ITU Kaleidoscope 2016 ICTs for a Sustainable World

Size: px
Start display at page:

Download "ITU Kaleidoscope 2016 ICTs for a Sustainable World"

Transcription

1 ITU Kaleidoscope 2016 ICTs for a Sustainable World PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme Ahmad R. Sharafat Tarbiat Modares University, Tehran, Iran sharafat@ieee.org Bangkok, Thailand November 2016

2 1 Introduction 2 SC-FDMA 3 Nyquist-I Pulse Shaping 4 Proposed Pulse Shaping Scheme 5 Simulation Results 6 Conclusions Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 2 / 28

3 Introduction Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 3 / 28

4 Introduction OFDM SC-FDMA Sub-Carrier Mapping PAPR Reduction Linear Non-Linear Our Pulse Shaping Scheme Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 4 / 28

5 SC-FDMA Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 5 / 28

6 SC-FDMA PAPR = max s k 2 0 k M L 1 E{ s k 2 } Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 6 / 28

7 Nyquist-I Pulse Shaping Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 7 / 28

8 Nyquist-I Pulse Shaping Nyquist-I Pulse Shaping Different Versions of Nyquist-I Pulse Shaping Raised Cosine Root Raised Cosine Parametric Linear Pulses Parametric Exponential Pulses Parametric Linear Combination Pulses Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 8 / 28

9 Proposed Pulse Shaping Scheme Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 9 / 28

10 Proposed Pulse Shaping Scheme I Combination of K pulse shaping methods h (t) = s. t. Solving the problem for K = 3 Optimization problem where min µ,ν K i=1 K i=1 a i h i (t) a i = 1 h (t 1 ) h (t 2 ) s. t. h (t 1 ) > h (t 2 ) h (t) = µh PEP (t) + νh PLP(2) (t) + (1 µ ν) h PLP(1) (t) Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 10 / 28

11 Proposed Pulse Shaping Scheme II Impulse response of RC, modified PLP and our scheme. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 11 / 28

12 Simulation Results Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 12 / 28

13 Simulation Results I Simulation Parameters Parameter Value No. of subcarriers 512 No. of used subcarriers 128 Sampling frequency 10 MHz Oversampling factor 4 Roll-off factor (α) 0.22 Sub-carrier mapping interleaved Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 13 / 28

14 Simulation Results I CCDF of PAPR for SC-IFDMA with QPSK for µ = 1 and ν [0, 2]. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 14 / 28

15 Simulation Results II CCDF of PAPR for SC-IFDMA with QPSK for µ = 1 and ν [2, 100] Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 15 / 28

16 Simulation Results III CCDF of PAPR for SC-IFDMA with QPSK via different schemes. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 16 / 28

17 Simulation Results IV Impulse response of RC, PLP, PEP and modified PLP schemes. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 17 / 28

18 Simulation Results V CCDF of PAPR for SC-IFDMA with QPSK via RC and modified PLP. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 18 / 28

19 Simulation Results VI Impulse response of the RC and modified PLP schemes. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 19 / 28

20 Simulation Results VII Frequency response of RC and modified PLP schemes. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 20 / 28

21 Simulation Results VIII CCDF of PAPR for SC-IFDMA with QPSK different schemes. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 21 / 28

22 Simulation Results IX Frequency response of RC, PLCP, modified PLP, and our schemes. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 22 / 28

23 Simulation Results I Required time to generate a transmit string in different pulse shaping schemes (parallel filters) Pulse Shaping SC-IFDMA QPSK(µs) 16QAM(µs) RC RRC PLP PEP PP (n = 2) PLCP (µ = 1.6) Proposed (µ = 1 and ν = 2) Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 23 / 28

24 Simulation results I Required time to generate a transmit string in different pulse shaping schemes (combined filters) Pulse Shaping SC-IFDMA QPSK(µs) 16QAM(µs) RC RRC PLP PEP PP (n = 2) PLCP (µ = 1.6) Proposed (µ = 1 and ν = 2) Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 24 / 28

25 Simulation results Average values and variances of PAPR for different pulse shaping schemes Pulse Shaping QPSK 16QAM 64QAM β σ 2 β σ 2 β σ 2 RC RRC PLP PEP PP (n = 2) PLCP (µ = 1.6) Convex (d = 5) Concave (d = 1) Proposed Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 25 / 28

