitaxial buffer layer. Doping often alters the lattice pa-
rameter without significantly changing the chemical bond in bulk material. A p-type
doping of, e.g., silicon with boron to a level of 2 × 1019 cm−3 induces a change of
the lattice parameter by −1 %. An undoped layer on a doped substrate of the same
material will hence not differ energetically but geometrically. This provides a clear
distinction of homoepitaxy from conventional crystal growth. According this dif-
ferentiation deposition of a layer of the same kind and doping like the substrate
underneath should be termed crystal growth instead of epitaxy. Following the gen-
eral usage we will, however, use the term homoepitaxy less strictly. Deposition of
a layer of the same material as the substrate is usually just one of many layers to
follow in the growth process of a device structure. Furthermore, fabrication of bulk
crystals is usually performed applying a different growth regime than in epitaxy,
allowing for much higher growth rates. Accordingly also different experimental se-
tups are employed. The term homoepitaxy will be used here for deposition of the
same material as the substrate, just to distinguish from heteroepitaxy.
1.2 Issues of Epitaxy
1.2.1 Convention on Use of the Term “Atom”
Solids are composed of atoms, which may be charged due to the character of the
chemical bond. When used in a general way in this book, the word “atom” denotes
both, an atom or an ion. Uncharged atoms are hence for simplicity usually not dis-
tinguished from charged atom cores in, e.g., ionic crystals or metals unless explicitly
pointed out.
5. 1.2 Issues of Epitaxy 5
Fig. 1.2 Gradual circular arrangement of 48 iron adatoms on a copper surface assembled using
a low-temperature scanning tunnelling microscope. Interference ripples originate from electron
surface states. From [14]
1.2.2 Assembly of Atoms
Epitaxy denotes the regular assembly of atoms on a crystalline substrate. By in-
venting the scanning tunneling microscope (STM) a particular means has been de-
veloped to control the assembly of single atoms for forming an ordered structure.
The method uses the finite force an STM tip always exerts on an adsorbed atom
(adatom) attached to the surface of a solid [13]. The magnitude of the force can
be tuned by adjusting the voltage and the position of the tip. Since generally less
force is required to move an atom across a surface than to pull it away the tip pa-
rameters can be set to allow for positioning an individual adatom while it remains
bound to the surface. The example given in Fig. 1.2 shows iron atoms on a (111)
copper surface. The initially disordered Fe atoms were carefully positioned at cho-
sen locations. May such procedure also be applied to deposit an epitaxial layer onto
a substrate? Imagine a skillful operator placing one atom per second exactly on the
correct site of a layer. For typically about 1015 sites per cm2 such procedure requires
31 Mio. years for a single atomic layer being deposited on one cm2. The fabrication
of epitaxial structures hence requires other methods.
The problem of growing a layer by the assembly of single atoms is comparable to
the issue of describing the behavior of a gas by formulating the equation of motion
for each atom. This cannot be accomplished for exceedingly large ensembles like a
considerable fraction of 6×1023 atoms present in one mole. The approach of kinetic
theory of gases hence solely describes averages of certain quantities of the vast
number of atoms in the ensemble, concluded from the behavior of one single atom.
These averages correspond to macroscopic variables. We will basically follow a
comparable approach. In epitaxial growth we seek to establish favorable conditions
for atoms of a nutrient phase to finding proper lattice sites in the solid phase. The
macroscopic control parameters are governed by both thermodynamics and kinetics,
and their effect depends on the materials and the applied growth method.
6. 6 1 Introduction
Fig. 1.3 Schematic of a
vertical-cavity
surface-emitting laser
indicating the sequence of
differently alloyed and doped
semiconductor layers
1.2.3 Tasks for Epitaxial Growth
Semiconductor devices control the flow and confinement of charge carriers and pho-
tons. To fulfill its function a device is composed of crystalline layers and correspond-
ing interfaces with different physical properties. Epitaxy is employed to assemble
such layer structure. The precise control of the growth process in epitaxy requires
the accomplishment of issues with quite different nature. We consider the example
of a semiconductor device-structure to illustrate a number of tasks addressed dur-
ing fabrication and indicate the connection to respective chapters of this book. The
addressed concepts basically apply also for insulators and metals. In this book we
focus on semiconductor materials.
The demand for increasing data-rate capacity in data-communication networks
raised the need for suitable optical interconnects, particularly for light sources.
