Thin Nitride Measurement Example

Size: px
Start display at page:

Download "Thin Nitride Measurement Example"

Transcription

1 Thin Nitride Measurement Example GOAL: Get the most information from your data and analyze it properly to make the right decisions! Look at the data in multiple ways to understand your process better. The old saying is Let the Data or parts talk to you. 1

2 Thin Nitride Measurement Example Definition of Thin Nitride : sub 1000A thickness Film to measure: PECVD Silicon Nitride deposited on Silicon_ A nominal 450A nitride film thickness was deposited on fifteen silicon wafers using a Novellus Thickness and R.I. (refractive index n) was measured on an Optiprobe Model DUV and a Tencor Model tool Measurement data from the two measurement tools was then compared. 2

3 Thin Nitride Measurement works on the dispersion principle ( refractive index is a function of wavelength) and uses wavelength to determine thickness and refractive index. The Refractive index on is quoted at the 632 nm wavelength! A recipe was optimized to measure Thin Silicon Nitride thickness ( A) and refractive index. Summary of Tencor measurement data: Goodness GOF values of were obtained. Thickness range: A (sample dependent) Refractive Index range: ( inter wafer dependent) (632 nm) 3

4 Optiprobe Thin Nitride Measurement Optiprobe uses ellipsometry and BPR to determine thickness and refractive index. A recipe was optimized to measure Thin Silicon Nitride thickness ( A) and refractive index. Summary of Optiprobe measurement data: Thickness range: A (sample dependent) Refractive Index range: ( inter wafer dependent) 4

5 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe 15 wafer test Thickness Comparsion EXCEL FORMATED DATA Setup Wafer # Center UV 1050 Top Left Bottom Right Center Top Left Bottom Right

6 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe 15 wafer test Refractive Index Comparsion EXCEL FORMATED DATA Setup Wafer # RI CEN RI TOP RI LEFT RI BOT RI RIGHT RI CEN RI TOP RI LEFT RI BOT RI RIGHT

7 comparison to Optiprobe 15 wafer test Thickness Comparsion Always look at data graphically first: EXCEL Plot Thickness A Silicon Nitride Thickness measurements Vs Optiprobe Center UV 1050 Top Left Bottom Right Center Top Left Bottom Right Wafer # What can we say about this data? 7

8 comparison to Optiprobe 15 wafer test Thickness Comparsion Always look at data graphically first: EXCEL Plot Thickness A Silicon Nitride Refractive Index measurements Vs Optiprobe Wafer # RI CEN RI TOP RI LEFT RI BOT RI RIGHT RI CEN RI TOP RI LEFT RI BOT RI RIGHT What can we say about this data? 8

9 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe 15 wafer test Thickness Comparsion EXCEL Data Analysis 9

10 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe 15 wafer test Thickness Comparsion EXCEL Descriptive Statistics 10

11 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe 15 wafer test Thickness Comparsion EXCEL Descriptive Statistics Statistic Center UV 1050 Top Left Bottom Right Center Top Left Bottom Right Mean Standard Error Median Mode Std Dev Sample Variance Kurtosis Skewness Range Minimum Maximum Sum Count

12 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe 15 wafer test Thickness Comparsion Statistic UV 1050 SiN Mean Standard Error Median Mode Standard Deviation Sample Variance Kurtosis Skewness Range Minimum Maximum Sum Count NORMSINV Normal Probability Plot - Thin Nitride Measurements % % % % % % 0 50% % % -1.5 UV 1050 SiN 6.7% % % % Thickness A 12

13 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe Optiprobe recipe variance significantly less than recipe STATISTICAL TESTS: F- test and T-test on Thickness data REASON : Unknown UV 1050 SiN Statistic Mean Variance Observations df F P(F<=f) one-tail F Critical one-tail Variances are significantly different! 2.5% chance of incorrectly rejecting Null that variances are equal t-test: Two-Sample Assuming Unequal Variances Statistic UV 1050 SiN Mean Variance Observations Hypothesized Mean D 0 df 141 t Stat P(T<=t) one-tail E-41 0% chance of incorrectly rejecting Null that Means are equal t Critical one-tail P(T<=t) two-tail E-40 t Critical two-tail

14 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe 15 wafer test Refractive Index Comparsion Statistic UV 1050 SiN Mean Standard Error Median Mode Standard Deviation Sample Variance E E-05 Kurtosis Skewness Range Minimum Maximum Sum Count NORMSINV Normal Probability Plot - Thin Nitride % % % % % % 0 50% % % % -2 RI 2.3% -2.5 RI 0.6% % Refractive Index 14

15 Recipe PCVD/Nitride/Thin Nitride - 5PT Validation and comparison to Optiprobe 15 wafers STATISTICAL TESTS: F- test and T-test on Refractive Index data show improved variance with Optiprobbe Recipe as compared to REASON : Unknown F-Test Two- Sample for Variances RI RI Mean Variance 2.970E E-05 Observations t-test: Two-Sample Assuming Unequal Variances RI RI Mean Variance 2.970E E-05 df Observations F P(F<=f) one-tail E-20 F Critical one-tail Variances are significantly different! 0% chance of incorrectly rejecting Null that variances are equal Hypothesized Mean Diffe 0 df 81 t Stat P(T<=t) one-tail E-57 t Critical one-tail P(T<=t) two-tail E-57 t Critical two-tail

PROJECT PROPOSAL: OPTIMIZATION OF A TUNGSTEN CVD PROCESS

PROJECT PROPOSAL: OPTIMIZATION OF A TUNGSTEN CVD PROCESS PROJECT PROPOSAL: OPTIMIZATION OF A TUNGSTEN CVD PROCESS Heather Brown and Brian Hesse IEE 572 December 5, 2000 The tungsten chemical vapor deposition (WCVD) process has been used in the semiconductor