26 Conclusions Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 26 / 28

27 Conclusions We proposed a novel pulse shaping scheme to reduce PAPR in SC-FDMA systems, and compared its performance with other existing schemes via simulation The PAPR in our scheme is 2.11 db, 1.08 db, and 0.67 db less than those in RC pulse shaping for QPSK, 16-QAM and 64-QAM respectively. Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 27 / 28

28 Thank You Naser Ahmadi-Moghaddam and Ahmad R. Sharafat PAPR Reduction in SC-FDMA via a Novel Combined Pulse-Shaping Scheme 28 / 28

Family Studies Center Methods Workshop

Family Studies Center Methods Workshop oncentral Family Studies Center Methods Workshop Temple University ovember 14, 2014 (Temple University) ovember 14, 2014 1 / 47 oncentral Understand the role of statistical power analysis in family studies

More information

Six Sigma Prof. Dr. T. P. Bagchi Department of Management Indian Institute of Technology, Kharagpur

Six Sigma Prof. Dr. T. P. Bagchi Department of Management Indian Institute of Technology, Kharagpur Six Sigma Prof. Dr. T. P. Bagchi Department of Management Indian Institute of Technology, Kharagpur Lecture No. #05 Review of Probability and Statistics I Good afternoon, it is Tapan Bagchi again. I have

More information

Particle Sizes and Clumps from Stellar Occultations

Particle Sizes and Clumps from Stellar Occultations Particle Sizes and Clumps from Stellar Occultations Josh Colwell, Richard Jerousek, and James Cooney (UCF) Larry Esposito and Miodrag Sremcevic (CU) UVIS Team Meeting June 4-6, 2013, St. George Utah Variance

More information

ECE 5424: Introduction to Machine Learning

ECE 5424: Introduction to Machine Learning ECE 5424: Introduction to Machine Learning Topics: SVM Multi-class SVMs Neural Networks Multi-layer Perceptron Readings: Barber 17.5, Murphy 16.5 Stefan Lee Virginia Tech HW2 Graded Mean 63/61 = 103% Max:

More information

ECE 5984: Introduction to Machine Learning

ECE 5984: Introduction to Machine Learning ECE 5984: Introduction to Machine Learning Topics: SVM Multi-class SVMs Neural Networks Multi-layer Perceptron Readings: Barber 17.5, Murphy 16.5 Dhruv Batra Virginia Tech HW2 Graded Mean 66/61 = 108%

More information

Allreduce for Parallel Learning. John Langford, Microsoft Resarch, NYC

Allreduce for Parallel Learning. John Langford, Microsoft Resarch, NYC Allreduce for Parallel Learning John Langford, Microsoft Resarch, NYC May 8, 2017 Applying for a fellowship in 1997 Interviewer: So, what do you want to do? John: I d like to solve AI. I: How? J: I want

More information

ECE 5424: Introduction to Machine Learning

ECE 5424: Introduction to Machine Learning ECE 5424: Introduction to Machine Learning Topics: (Finish) Regression Model selection, Cross-validation Error decomposition Readings: Barber 17.1, 17.2 Stefan Lee Virginia Tech Administrative Project

More information

Chip Inductor (CIL Series)

Chip Inductor (CIL Series) Chip Inductor () As it has ferrite body and 100 % Ag internal conductor, the CIL series Inductors have excellent Q characteristics and free of cross talk. General Features - Magnetic shielding eliminates

More information

MISSOURI S FRAMEWORK FOR CURRICULAR DEVELOPMENT IN MATH TOPIC I: PROBLEM SOLVING

MISSOURI S FRAMEWORK FOR CURRICULAR DEVELOPMENT IN MATH TOPIC I: PROBLEM SOLVING Prentice Hall Mathematics:,, 2004 Missouri s Framework for Curricular Development in Mathematics (Grades 9-12) TOPIC I: PROBLEM SOLVING 1. Problem-solving strategies such as organizing data, drawing a

More information

NPTEL NPTEL ONLINE CERTIFICATION COURSE. Introduction to Machine Learning. Lecture 31

NPTEL NPTEL ONLINE CERTIFICATION COURSE. Introduction to Machine Learning. Lecture 31 NPTEL NPTEL ONLINE CERTIFICATION COURSE Introduction to Machine Learning Lecture 31 Prof. Balaraman Ravindran Computer Science and Engineering Indian Institute of Technology Madras Hinge Loss Formulation

More information

NPTEL NPTEL ONINE CERTIFICATION COURSE. Introduction to Machine Learning. Lecture-59 Ensemble Methods- Bagging,Committee Machines and Stacking