Vertical-cavity surface-emitting lasers (VCSELs) have characteristics meeting am-
bitious requirements of fiber communication and recently emerged from the labo-
ratory to the marketplace. VCSEL devices are also widely used in computer mice
due to a good shape of their optical radiation field. A VCSEL is a semiconductor
laser, which emits the radiation vertically via its surface—in contrast to the more
common edge-emitting lasers. Like any laser it consists of an active zone where the
light is generated, overlapping with a region where the optical wave is guided. Light
is generated by recombination of electrons and holes which are confined in quantum
wells (MQW, multiple quantum well). The generated photons contribute to the light
wave which travels back and forth in an optical Fabry-Pérot resonator built by two
mirrors, and a small fraction is allowed to emerge from the top mirror to form the
laser radiation. Since the resonator in a VCSEL is very short, the reflectivity of the
mirrors must be very high (R > 99 %) to maintain lasing oscillation. They hence are
made from distributed Bragg reflectors (DBR) of many pairwise 1
4 λ/n thick layers
with a difference in the respective refractive index n, λ being the operation wave-
length. If the index step n is low many pairs are required (a few tens). The basic
design of a VCSEL is given in Fig. 1.3.
7. 1.2 Issues of Epitaxy 7
The realization of a semiconductor device is a complex process. The basic design
layout is determined by a number of operation parameters like, e.g., the emission
wavelength for an optoelectronic device. Already at this stage materials aspects play
an important role. Obviously a wide-bandgap semiconductor material, e.g., must be
used in the active region if the device is to radiate at high photon energy. The design
stage comprises simulation work on electrical, optical, and other properties of the
device depending on the employed materials and the specific purpose of the device.
The design eventually yields a list of materials composition, thickness, and doping
for each individual layer in the entire layer stack to be epitaxially grown.
The crystalline epitaxial growth on a single crystalline substrate requires a well-
defined relationship of the substrate structure with respect to that of the layers grown
on top. For this purpose the spacing of the atoms parallel to the interface between
substrate and the layers of the device structure on top has to accommodate. Since the
lateral lattice constants never match perfectly and the total layer thickness of the de-
vice structure is generally much below the substrate thickness, epitaxial layers are
elastically strained. Chapter 2 introduces into the structural and elastic properties
of epitaxial layers and points out a critical limit for such strain. As a consequence
of overcritical stress, plastic relaxation occurs by the introduction of misfit dislo-
cations. Prominent species of such dislocations for the important crystal structures
zincblende and wurtzite are treated. Prior to the growth of the device layers usually
a buffer layer is grown on the substrate. This layer is introduced to keep defects
located at the interface to the substrate and dislocations originating from large mis-
fits away from the device layers. A further challenge occurs from a large change
of composition within a layer sequence. The device depicted in Fig. 1.3 comprises
Bragg mirrors, which require a large step of the refractive index between consecu-
tive quarter-lambda thick layers. A large index step of the layer pairs in the mirror
stack is connected not only to a large difference of the fundamental bandgap of the
layers, but usually also to a large difference of lattice constants. To keep the strain
below the critical limit, layers with a composition mix of materials are used to main-
tain the lattice constant while changing the refractive index. The change of lattice
constant in mixed layers and means to compensate the total strain in a layer stack
are also considered in Chap. 2.
Strain and interfaces between layers with different bandgap affect the electronic
properties of the layer structure. In Chapter 3 the effect of strain on valence and
conduction-band states is outlined. Furthermore, the consequence of alloying on
the fundamental bandgap is considered. The contact of two semiconducting layers
raises the question how the uppermost valence bands mutually align. Models treat-
ing this problem and effects of interface composition are reviewed in Chap. 3. The
band discontinuities determine the confinement of charge carriers in a sandwich
structure and are also affected by strain. This is particularly important for the active
layers which are usually formed by quantum wells as depicted in Fig. 1.3. Struc-
tures with a reduced dimensionality—quantum wells, quantum wires, and quantum
dots—form the active core of many advanced devices. Chapter 3 points out the basic
electronic properties of such quantum structures to indicate the required dimensions,
which have to be realized in the epitaxial growth process.
8. 8 1 Introduction
Growth occurs at some deviation from thermodynamic equilibrium. Epitaxy is a
controlled transition from the gas or liquid phase to a crystalline solid. The nature
of the driving force depends on the particular material system and growth condi-
tions. Chapter 4 introduces into the thermodynamics of growth for simple one- and
two-component systems. Nucleation of a layer, epitaxial growth modes, and a ther-
modynamic approach to surface energies is described. Even though epitaxial growth
processes may occur under conditions far from equilibrium, thermalization times of
atoms arriving from the nutrition phase on the surface can be much less than the
time required to grow a single monoatomic layer. In such cases thermodynamic de-
scriptions are often successfully applied to model the growth process. For the device
structure illustrated in Fig. 1.3 thermodynamics may constitute limits for the stabil-
ity of mixed crystals used to meet the requirements for lattice constants, bandgaps,
band alignments, and doping. In such cases epitaxy may still be possible in a re-
stricted temperature range.
The fabrication of atomically sharp interfaces between two dissimilar solids re-
quires a significant deviation from equilibrium to suppress interdiffusion. This is
particularly important for quantum structures like the active layers in the VCSEL
structure shown in Fig. 1.3, usually realized using multiple quantum wells. Under
such nonequilibrium conditions growth is strongly affected by kinetic influences.