More information

ALD systems and SENTECH Instruments GmbH

ALD systems and SENTECH Instruments GmbH ALD systems and processes @ SENTECH Instruments GmbH H. Gargouri, F. Naumann, R. Rudolph and M. Arens SENTECH Instruments GmbH, Berlin www.sentech.de 1 2 Agenda 1. Company Introduction 2. SENTECH-ALD-Systems

More information

GETTING READY FOR DATA COLLECTION

GETTING READY FOR DATA COLLECTION 3 Chapter 7 Data Collection and Descriptive Statistics CHAPTER OBJECTIVES - STUDENTS SHOULD BE ABLE TO: Explain the steps in the data collection process. Construct a data collection form and code data

More information

CHAPTER 8 T Tests. A number of t tests are available, including: The One-Sample T Test The Paired-Samples Test The Independent-Samples T Test

CHAPTER 8 T Tests. A number of t tests are available, including: The One-Sample T Test The Paired-Samples Test The Independent-Samples T Test CHAPTER 8 T Tests A number of t tests are available, including: The One-Sample T Test The Paired-Samples Test The Independent-Samples T Test 8.1. One-Sample T Test The One-Sample T Test procedure: Tests

More information

Project 2 - β-endorphin Levels as a Response to Stress: Statistical Power

Project 2 - β-endorphin Levels as a Response to Stress: Statistical Power Score: Name: Due Wednesday, April 10th in class. β-endorphins are neurotransmitters whose activity has been linked to the reduction of pain in the body. Elite runners often report a runners high during

More information

UV5 POSITIVE DUV PHOTORESIST For Microlithography Applications

UV5 POSITIVE DUV PHOTORESIST For Microlithography Applications UV5 POSITIVE DUV PHOTORESIST For Microlithography Applications DESCRIPTION UV5 positive DUV photoresist has been optimized to provide vertical profile imaging of isolated and semidense features for device

More information

Evaluation of Copper CMP Process Characterization Wafers

Evaluation of Copper CMP Process Characterization Wafers SKW Associates, Inc. Evaluation of Copper CMP Process Characterization Wafers SKW6-3 & SKW6-5 SooKap Hahn Jan 15, 2005 Polish Proposal 1 Planned Polishing: Week of Dec 20 th Customer: SKW Associates Inc.

More information

AcaStat How To Guide. AcaStat. Software. Copyright 2016, AcaStat Software. All rights Reserved.

AcaStat How To Guide. AcaStat. Software. Copyright 2016, AcaStat Software. All rights Reserved. AcaStat How To Guide AcaStat Software Copyright 2016, AcaStat Software. All rights Reserved. http://www.acastat.com Table of Contents Frequencies... 3 List Variables... 4 Descriptives... 5 Explore Means...

More information

A STUDY ON THE DEMAND OF MOBILE COUPONS AND THEIR POTENTIAL USE AT CHIPOTLE

A STUDY ON THE DEMAND OF MOBILE COUPONS AND THEIR POTENTIAL USE AT CHIPOTLE G R O U P 2 0 1 MARKETING RESEARCH PROJECT A STUDY ON THE DEMAND OF MOBILE COUPONS AND THEIR POTENTIAL USE AT CHIPOTLE S E C 0 0 2 M A R K E T I N G R E S E A R C H 3010 TA B L E O F C O N T E N T S EXECUTIVE

More information

Copyright K. Gwet in Statistics with Excel Problems & Detailed Solutions. Kilem L. Gwet, Ph.D.

Copyright K. Gwet in Statistics with Excel Problems & Detailed Solutions. Kilem L. Gwet, Ph.D. Confidence Copyright 2011 - K. Gwet (info@advancedanalyticsllc.com) Intervals in Statistics with Excel 2010 75 Problems & Detailed Solutions An Ideal Statistics Supplement for Students & Instructors Kilem

More information

F u = t n+1, t f = 1994, 2005

F u = t n+1, t f = 1994, 2005 Forecasting an Electric Utility's Emissions Using SAS/AF and SAS/STAT Software: A Linear Analysis Md. Azharul Islam, The Ohio State University, Columbus, Ohio. David Wang, The Public Utilities Commission

More information

Ultra High Barrier Coatings by PECVD

Ultra High Barrier Coatings by PECVD Society of Vacuum Coaters 2014 Technical Conference Presentation Ultra High Barrier Coatings by PECVD John Madocks & Phong Ngo, General Plasma Inc., 546 E. 25 th Street, Tucson, Arizona, USA Abstract Silicon

More information

Method to obtain TEOS PECVD Silicon Oxide Thick Layers for Optoelectronics devices Application

Method to obtain TEOS PECVD Silicon Oxide Thick Layers for Optoelectronics devices Application Method to obtain TEOS PECVD Silicon Oxide Thick Layers for Optoelectronics devices Application ABSTRACT D. A. P. Bulla and N. I. Morimoto Laboratório de Sistemas Integráveis da EPUSP São Paulo - S.P. -

More information

Timing Production Runs

Timing Production Runs Class 7 Categorical Factors with Two or More Levels 189 Timing Production Runs ProdTime.jmp An analysis has shown that the time required in minutes to complete a production run increases with the number

More information

In more specific form with respect to the economic damages expert industry, I. Introduction

In more specific form with respect to the economic damages expert industry, I. Introduction Journal offorensic Economics 18(2-3), 2005, pp. 139-153 (C)2006 by the National Association of Forensic Economics Estimates of Labor Productivity of Economic Damages Experts Elias C. Grivoyannis and Frank