NPTEL NPTEL ONINE CERTIFICATION COURSE. Introduction to Machine Learning. Lecture-59 Ensemble Methods- Bagging,Committee Machines and Stacking NPTEL NPTEL ONINE CERTIFICATION COURSE Introduction to Machine Learning Lecture-59 Ensemble Methods- Bagging,Committee Machines and Stacking Prof. Balaraman Ravindran Computer Science and Engineering Indian

More information

The Evolution of Cognitive and Noncognitive Skills Over the Life Cycle of the Child

The Evolution of Cognitive and Noncognitive Skills Over the Life Cycle of the Child The Evolution of Cognitive and Noncognitive Skills Over the Life Cycle of the Child Flavio Cunha and James J. Heckman University of Chicago 2007 AEA Conference Friday, January 5, 2007, 10:15 AM Session:

More information

Steady and Transient State Analysis of Gate Leakage Current in Nanoscale CMOS Logic Gates

Steady and Transient State Analysis of Gate Leakage Current in Nanoscale CMOS Logic Gates Steady and Transient State Analysis of Gate Leakage Current in Nanoscale CMOS Logic Gates Saraju P. Mohanty and Elias Kougianos VLSI Design and CAD Laboratory (VDCL) Dept of Computer Science and Engineering

More information

MITOCW watch?v=4hrhg4euimo

MITOCW watch?v=4hrhg4euimo MITOCW watch?v=4hrhg4euimo The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To

More information

Protestant Pastors Views on the Environment. Survey of 1,000 Protestant Pastors

Protestant Pastors Views on the Environment. Survey of 1,000 Protestant Pastors Protestant Pastors Views on the Environment Survey of 1,000 Protestant Pastors 2 Methodology The telephone survey of Protestant pastors was conducted in September 26 October 3, 2012 The calling list was

More information

Christian-Muslim Relationships in Medan. and Dalihan na tolu. A Social Capital Study. of The Batak Cultural Values

Christian-Muslim Relationships in Medan. and Dalihan na tolu. A Social Capital Study. of The Batak Cultural Values Christian-Muslim Relationships in Medan and Dalihan na tolu A Social Capital Study of The Batak Cultural Values and Their Effect on Interreligious Encounters Godlif J. Sianipar Christian-Muslim Relationships

More information

The Jesse Tree Advent Calendar

The Jesse Tree Advent Calendar The Jesse Tree Advent Calendar This is an Advent calendar that is based on the idea of the Jesse tree. If you are not familiar with the Jesse tree, it s a traditional Advent symbol, inspired by the passage

More information

BNL AGS Precision Measurement of the Muon (g 2) Value

BNL AGS Precision Measurement of the Muon (g 2) Value BNL AGS Precision Measurement of the Muon (g 2) Value To (continue to) be or not to be? B. Lee Roberts roberts@bu.edu http://physics.bu.edu/roberts.html Department of Physics Boston University B. Lee Roberts,

More information

Homework : Roach Population Ver Last Updated: 2/10/2017 1:14 PM

Homework : Roach Population Ver Last Updated: 2/10/2017 1:14 PM * Dynamic Memory *Big O Notation*Stacks *Extreme Programming*Selection Sort*Insertion Sort*Waterfall Model Homework : Roach Population Ver 3.14159 Last Updated: /10/017 1:14 PM Implement a class RoachPopulation

More information

Studying Religion-Associated Variations in Physicians Clinical Decisions: Theoretical Rationale and Methodological Roadmap

Studying Religion-Associated Variations in Physicians Clinical Decisions: Theoretical Rationale and Methodological Roadmap Studying Religion-Associated Variations in Physicians Clinical Decisions: Theoretical Rationale and Methodological Roadmap Farr A. Curlin, MD Kenneth A. Rasinski, PhD Department of Medicine The University

More information

Summer Assignment. C.S. Lewis Mere Christianity. World Literature Students. (Due: Monday, August 15 th )

Summer Assignment. C.S. Lewis Mere Christianity. World Literature Students. (Due: Monday, August 15 th ) Summer Assignment C.S. Lewis Mere Christianity World Literature Students (Due: Monday, August 15 th ) Directions: Please read Lewis book Mere Christianity and respond to the following questions. Please

More information

Radiomics for Disease Characterization: An Outcome Prediction in Cancer Patients

Radiomics for Disease Characterization: An Outcome Prediction in Cancer Patients Radiomics for Disease Characterization: An Outcome Prediction in Cancer Patients Magnuson, S. J., Peter, T. K., and Smith, M. A. Department of Biostatistics University of Iowa July 19, 2018 Magnuson, Peter,