Kinetics and atomistic aspects of epitaxial growth are addressed in Chapter 5. A ki-
netic description of nucleation and layer growth accounts for the detailed steps
atoms experience on the growing surface. They depend on the structure of the sur-
face, where the arrangement of atoms may differ strongly from that found in the
solid bulk underneath. Such surface reconstructions are specific for the given mate-
rial and change with growth conditions—they are pointed out for specific examples.
Growth modes depending on strain or specific surface states are often employed
in epitaxy to fabricate low-dimensional structures by self-organized processes. The
basics of such self-organized formation of quantum dots and quantum wires is con-
sidered in Chap. 5. VCSEL devices like that depicted in Fig. 1.3 are also fabri-
cated using quantum dots in the active region, formed in the self-organized Stranski-
Krastanow growth mode.
Electronic and optoelectronic devices require control of charge carriers in semi-
conductors and a contact of the semiconductor structure to a metal for a connection
to the electric circuit. Chapter 6 gives a brief introduction to problems in epitaxy
connected to doping and contact fabrication. For a given semiconductor material
thermodynamics may impose limits in the doping level originating from restricted
solubility of the dopants, an amphoteric behavior of the dopants, or compensation
by native defects. Nonequilibrium epitaxial growth may relieve some restrictions.
Growth far from equilibrium also enables delta-like doping profiles, used to fabri-
cate devices employing a two-dimensional electron gas with a high mobility. Doping
and heterostructure composition profiles may be affected by redistribution of atoms
due to diffusion phenomena. Mechanisms of diffusion in semiconductors are con-
sidered and examples are given for dependences on the ambient atmosphere and on
doping. Ohmic contacts between semiconductor and metal are a classical subject,
but epitaxy also enables the growth of specific contact structures to achieve a low
contact resistance. Some examples are outlined in Chap. 6.
9. References 9
Various techniques for epitaxial growth have been established and are described
in Chapter 7. The first method which attained maturity to produce complex devices
was liquid-phase epitaxy. It operates close to thermodynamic equilibrium and may
hence be well described by thermodynamics. More versatile control is achieved
using the more sophisticated methods of molecular-beam epitaxy and metalorganic
vapor-phase epitaxy, which both operate far from thermal equilibrium. They hence
both allow for a control of layer thickness down to a fraction of a single atomic layer
and are used to fabricate devices with quantum structures in the active region. The
two methods are also employed in VCSEL production on a large scale.
References
1. D.W. Pashley, A historical review of epitaxy, in Epitaxial Growth (Part B), ed. by J.W.
Matthews (Academic Press, New York, 1975), pp. 1–27
2. M.L. Frankenheim, Über die Verbindung verschiedenartiger Kristalle. Ann. Phys. 113, 516
(1836) (in German)
3. M. L’Abbé R. J. Haüy, Traité élémentaire de physique, 3rd edn. (Mme. V. Courcier, Libraire
Pour Les Sciences, Paris, 1821) (in French)
4. T.V. Barker, Contributions to the theory of isomorphism based on experiments on the regular
growths of crystals on one substance on those of another. J. Chem. Soc. Trans. 89, 1120 (1906)
5. L. Royer, Recherches expérimentales sur l’epitaxie ou orientation mutuelle de cristaux
d’espèces différentes. Bull. Soc. Fr. Minéral. Cristallogr. 51, 7 (1928) (in French)
6. G.I. Finch, A.G. Quarrell, The structure of magnesium, zinc and aluminium films. Proc. R.
Soc. Lond. A 141, 398 (1933)
7. F.C. Frank, J.H. van der Merve, One-dimensional dislocations. I. Static theory. Proc. R. Soc.
Lond. A 198, 205 (1949)
8. F.C. Frank, J.H. van der Merve, One-dimensional dislocations. II. Misfitting monolayers and
oriented overgrowth. Proc. R. Soc. Lond. A 198, 216 (1949)
9. F.C. Frank, J.H. van der Merve, One-dimensional dislocations. III. Influence of the second
harmonic term in the potential representation, on the properties of the model. Proc. R. Soc.
Lond. A 200, 125 (1949)
10. W.A. Jesser, J.W. Matthews, Evidence for pseudomorphic growth of iron on copper. Philos.
Mag. 15, 1097 (1967)
11. W.A. Jesser, J.W. Matthews, Pseudomorphic growth of iron on hot copper. Philos. Mag. 17,
595 (1968)
12. I.V. Markov, Crystal Growth for Beginners (World Scientific, Singapore, 2003)
13. D.M. Eigler, E.K. Schweizer, Positioning single atoms with a scanning tunnelling microscope.
Nature 344, 524 (1990)
14. Details and the last STM image are reported in M.F. Crommie, C.P. Lutz, D.M. Eigler, Con-
finement of electrons to quantum corrals on a metal surface. Science 262, 218 (1993). Image
originally created by IBM Corporation, accessible at http://www.almaden.ibm.com/vis/stm/
corral.html