More information

Maple Samara Design and Dispersal. developed a technique of gliding (Alexander, 2002). In order for seeds to glide some

Maple Samara Design and Dispersal. developed a technique of gliding (Alexander, 2002). In order for seeds to glide some Maple Samara Design and Dispersal Introduction: Plants have yet to evolve powered flight, but the seeds of various trees have developed a technique of gliding (Alexander, 2002). In order for seeds to glide

More information

Photoresist Coat, Expose and Develop Laboratory Dr. Lynn Fuller

Photoresist Coat, Expose and Develop Laboratory Dr. Lynn Fuller ROCHESTER INSTITUTE OF TECHNOLOGY MICROELECTRONIC ENGINEERING Photoresist Coat, Expose and Develop Laboratory Dr. Lynn Fuller Webpage: http://www.rit.edu/lffeee 82 Lomb Memorial Drive Rochester, NY 14623-5604

More information

Plasma-Enhanced Chemical Vapor Deposition

Plasma-Enhanced Chemical Vapor Deposition Plasma-Enhanced Chemical Vapor Deposition Steven Glenn July 8, 2009 Thin Films Lab 4 ABSTRACT The objective of this lab was to explore lab and the Applied Materials P5000 from a different point of view.

More information

A Deep Silicon RIE Primer Bosch Etching of Deep Structures in Silicon

A Deep Silicon RIE Primer Bosch Etching of Deep Structures in Silicon A Deep Silicon RIE Primer Bosch Etching of Deep Structures in Silicon April 2009 A Deep Silicon RIE Primer 1.0) Etching: Silicon does not naturally etch anisotropically in fluorine based chemistries. Si

More information

NANO SCRATCH TESTING OF THIN FILM ON GLASS SUBSTRATE

NANO SCRATCH TESTING OF THIN FILM ON GLASS SUBSTRATE NANO SCRATCH TESTING OF THIN FILM ON GLASS SUBSTRATE Prepared by Jesse Angle 6 Morgan, Ste156, Irvine CA 92618 P: 949.461.9292 F: 949.461.9232 nanovea.com Today's standard for tomorrow's materials. 2010

More information

University of Minnesota Nano Center Standard Operating Procedure

University of Minnesota Nano Center Standard Operating Procedure Equipment Name: University of Minnesota Nano Center PECVD Coral Name: pecvd Revision Number: 2.0 Model: Plasmatherm 340 Revisionist: Mark Fisher Location: Bay 3 Date: 20 Sept 2013 1 Description The Plasmatherm

More information

Via Fill in Small Trenches using Hot Aluminum Process. By Alice Wong

Via Fill in Small Trenches using Hot Aluminum Process. By Alice Wong Via Fill in Small Trenches using Hot Aluminum Process By Alice Wong Goals for Project Good Via Fill in Small contact holes using hot aluminum process Be able to get good images of the contact holes using

More information

200mm Next Generation MEMS Technology update. Florent Ducrot

200mm Next Generation MEMS Technology update. Florent Ducrot 200mm Next Generation MEMS Technology update Florent Ducrot The Most Exciting Industries on Earth Semiconductor Display Solar 20,000,000x reduction in COST PER TRANSISTOR in 30 years 1 20x reduction in

More information

Technical Data Sheet Technisches Datenblatt

Technical Data Sheet Technisches Datenblatt AZ ECI 3000 Photoresist Universal i-line/crossover Photoresist Series GENERAL INFORMATION AZ ECI 3000 photoresist series are a family of fast positive resists with high resolution capabilities (0.4 µm

More information

Business Intelligence, 4e (Sharda/Delen/Turban) Chapter 2 Descriptive Analytics I: Nature of Data, Statistical Modeling, and Visualization

Business Intelligence, 4e (Sharda/Delen/Turban) Chapter 2 Descriptive Analytics I: Nature of Data, Statistical Modeling, and Visualization Business Intelligence, 4e (Sharda/Delen/Turban) Chapter 2 Descriptive Analytics I: Nature of Data, Statistical Modeling, and Visualization 1) One of SiriusXM's challenges was tracking potential customers

More information

INTERNATIONAL JOURNAL OF MARKETING AND HUMAN RESOURCE MANAGEMENT (IJMHRM)

INTERNATIONAL JOURNAL OF MARKETING AND HUMAN RESOURCE MANAGEMENT (IJMHRM) INTERNATIONAL JOURNAL OF MARKETING AND HUMAN RESOURCE MANAGEMENT (IJMHRM) International Journal of Marketing and Human Resource Management (IJMHRM), ISSN 0976 6421 (Print) ISSN 0976 643X (Online) Volume

More information

450mm Metrology and Inspection: The Current State and the Road Ahead. Rand Cottle (CNSE), Nithin Yathapu (GF), Katherine Sieg (Intel)

450mm Metrology and Inspection: The Current State and the Road Ahead. Rand Cottle (CNSE), Nithin Yathapu (GF), Katherine Sieg (Intel) 450mm Metrology and Inspection: The Current State and the Road Ahead Rand Cottle (CNSE), Nithin Yathapu (GF), Katherine Sieg (Intel) Outline Program Update Demonstration Testing Method (DTM) Equipment

More information

Slow DNA Transport through Nanopores in Hafnium Oxide Membranes

Slow DNA Transport through Nanopores in Hafnium Oxide Membranes Slow DNA Transport through Nanopores in Hafnium Oxide Membranes Joseph Larkin, Robert Henley, David C. Bell, Tzahi Cohen-Karni, # Jacob K. Rosenstein, and Meni Wanunu * Departments of Physics and Chemistry/Chemical