More information

Quantum Networks of Wisdom and Mindfulness for Practitioners

Quantum Networks of Wisdom and Mindfulness for Practitioners International Journal of Philosophy Study (IJPS), Volume 5, 2017 doi: 10.14355/ijps.2017.05.001 www.seipub.org/ijps Quantum Networks of Wisdom and Mindfulness for Practitioners Quantum Network of Wisdom

More information

How Americans Adults Read the Bible. Survey of 2,000 Bible Reading Adults

How Americans Adults Read the Bible. Survey of 2,000 Bible Reading Adults How Americans Adults Read the Bible Survey of 2,000 Bible Reading Adults 2 Methodology A representative sample of American adults was surveyed. Two thousand people who read the Bible once a month or more

More information

Date-Sheet for B.Sc. (Honours) Mathematics Part-I, II & III and Parts-I/II & II (Simultaneous)

Date-Sheet for B.Sc. (Honours) Mathematics Part-I, II & III and Parts-I/II & II (Simultaneous) 8 UNIVERSITY OF DELHI ANNUAL EXAMINATIONS - (MAY/JUNE-2015) Date-Sheet for B.Sc. (Honours) Mathematics Part-I, II & III and Parts-I/II & II (Simultaneous) NEW COURSE Time of Commencement : 09:00 AM Note:

More information

POLS 205 Political Science as a Social Science. Making Inferences from Samples

POLS 205 Political Science as a Social Science. Making Inferences from Samples POLS 205 Political Science as a Social Science Making Inferences from Samples Christopher Adolph University of Washington, Seattle May 10, 2010 Chris Adolph (UW) Making Inferences from Samples May 10,

More information

Our Personal Walk with the Lord

Our Personal Walk with the Lord Our Personal Walk with the Lord by Jana Brackbill Isaiah 30:18 Therefore the LORD longs to be gracious to you, and therefore He waits on high to have compassion on you. For the LORD is a God of justice;

More information

The Pennsylvania State University The Graduate School THESIS TITLE. A Thesis in Your Department Name by Your Name.

The Pennsylvania State University The Graduate School THESIS TITLE. A Thesis in Your Department Name by Your Name. The Pennsylvania State University The Graduate School THESIS TITLE A Thesis in Your Department Name by Your Name c 2004 Your Name Submitted in Partial Fulfillment of the Requirements for the Degree of

More information

Same-different and A-not A tests with sensr. Same-Different and the Degree-of-Difference tests. Outline. Christine Borgen Linander

Same-different and A-not A tests with sensr. Same-Different and the Degree-of-Difference tests. Outline. Christine Borgen Linander Same-different and -not tests with sensr Christine Borgen Linander DTU Compute Section for Statistics Technical University of Denmark chjo@dtu.dk huge thank to a former colleague of mine Rune H B Christensen.

More information

A FIRST COURSE IN PARAMETRIC INFERENCE BY B. K. KALE DOWNLOAD EBOOK : A FIRST COURSE IN PARAMETRIC INFERENCE BY B. K. KALE PDF

A FIRST COURSE IN PARAMETRIC INFERENCE BY B. K. KALE DOWNLOAD EBOOK : A FIRST COURSE IN PARAMETRIC INFERENCE BY B. K. KALE PDF A FIRST COURSE IN PARAMETRIC INFERENCE BY B. K. KALE DOWNLOAD EBOOK : A FIRST COURSE IN PARAMETRIC INFERENCE BY B. K. Click link bellow and free register to download ebook: A FIRST COURSE IN PARAMETRIC

More information

Agnostic KWIK learning and efficient approximate reinforcement learning

Agnostic KWIK learning and efficient approximate reinforcement learning Agnostic KWIK learning and efficient approximate reinforcement learning István Szita Csaba Szepesvári Department of Computing Science University of Alberta Annual Conference on Learning Theory, 2011 Szityu

More information

Overview of the ATLAS Fast Tracker (FTK) (daughter of the very successful CDF SVT) July 24, 2008 M. Shochet 1

Overview of the ATLAS Fast Tracker (FTK) (daughter of the very successful CDF SVT) July 24, 2008 M. Shochet 1 Overview of the ATLAS Fast Tracker (FTK) (daughter of the very successful CDF SVT) July 24, 2008 M. Shochet 1 What is it for? At the LHC design accelerator intensity: New phenomena: 0.05 Hz Total interaction