More information

Descriptive Statistics Tutorial

Descriptive Statistics Tutorial Descriptive Statistics Tutorial Measures of central tendency Mean, Median, and Mode Statistics is an important aspect of most fields of science and toxicology is certainly no exception. The rationale behind

More information

Optical characterization of an amorphoushydrogenated carbon film and its application in phase modulated diffractive optical elements

Optical characterization of an amorphoushydrogenated carbon film and its application in phase modulated diffractive optical elements Optical characterization of an amorphoushydrogenated carbon film and its application in phase modulated diffractive optical elements G. A. Cirino a, P. Verdonck a, R. D. Mansano a, L. G. Neto b a LSI-PEE-EPUSP

More information

Application of Statistical Methods to Analyze Groundwater Quality

Application of Statistical Methods to Analyze Groundwater Quality Journal of Earth Sciences and Geotechnical Engineering, vol. 1, no.1, 2011, 1-7 ISSN: 1792-9040(print), 1792-9660 (online) International Scientific Press, 2011 Application of Statistical Methods to Analyze

More information

White Paper: Pixelligent Internal Light Extraction Layer for OLED Lighting

White Paper: Pixelligent Internal Light Extraction Layer for OLED Lighting White Paper: Pixelligent Internal Light Zhiyun (Gene) Chen, Ph.D., Vice President of Engineering Jian Wang, Ph.D., Manager, Application Engineering Pixelligent Technologies LLC, 6411 Beckley Street, Baltimore,

More information

Effect of alignment mark depth on alignment signal behavior in advanced lithography

Effect of alignment mark depth on alignment signal behavior in advanced lithography Journal of Engineering Research and Education Vol. 5 () 7- Effect of alignment mark depth on alignment signal behavior in advanced lithography 1 Normah Ahmad, 1 Uda Hashim, Mohd Jeffery Manaf, Kader Ibrahim

More information

Summary Statistics Using Frequency

Summary Statistics Using Frequency Summary Statistics Using Frequency Brawijaya Professional Statistical Analysis BPSA MALANG Jl. Kertoasri 66 Malang (0341) 580342 Summary Statistics Using Frequencies Summaries of individual variables provide

More information

micro resist technology

micro resist technology Characteristics Processing guidelines Negative Tone Photoresist Series ma-n 2400 ma-n 2400 is a negative tone photoresist series designed for the use in micro- and nanoelectronics. The resists are available

More information

Optimizing Processes with Design of Experiments

Optimizing Processes with Design of Experiments Optimizing Processes with Design of Experiments By Malcolm Moore, Robert Anderson, and Phil Kay, SAS TECHNICAL PRIMER Technical Primer Table of Contents Introduction.... 1 How can design of experiments

More information

Chart Recipe ebook. by Mynda Treacy

Chart Recipe ebook. by Mynda Treacy Chart Recipe ebook by Mynda Treacy Knowing the best chart for your message is essential if you are to produce effective dashboard reports that clearly and succinctly convey your message. M y O n l i n

More information

INTERVIA BPP-10 Photoresist

INTERVIA BPP-10 Photoresist Technical Data Sheet INTERVIA BPP-10 Photoresist For Advanced Packaging Applications Description Regional Product Availability Advantages INTERVIA BPP-10 Photoresist is a general-purpose, multi-wavelength

More information

Why do Gage R&Rs fail?

Why do Gage R&Rs fail? Why do Gage R&Rs fail? Common reasons a gage fails a gage R&R Consider these in all gage system designs. 1) The part itself is awkward or encumbering Maybe the part needs a holding fixture to free up your

More information

13-5 The Kruskal-Wallis Test

13-5 The Kruskal-Wallis Test 13-5 The Kruskal-Wallis Test luman, hapter 13 1 1 13-5 The Kruskal-Wallis Test The NOV uses the F test to compare the means of three or more populations. The assumptions for the NOV test are that the populations

More information

STRUCTURE OF LED ENCAPSULATION SILICONES

STRUCTURE OF LED ENCAPSULATION SILICONES STRUCTURE OF LED ENCPSULTION SILICONES Structure of LED Chip 400 886 872 LED lens (Silicone) 579 868 S 871 872 579 KLM 06005 (BLU) KLM 06006 (Light) Encapsulate material (Silicone) Gold wire Lead frame

More information

A Statistical Analysis on Instability and Seasonal Component in the Price Series of Major Domestic Groundnut Markets in India

A Statistical Analysis on Instability and Seasonal Component in the Price Series of Major Domestic Groundnut Markets in India International Journal of Current Microbiology and Applied Sciences ISSN: 2319-776 Volume 6 Number 11 (217) pp. 815-823 Journal homepage: http://www.ijcmas.com Original Research Article https://doi.org/1.2546/ijcmas.217.611.96

More information

THE LEAD PROFILE AND OTHER NON-PARAMETRIC TOOLS TO EVALUATE SURVEY SERIES AS LEADING INDICATORS

THE LEAD PROFILE AND OTHER NON-PARAMETRIC TOOLS TO EVALUATE SURVEY SERIES AS LEADING INDICATORS THE LEAD PROFILE AND OTHER NON-PARAMETRIC TOOLS TO EVALUATE SURVEY SERIES AS LEADING INDICATORS Anirvan Banerji New York 24th CIRET Conference Wellington, New Zealand March 17-20, 1999 Geoffrey H. Moore,

More information

MCC. PMGI Resists NANO PMGI RESISTS OFFER RANGE OF PRODUCTS

MCC. PMGI Resists NANO PMGI RESISTS OFFER RANGE OF PRODUCTS MCC PMGI RESISTS OFFER Sub.25µm lift-off processing Film thicknesses from 5µm Choice of resin blends for optimal undercut control High thermal stability Superior adhesion to Si, NiFe, GaAs, InP

More information

Unit 6: Simple Linear Regression Lecture 2: Outliers and inference

Unit 6: Simple Linear Regression Lecture 2: Outliers and inference Unit 6: Simple Linear Regression Lecture 2: Outliers and inference Statistics 101 Thomas Leininger June 18, 2013 Types of outliers in linear regression Types of outliers How do(es) the outlier(s) influence

More information

Processing guidelines. Negative Tone Photoresist Series ma-n 2400

Processing guidelines. Negative Tone Photoresist Series ma-n 2400 Characteristics Processing guidelines Negative Tone Photoresist Series ma-n 2400 ma-n 2400 is a negative tone photoresist series designed for the use in micro- and nanoelectronics. The resists are available

More information

Low temperature deposition of thin passivation layers by plasma ALD

Low temperature deposition of thin passivation layers by plasma ALD 1 Low temperature deposition of thin passivation layers by plasma ALD Bernd Gruska, SENTECH Instruments GmbH, Germany 1. SENTECH in brief 2. Low temperature deposition processes 3. SENTECH SI ALD LL System

More information

Regression Analysis I & II

Regression Analysis I & II Data for this session is available in Data Regression I & II Regression Analysis I & II Quantitative Methods for Business Skander Esseghaier 1 In this session, you will learn: How to read and interpret

More information

Materials Characterization

Materials Characterization Materials Characterization C. R. Abernathy, B. Gila, K. Jones Cathodoluminescence (CL) system FEI Nova NanoSEM (FEG source) with: EDAX Apollo silicon drift detector (TE cooled) Gatan MonoCL3+ FEI SEM arrived

More information

Crystalline silicon surface passivation with SiON:H films deposited by medium frequency magnetron sputtering

Crystalline silicon surface passivation with SiON:H films deposited by medium frequency magnetron sputtering Available online at www.sciencedirect.com Physics Procedia 18 (2011) 56 60 The Fourth International Conference on Surface and Interface Science and Engineering Crystalline silicon surface passivation with

More information

The Impact of Corporate Social Responsibility on Consumers Attitudes at Northwestern Mutual: A Case Study

The Impact of Corporate Social Responsibility on Consumers Attitudes at Northwestern Mutual: A Case Study The Impact of Corporate Social Responsibility on Consumers Attitudes at Northwestern Mutual: Researchers: Kuhlman, Laura Lett, Kate Vornhagen, Shellie December 6, 2013 Marketing Research Kuhlman_A7 Executive

More information

Exploratory Data Analysis

Exploratory Data Analysis Exploratory Data Analysis Brawijaya Professional Statistical Analysis BPSA MALANG Jl. Kertoasri 66 Malang (0341) 580342 Exploratory Data Analysis Exploring data can help to determine whether the statistical

More information

A is used to answer questions about the quantity of what is being measured. A quantitative variable is comprised of numeric values.

A is used to answer questions about the quantity of what is being measured. A quantitative variable is comprised of numeric values. Stats: Modeling the World Chapter 2 Chapter 2: Data What are data? In order to determine the context of data, consider the W s Who What (and in what units) When Where Why How There are two major ways to

More information

Measurement of thickness of native silicon dioxide with a scanning electron microscope

Measurement of thickness of native silicon dioxide with a scanning electron microscope Measurement of thickness of native silicon dioxide with a scanning electron microscope V. P. Gavrilenko* a, Yu. A. Novikov b, A. V. Rakov b, P. A. Todua a a Center for Surface and Vacuum Research, 40 Novatorov

More information

2007 PLACE Conference September 16-20 St Louis, MO Nano-Composite Polymer Optical Coatings Vampire Optical Coatings, Inc. Tom Faris vcoat@copper.net Introduction What is a nano-composite polymer coating?

More information

Plasma..TI'1eITI1 I.P.

Plasma..TI'1eITI1 I.P. Plasma..TI'1eITI1 I.P. RPPI..ICRTION NOTES PLASMA ETCHING OF SIUCON NITRIDE AND SIUCON DIOXIDE Silicon nitride and silicon dioxide thin films find e variety of uses in both semiconductor and nonsemiconductor

More information

SEMBIT SQA Unit Code F9J2 04 Carrying out capability studies

SEMBIT SQA Unit Code F9J2 04 Carrying out capability studies Overview This unit covers the competences required for carrying out capability studies. It involves obtaining all the necessary data in order to carry out the study analysis, and determining the appropriate

More information

LAM 490 Etch Recipes. Dr. Lynn Fuller

LAM 490 Etch Recipes. Dr. Lynn Fuller ROCHESTER INSTITUTE OF TECHNOLOGY MICROELECTRONIC ENGINEERING LAM 490 Etch Recipes Dr. Lynn Fuller Professor, Webpage: http://people.rit.edu/lffeee 82 Lomb Memorial Drive Rochester, NY 14623-5604 Tel (585)

More information

Regression diagnostics

Regression diagnostics Regression diagnostics Biometry 755 Spring 2009 Regression diagnostics p. 1/48 Introduction Every statistical method is developed based on assumptions. The validity of results derived from a given method

More information

Poly-SiGe MEMS actuators for adaptive optics

Poly-SiGe MEMS actuators for adaptive optics Poly-SiGe MEMS actuators for adaptive optics Blake C.-Y. Lin a,b, Tsu-Jae King a, and Richard S. Muller a,b a Department of Electrical Engineering and Computer Sciences, b Berkeley Sensor and Actuator