More information

READING COMPREHENSION BY USING CLOZE TEST AND C-TEST AT SIXTH SEMESTER STKIP PGRI BANJARMASIN: COMPARATIVE STUDY THESIS

READING COMPREHENSION BY USING CLOZE TEST AND C-TEST AT SIXTH SEMESTER STKIP PGRI BANJARMASIN: COMPARATIVE STUDY THESIS READING COMPREHENSION BY USING CLOZE TEST AND C-TEST AT SIXTH SEMESTER STKIP PGRI BANJARMASIN: COMPARATIVE STUDY THESIS BY AHMAD WAHYUDI 1201240788 ANTASARI STATE INSTITUTE FOR ISLAMIC STUDIES 2016 A.D/1438

More information

A Recursive Semantics for Defeasible Reasoning

A Recursive Semantics for Defeasible Reasoning A Recursive Semantics for Defeasible Reasoning John L. Pollock Department of Philosophy University of Arizona Tucson, Arizona 85721 pollock@arizona.edu http://www.u.arizona.edu/~pollock Abstract One of

More information

Biblical School of World Evangelism. Milford, Ohio. SYLLABUS (module) for. Spring 2014 CE 303 (Catalog Number) Multiple 2

Biblical School of World Evangelism. Milford, Ohio. SYLLABUS (module) for. Spring 2014 CE 303 (Catalog Number) Multiple 2 Biblical School of World Evangelism of Milford, Ohio SYLLABUS (module) for Church Administration (Course) Christian Education (Discipline) Spring 2014 CE 303 (Date) (Catalog Number) Multiple 2 (Instructors

More information

A Recursive Semantics for Defeasible Reasoning

A Recursive Semantics for Defeasible Reasoning A Recursive Semantics for Defeasible Reasoning John L. Pollock 1 Reasoning in the Face of Pervasive Ignorance One of the most striking characteristics of human beings is their ability to function successfully

More information

Gospel Presentation. Study Guide. to use with the EvangeCube

Gospel Presentation. Study Guide. to use with the EvangeCube Gospel Presentation & Study Guide to use with the EvangeCube by Alan Pasho Contents Gospel Presentation 3 Gospel presentation outline 6 Gospel Presentation Study Guide 7 Prayer of Salvation Cards 12 Gospel

More information

The Role of Nurul-Nasihah Mosque s People Development in Bangruk District, Bangkok Metropolitan

The Role of Nurul-Nasihah Mosque s People Development in Bangruk District, Bangkok Metropolitan The Role of Nurul-Nasihah Mosque s People Development in Bangruk District, Bangkok Metropolitan Anucha Amen (MPA), Dr. Patthanathorn Tantivechayanon Ph.D. and Dr. Prasert Suksaskawin. Ph.D Abstract This

More information

Bible Study, Wednesday A.M. Bill Hendricks

Bible Study, Wednesday A.M. Bill Hendricks Bible Study, Wednesday A.M. Bill Hendricks Intro: A. Be pure in the way God grants purity. B. Be good in what God considers good. C. 2 Peter chapter one is a call to certainty and sanity. D. Let s talk

More information

- () / * // : // :. ""...... : Hasty8359@yahoo.com Taibi_m@yahoo.fr.... ٨١ () /.. : - -. " : " ". " ( ) ". ". " (: ) " ".(- : :)" "".(: ) : " )".(:. " ". ٨٢ () /... "" "( ) ". ".( : )"..( : :.( :) " )"

More information

ASSESSMENT OF CUSTOMER SATISFACTION OF SAMSUNG

ASSESSMENT OF CUSTOMER SATISFACTION OF SAMSUNG ASSESSMENT OF CUSTOMER SATISFACTION OF SAMSUNG THESIS Submitted as Partial Fulfillment of the Requirement for Getting Master of Management Graduate Program Magister of Management MOHAMED IBRAHIM MOHAMED

More information

Self and Sovereignty

Self and Sovereignty Self and Sovereignty Individual and Community in South Asian Islam Since 1850 AYESHA JALAL London and New York Contents Lists of Maps Preface List of Abbreviations ix xi xxi 1. The Muslim Self and the

More information

Artificial Intelligence Prof. Deepak Khemani Department of Computer Science and Engineering Indian Institute of Technology, Madras