More information

a-sin x :H Antireflective And Passivation Layer Deposited By Atmospheric Pressure Plasma

a-sin x :H Antireflective And Passivation Layer Deposited By Atmospheric Pressure Plasma Vailable online at www.sciencedirect.com Energy Procedia 27 (2012 ) 365 371 SiliconPV: April 03-05, 2012, Leuven, Belgium a-sin x :H Antireflective And Passivation Layer Deposited By Atmospheric Pressure

More information

SPI Supplies Brand MgO Magnesium Oxide Single Crystal Substrates, Blocks, and Optical Components

SPI Supplies Brand MgO Magnesium Oxide Single Crystal Substrates, Blocks, and Optical Components SPI Supplies Brand MgO Magnesium Oxide Single Crystal Substrates, Blocks, and Optical Components Used by high temperature thin film superconductor researchers worldwide! Purity better than 99.9%! Choose

More information

Measuring Consumer Expectation in Banking Sector: A Comparative Analysis

Measuring Consumer Expectation in Banking Sector: A Comparative Analysis IOSR Journal Of Humanities And Social Science (IOSR-JHSS) Volume 15, Issue 6 (Sep. - Oct. 2013), PP 62-67 e-issn: 2279-0837, p-issn: 2279-0845. www.iosrjournals.org Measuring Consumer Expectation in Banking

More information

PRINCIPLES AND APPLICATIONS OF SPECIAL EDUCATION ASSESSMENT

PRINCIPLES AND APPLICATIONS OF SPECIAL EDUCATION ASSESSMENT PRINCIPLES AND APPLICATIONS OF SPECIAL EDUCATION ASSESSMENT CLASS 3: DESCRIPTIVE STATISTICS & RELIABILITY AND VALIDITY FEBRUARY 2, 2015 OBJECTIVES Define basic terminology used in assessment, such as validity,

More information

Oxide Growth. 1. Introduction

Oxide Growth. 1. Introduction Oxide Growth 1. Introduction Development of high-quality silicon dioxide (SiO2) has helped to establish the dominance of silicon in the production of commercial integrated circuits. Among all the various

More information

Study of a-sige:h Films and n-i-p Devices used in High Efficiency Triple Junction Solar Cells.

Study of a-sige:h Films and n-i-p Devices used in High Efficiency Triple Junction Solar Cells. Study of a-sige:h Films and n-i-p Devices used in High Efficiency Triple Junction Solar Cells. Pratima Agarwal*, H. Povolny, S. Han and X. Deng. Department of Physics and Astronomy, University of Toledo,

More information

Homogeneity of material and optical properties in HEM grown sapphire

Homogeneity of material and optical properties in HEM grown sapphire Homogeneity of material and optical properties in HEM grown sapphire M. Stout *, D. Hibbard II-VI Optical Systems 36570 Briggs Rd., Murrieta, CA 92563 ABSTRACT Sapphire crystal boules, approximately 34

More information

R&D ACTIVITIES AT ASSCP-BHEL,GURGAON IN SOLAR PV. DST-EPSRC Workshop on Solar Energy Research

R&D ACTIVITIES AT ASSCP-BHEL,GURGAON IN SOLAR PV. DST-EPSRC Workshop on Solar Energy Research R&D ACTIVITIES AT -BHEL,GURGAON IN SOLAR PV at the DST-EPSRC Workshop on Solar Energy Research (22 nd 23 rd April, 2009) by Dr.R.K. Bhogra, Addl. General Manager & Head Email: cpdrkb@bhel.co.in Dr.A.K.

More information

EXPERIMENTAL INVESTIGATIONS ON FRICTION WELDING PROCESS FOR DISSIMILAR MATERIALS USING DESIGN OF EXPERIMENTS

EXPERIMENTAL INVESTIGATIONS ON FRICTION WELDING PROCESS FOR DISSIMILAR MATERIALS USING DESIGN OF EXPERIMENTS 137 Chapter 6 EXPERIMENTAL INVESTIGATIONS ON FRICTION WELDING PROCESS FOR DISSIMILAR MATERIALS USING DESIGN OF EXPERIMENTS 6.1 INTRODUCTION In the present section of research, three important aspects are

More information

FORECASTING THE GROWTH OF IMPORTS IN KENYA USING ECONOMETRIC MODELS

FORECASTING THE GROWTH OF IMPORTS IN KENYA USING ECONOMETRIC MODELS FORECASTING THE GROWTH OF IMPORTS IN KENYA USING ECONOMETRIC MODELS Eric Ondimu Monayo, Administrative Assistant, Kisii University, Kitale Campus Alex K. Matiy, Postgraduate Student, Moi University Edwin

More information

On-line patterned wafer thickness control of chemical-mechanical polishing

On-line patterned wafer thickness control of chemical-mechanical polishing On-line patterned wafer thickness control of chemical-mechanical polishing Taber H. Smith a) MIT Microsystems Technology Laboratories, Cambridge, Massachusetts 02139 Simon J. Fang, Jerry A. Stefani, and

More information

SECTION 11 ACUTE TOXICITY DATA ANALYSIS

SECTION 11 ACUTE TOXICITY DATA ANALYSIS SECTION 11 ACUTE TOXICITY DATA ANALYSIS 11.1 INTRODUCTION 11.1.1 The objective of acute toxicity tests with effluents and receiving waters is to identify discharges of toxic effluents in acutely toxic

More information

PERFORMANCE OF CIVIL SERVANTS AS INFLUENCED BY FACTORS OF MOTIVATION IN GOVERNMENT MINISTRIES HEADQUARTERS IN NAIROBI, KENYA