Artificial Intelligence Prof. Deepak Khemani Department of Computer Science and Engineering Indian Institute of Technology, Madras (Refer Slide Time: 00:14) Artificial Intelligence Prof. Deepak Khemani Department of Computer Science and Engineering Indian Institute of Technology, Madras Lecture - 35 Goal Stack Planning Sussman's Anomaly

More information

McDougal Littell High School Math Program. correlated to. Oregon Mathematics Grade-Level Standards

McDougal Littell High School Math Program. correlated to. Oregon Mathematics Grade-Level Standards Math Program correlated to Grade-Level ( in regular (non-capitalized) font are eligible for inclusion on Oregon Statewide Assessment) CCG: NUMBERS - Understand numbers, ways of representing numbers, relationships

More information

Inner peace and poverty 1. Abstract. Skevington s (2009) studied on dimensions of quality of life in poverty suggested that nothing

Inner peace and poverty 1. Abstract. Skevington s (2009) studied on dimensions of quality of life in poverty suggested that nothing Inner peace and poverty 1 Pimpimon Kaewmanee 2 and Nuttamon Teerakul 3 Abstract Skevington s (2009) studied on dimensions of quality of life in poverty suggested that nothing is peaceful in poverty. However,

More information

Inner Peace and Poverty h

Inner Peace and Poverty h 11. Inner Peace and Poverty h Pimpimon Kaewmanee * & Nuttamon Teerakul + Abstract Skevington s (2009) study of dimensions of quality of life in poverty suggests that nothing is peaceful in poverty. However,

More information

THE CONSEQUENCES OF ZAKAT FOR CAPITAL ACCUMULATION

THE CONSEQUENCES OF ZAKAT FOR CAPITAL ACCUMULATION THE CONSEQUENCES OF ZAKAT FOR CAPITAL ACCUMULATION D.H. NORULAZIDAH P.H. OMAR ALI Universiti Brunei Darussalam GARETH D. MYLES University of Exeter and Institute for Fiscal Studies Abstract The payment

More information

Clarence Sexton. Study Guide. FaithfortheFamily.com

Clarence Sexton. Study Guide. FaithfortheFamily.com Clarence Sexton Study Guide FaithfortheFamily.com Contents Introduction I... 5 II That I Sin Not With My Tongue... 9 III God Thinks of Me...13 IV Integrity... 17 V Thirsting for God... 21 VI The God of

More information

Simulative Portfolio Optimization under Distributions of Hyperbolic Type - Methods and Empirical Investigation

Simulative Portfolio Optimization under Distributions of Hyperbolic Type - Methods and Empirical Investigation Simulative Portfolio Optimization under Distributions of Hyperbolic Type - Methods and Empirical Investigation Inaugural-Dissertation zur Erlangung des akademischen Grades eines Doktors der Wirtschafts-

More information

SUNDAY SCHOOL LESSON The Captivity

SUNDAY SCHOOL LESSON The Captivity SUNDAY SCHOOL LESSON The Captivity NEHEMIAH REBUILDS THE WALL Elementary Lesson Year Two, Quarter Two, Lesson 13 AIM: to use the story of Nehemiah to teach my class what to do when they hear bad news OBJECTS

More information

The role of women in Medieval Islamic Music Art based on pottery designs

The role of women in Medieval Islamic Music Art based on pottery designs Woman in Culture And Art, Vol. 6, No. 4, Winter 2015 1 The role of women in Medieval Islamic Music Art based on pottery designs Mohamad Ebrahim Zarei 1, Khadijeh Sharif Kazemi 2 * Music in Iran has a long

More information

CHAPTER FIVE SAMPLING DISTRIBUTIONS, STATISTICAL INFERENCE, AND NULL HYPOTHESIS TESTING

CHAPTER FIVE SAMPLING DISTRIBUTIONS, STATISTICAL INFERENCE, AND NULL HYPOTHESIS TESTING CHAPTER FIVE SAMPLING DISTRIBUTIONS, STATISTICAL INFERENCE, AND NULL HYPOTHESIS TESTING OBJECTIVES To lay the groundwork for the procedures discussed in this book by examining the general theory of data

More information

Visual Analytics Based Authorship Discrimination Using Gaussian Mixture Models and Self Organising Maps: Application on Quran and Hadith

Visual Analytics Based Authorship Discrimination Using Gaussian Mixture Models and Self Organising Maps: Application on Quran and Hadith Visual Analytics Based Authorship Discrimination Using Gaussian Mixture Models and Self Organising Maps: Application on Quran and Hadith Halim Sayoud (&) USTHB University, Algiers, Algeria halim.sayoud@uni.de,

More information

On Truth At Jeffrey C. King Rutgers University

On Truth At Jeffrey C. King Rutgers University On Truth At Jeffrey C. King Rutgers University I. Introduction A. At least some propositions exist contingently (Fine 1977, 1985) B. Given this, motivations for a notion of truth on which propositions

More information

PHL 170: The Idea of God Credits: 4 Instructor: David Scott Arnold, Ph.D.