PERFORMANCE OF CIVIL SERVANTS AS INFLUENCED BY FACTORS OF MOTIVATION IN GOVERNMENT MINISTRIES HEADQUARTERS IN NAIROBI, KENYA PERFORMANCE OF CIVIL SERVANTS AS INFLUENCED BY FACTORS OF MOTIVATION IN GOVERNMENT MINISTRIES HEADQUARTERS IN NAIROBI, KENYA Ogutu, J. K. Wangeri, T. Department of Educational Psychology Kenyatta University,

More information

Hierarchical Linear Modeling: A Primer 1 (Measures Within People) R. C. Gardner Department of Psychology

Hierarchical Linear Modeling: A Primer 1 (Measures Within People) R. C. Gardner Department of Psychology Hierarchical Linear Modeling: A Primer 1 (Measures Within People) R. C. Gardner Department of Psychology As noted previously, Hierarchical Linear Modeling (HLM) can be considered a particular instance

More information

Lecture Day 2 Deposition

Lecture Day 2 Deposition Deposition Lecture Day 2 Deposition PVD - Physical Vapor Deposition E-beam Evaporation Thermal Evaporation (wire feed vs boat) Sputtering CVD - Chemical Vapor Deposition PECVD LPCVD MVD ALD MBE Plating

More information

Rapid Thermal Processing (RTP) Dr. Lynn Fuller

Rapid Thermal Processing (RTP) Dr. Lynn Fuller ROCHESTER INSTITUTE OF TECHNOLOGY MICROELECTRONIC ENGINEERING Rapid Thermal Processing (RTP) Dr. Lynn Fuller Webpage: http://people.rit.edu/lffeee 82 Lomb Memorial Drive Rochester, NY 14623-5604 Tel (585)

More information

"Plasma CVD passivation; Key to high efficiency silicon solar cells",

Plasma CVD passivation; Key to high efficiency silicon solar cells, "Plasma CVD passivation; Key to high efficiency silicon solar cells", David Tanner Date: May 7, 2015 2012 GTAT Corporation. All rights reserved. Summary: Remarkable efficiency improvements of silicon solar

More information

Experimental Design Day 2

Experimental Design Day 2 Experimental Design Day 2 Experiment Graphics Exploratory Data Analysis Final analytic approach Experiments with a Single Factor Example: Determine the effects of temperature on process yields Case I:

More information

Supporting Information

Supporting Information Supporting Information Fast-Response, Sensitivitive and Low-Powered Chemosensors by Fusing Nanostructured Porous Thin Film and IDEs-Microheater Chip Zhengfei Dai,, Lei Xu,#,, Guotao Duan *,, Tie Li *,,

More information

Combinatorial RF Magnetron Sputtering for Rapid Materials Discovery: Methodology and Applications

Combinatorial RF Magnetron Sputtering for Rapid Materials Discovery: Methodology and Applications Combinatorial RF Magnetron Sputtering for Rapid Materials Discovery: Methodology and Applications Philip D. Rack,, Jason D. Fowlkes, and Yuepeng Deng Department of Materials Science and Engineering University

More information

Temporal stability of a-si:h and a-sin x :H on crystalline silicon wafers

Temporal stability of a-si:h and a-sin x :H on crystalline silicon wafers Available online at www.sciencedirect.com ScienceDirect Energy Procedia 124 (2017) 275 281 www.elsevier.com/locate/procedia 7th International Conference on Silicon Photovoltaics, SiliconPV 2017 Temporal

More information

Basic Statistics, Sampling Error, and Confidence Intervals

Basic Statistics, Sampling Error, and Confidence Intervals 02-Warner-45165.qxd 8/13/2007 5:00 PM Page 41 CHAPTER 2 Introduction to SPSS Basic Statistics, Sampling Error, and Confidence Intervals 2.1 Introduction We will begin by examining the distribution of scores

More information

5.8 Diaphragm Uniaxial Optical Accelerometer

5.8 Diaphragm Uniaxial Optical Accelerometer 5.8 Diaphragm Uniaxial Optical Accelerometer Optical accelerometers are based on the BESOI (Bond and Etch back Silicon On Insulator) wafers, supplied by Shin-Etsu with (100) orientation, 4 diameter and

More information

SUMMiT V Five Level Surface Micromachining Technology Design Manual

SUMMiT V Five Level Surface Micromachining Technology Design Manual SUMMiT V Five Level Surface Micromachining Technology Design Manual Version 1.3 09/22/2005 MEMS Devices and Reliability Physics Department Microelectronics Development Laboratory Sandia National Laboratories

More information

Understanding and accounting for product

Understanding and accounting for product Understanding and Modeling Product and Process Variation Variation understanding and modeling is a core component of modern drug development. Understanding and accounting for product and process variation

More information

AP Stats ~ Lesson 8A: Confidence Intervals OBJECTIVES:

AP Stats ~ Lesson 8A: Confidence Intervals OBJECTIVES: AP Stats ~ Lesson 8A: Confidence Intervals OBJECTIVES: DETERMINE the point estimate and margin of error from a confidence interval. INTERPRET a confidence interval in context. INTERPRET a confidence level

More information

SPECIAL CONTROL CHARTS

SPECIAL CONTROL CHARTS INDUSTIAL ENGINEEING APPLICATIONS AND PACTICES: USES ENCYCLOPEDIA SPECIAL CONTOL CHATS A. Sermet Anagun, PhD STATEMENT OF THE POBLEM Statistical Process Control (SPC) is a powerful collection of problem-solving