PHL 170: The Idea of God Credits: 4 Instructor: David Scott Arnold, Ph.D. PHL 170: The Idea of God Credits: 4 Instructor: David Scott Arnold, Ph.D. davidscottarnold@comcast.net I. Course Description This course offers a comparativist perspective on the idea of God, with the

More information

Deconstructing Data Science

Deconstructing Data Science econstructing ata Science avid Bamman, UC Berkeley Info 290 Lecture 11: Topic models Feb 29, 2016 Topic models Latent variables A latent variable is one that s unobserved, either because: e are predicting

More information

A Study on Market Potential for Mangalam Newspaper Private Limited, Kottayam

A Study on Market Potential for Mangalam Newspaper Private Limited, Kottayam International Journal of Scientific and Research Publications, Volume 2, Issue 10, October 2012 1 A Study on Market Potential for Mangalam Newspaper Private Limited, Kottayam Dr.J.Mahalakshmi Assistant

More information

STRATEGIC PLAN

STRATEGIC PLAN STRATEGIC PLAN 2018-20 Faith Community Hope Son valley fellowship 2100 Gordon Dr. Kelowna, BC Our vision to be a community where the love of Jesus heals hearts and changes lives Our Mission to invite and

More information

Experimental Design. Introduction

Experimental Design. Introduction Ecologists generally, and marine biologists in particular, do not spend sufficient time, at least according to the available literature, in introspection about the nature of the science that they do Underwood

More information

Module 02 Lecture - 10 Inferential Statistics Single Sample Tests

Module 02 Lecture - 10 Inferential Statistics Single Sample Tests Introduction to Data Analytics Prof. Nandan Sudarsanam and Prof. B. Ravindran Department of Management Studies and Department of Computer Science and Engineering Indian Institute of Technology, Madras

More information

CS485/685 Lecture 5: Jan 19, 2016

CS485/685 Lecture 5: Jan 19, 2016 CS485/685 Lecture 5: Jan 19, 2016 Statistical Learning [RN]: Sec 20.1, 20.2, [M]: Sec. 2.2, 3.2 CS485/685 (c) 2016 P. Poupart 1 Statistical Learning View: we have uncertain knowledge of the world Idea:

More information

THE PROFIT EFFICIENCY: EVIDENCE FROM ISLAMIC BANKS IN INDONESIA

THE PROFIT EFFICIENCY: EVIDENCE FROM ISLAMIC BANKS IN INDONESIA THE PROFIT EFFICIENCY: EVIDENCE FROM ISLAMIC BANKS IN INDONESIA Muryani Arsal, Nik Intan Norhan bt Abdul Hamid Faculty of Management, ABSTRACT This study investigates the profit efficiency of Indonesia

More information

Listening Guide. Acts: Crucifixion, Resurrection & Proclamation. What Influenced Life s Daily Routines for Jesus. NT222 Lesson 02 of 04

Listening Guide. Acts: Crucifixion, Resurrection & Proclamation. What Influenced Life s Daily Routines for Jesus. NT222 Lesson 02 of 04 Acts: Crucifixion, Resurrection & Proclamation What Influenced Life s Daily Routines for Jesus NT222 Lesson 02 of 04 Listening Guide I. Introduction to Physical, Political, and Gentile Religious Settings

More information

FUZZY EXPERT SYSTEM IN DETERMINING HADITH 1 VALIDITY. 1. Introduction

FUZZY EXPERT SYSTEM IN DETERMINING HADITH 1 VALIDITY. 1. Introduction 1 FUZZY EXPERT SYSTEM IN DETERMINING HADITH 1 VALIDITY M.H.Zahedi, M.Kahani and B.Minaei Faculty of Engineering Mashad Ferdowsi University Mashad, Iran ha_za71@stu-mail.um.ac.ir, kahani@ferdowsi.um.ac.ir

More information

Sample Copy. Not for Distribution.