More information

Transmission Kikuchi Diffraction in the Scanning Electron Microscope

Transmission Kikuchi Diffraction in the Scanning Electron Microscope Transmission Kikuchi Diffraction in the Scanning Electron Microscope Robert Keller, Roy Geiss, Katherine Rice National Institute of Standards and Technology Nanoscale Reliability Group Boulder, Colorado

More information

State of the art quality of a GeOx interfacial passivation layer formed on Ge(001)

State of the art quality of a GeOx interfacial passivation layer formed on Ge(001) APPLICATION NOTE State of the art quality of a Ox interfacial passivation layer formed on (001) Summary A number of research efforts have been made to realize Metal-Oxide-Semiconductor Field Effect Transistors

More information

R Sensor resistance (Ω) ρ Specific resistivity of bulk Silicon (Ω cm) d Diameter of measuring point (cm)

R Sensor resistance (Ω) ρ Specific resistivity of bulk Silicon (Ω cm) d Diameter of measuring point (cm) 4 Silicon Temperature Sensors 4.1 Introduction The KTY temperature sensor developed by Infineon Technologies is based on the principle of the Spreading Resistance. The expression Spreading Resistance derives

More information

I ll start with a story in the high-school physics: the story about Isaac Newton s Law of Universal Gravitation.

I ll start with a story in the high-school physics: the story about Isaac Newton s Law of Universal Gravitation. Some Thoughts on Empirical Research Li Gan March 2008 I ll start with a story in the high-school physics: the story about Isaac Newton s Law of Universal Gravitation. How Newton starts to think about the

More information

Vampire Optical Coatings, Inc.

Vampire Optical Coatings, Inc. Nano-Composite Polymer Optical Coatings Vampire Optical Coatings, Inc. Tom Faris vampirecoatings@earthlink.net Introdction What is a nano-composite polymer coating? Or Definition: A coating that has some

More information

Steven L. Alderman, Michael S. Parsons, and Charles A. Waggoner. Institute for Clean Energy Technology, Mississippi State University

Steven L. Alderman, Michael S. Parsons, and Charles A. Waggoner. Institute for Clean Energy Technology, Mississippi State University The Effects of Media Velocity and Particle Size Distribution on Most Penetrating Particle Size and Filter Loading Capacity of 12 x12 x11.5 AG 1 HEPA Filters Steven L. Alderman, Michael S. Parsons, and

More information

COMPATIBILITY OF THE ALTERNATIVE SEED LAYER (ASL) PROCESS WITH MONO- Si AND POLY-Si SUBSTRATES PATTERNED BY LASER OR WET ETCHING

COMPATIBILITY OF THE ALTERNATIVE SEED LAYER (ASL) PROCESS WITH MONO- Si AND POLY-Si SUBSTRATES PATTERNED BY LASER OR WET ETCHING COMPATIBILITY OF THE ALTERNATIVE SEED LAYER (ASL) PROCESS WITH MONO- Si AND POLY-Si SUBSTRATES PATTERNED BY LASER OR WET ETCHING Lynne Michaelson 1, Anh Viet Nguyen 2, Krystal Munoz 1, Jonathan C. Wang

More information

ME 141B: The MEMS Class Introduction to MEMS and MEMS Design. Sumita Pennathur UCSB

ME 141B: The MEMS Class Introduction to MEMS and MEMS Design. Sumita Pennathur UCSB ME 141B: The MEMS Class Introduction to MEMS and MEMS Design Sumita Pennathur UCSB Outline today Introduction to thin films Oxidation Deal-grove model CVD Epitaxy Electrodeposition 10/6/10 2/45 Creating

More information

Study on Infrared Absorption Characteristics of Ti and TiN x Nanofilms. Mingquan Yuan, Xiaoxiong Zhou, Xiaomei Yu

Study on Infrared Absorption Characteristics of Ti and TiN x Nanofilms. Mingquan Yuan, Xiaoxiong Zhou, Xiaomei Yu 10.119/1.36982 The Electrochemical Society Study on Infrared Absorption Characteristics of Ti and TiN x Nanofilms Mingquan Yuan, Xiaoxiong Zhou, Xiaomei Yu National Key Laboratory of Science and Technology

More information

Available online at ScienceDirect. Energy Procedia 92 (2016 ) Mathieu Boccard*, Nathan Rodkey, Zachary C.

Available online at  ScienceDirect. Energy Procedia 92 (2016 ) Mathieu Boccard*, Nathan Rodkey, Zachary C. Available online at www.sciencedirect.com ScienceDirect Energy Procedia 92 (2016 ) 297 303 6th International Conference on Silicon Photovoltaics, SiliconPV 2016 High-mobility hydrogenated indium oxide

More information

CREOL, The College of Optics & Photonics, University of Central Florida

CREOL, The College of Optics & Photonics, University of Central Florida Metal Substrate Induced Control of Ag Nanoparticle Plasmon Resonances for Tunable SERS Substrates Pieter G. Kik 1, Amitabh Ghoshal 1, Manuel Marquez 2 and Min Hu 1 1 CREOL, The College of Optics and Photonics,

More information

N-PERT BACK JUNCTION SOLAR CELLS: AN OPTION FOR THE NEXT INDUSTRIAL TECHNOLOGY GENERATION?

N-PERT BACK JUNCTION SOLAR CELLS: AN OPTION FOR THE NEXT INDUSTRIAL TECHNOLOGY GENERATION? N-PERT BACK JUNCTION SOLAR CELLS: AN OPTION FOR THE NEXT INDUSTRIAL TECHNOLOGY GENERATION? Bianca Lim *, Till Brendemühl, Miriam Berger, Anja Christ, Thorsten Dullweber Institute for Solar Energy Research

More information