Sample Copy. Not for Distribution. The Happy Secret i EDUCREATION PUBLISHING Shubham Vihar, Mangla, Bilaspur, Chhattisgarh - 495001 Website: www.educreation.in Copyright, 2018, Jairaj All rights reserved. No part of this book may be reproduced,

More information

Welcome to Breeze Fairview Baptist s Church Management Software

Welcome to Breeze Fairview Baptist s Church Management Software WHAT WE USE BREEZE FOR: Welcome to Breeze Fairview Baptist s Church Management Software At the core of our church, and our church management software, is our PEOPLE! We have a record for each treasured

More information

Youth Ministry. Visiting Instructor Mark Davis. Covenant Theological Seminary The Seminary of the Presbyterian Church in America

Youth Ministry. Visiting Instructor Mark Davis. Covenant Theological Seminary The Seminary of the Presbyterian Church in America Covenant Seminary Access Youth Ministry Visiting Instructor Mark Davis Covenant Theological Seminary The Seminary of the Presbyterian Church in America Youth Ministry 1 2002, Mark Davis & Covenant Theological

More information

Activity Pack. Animal Farm b y G e o r g e O r w e l l

Activity Pack. Animal Farm b y G e o r g e O r w e l l Pack Prestwick House b y G e o r g e O r w e l l Copyright 2004 by Prestwick House, Inc., P.O. Box 658, Clayton, DE 19938. 1-800-932-4593. www.prestwickhouse.com Permission to use this unit for classroom

More information

THE EFFECT OF PULPITS IN THE RASTI VALUES WITHIN CHURCHES

THE EFFECT OF PULPITS IN THE RASTI VALUES WITHIN CHURCHES THE EFFECT OF PULPITS IN THE RASTI VALUES WITHIN CHURCHES Antonio P. Carvalho and Margarida M. Lencastre Acoustics Laboratory, Department of Civil Engineering, College of Engineering, University of Porto,

More information

APPENDIX C ADDITIONAL CALCULATIONS

APPENDIX C ADDITIONAL CALCULATIONS July 25, 2014 300-ft Guyed Tower Structural Modification Analysis Cumorah Hill TEP Project Number 50108.12262 Page 11 APPENDIX C ADDITIONAL CALCULATIONS tnxtower Report - version 6.1.3.1 Project Name:

More information

2. Refutations can be stronger or weaker.

2. Refutations can be stronger or weaker. Lecture 8: Refutation Philosophy 130 October 25 & 27, 2016 O Rourke I. Administrative A. Schedule see syllabus as well! B. Questions? II. Refutation A. Arguments are typically used to establish conclusions.

More information

Christian Training Center of Branch of the Lord

Christian Training Center of Branch of the Lord Christian Training Center of Branch of the Lord Presents a vast study of the Bible and Christianity through the course materials provided in partnership with: HARVESTIME INTERNATIONAL INSTITUTE This course

More information

PROBABILITY DISTRIBUTIONSOF THE VERSES, WORDS, AND LETTERS OF THE HOLY QURAN

PROBABILITY DISTRIBUTIONSOF THE VERSES, WORDS, AND LETTERS OF THE HOLY QURAN International Journal of Mathematics and Computer Applications Research (IJMCAR) ISSN 2249-6955 Vol.2, Issue 3 Sep 2012 27-34 TJPRC Pvt. Ltd., PROBABILITY DISTRIBUTIONSOF THE VERSES, WORDS, AND LETTERS

More information

Buddha Images in Mudras Representing Days of a Week: Tactile Texture Design for the Blind

Buddha Images in Mudras Representing Days of a Week: Tactile Texture Design for the Blind Buddha Images in Mudras Representing Days of a Week: Tactile Texture Design for the Blind Chantana Insra Abstract The research Buddha Images in Mudras Representing Days of a Week: Tactile Texture Design

More information

Values, Trends, and the Arab Spring

Values, Trends, and the Arab Spring Values, Trends, and the Arab Spring Mansoor Moaddel (PI) Arland Thornton (Co-PI) Stuart Karabenick Linda Young-DeMarco Julie de Jong We thank the Office of Naval Research, the National Science Foundation,

More information

Oratory Impact of Omission Phenomenon in Quran's Translation Differences

Oratory Impact of Omission Phenomenon in Quran's Translation Differences Arabic Language & Literature, 14(2), Summer 2018 1 Oratory Impact of Omission Phenomenon in Quran's Translation Differences Ahmad Omidali 1*, Asghar Shahbazi 2 1. Assistant Professor, Department of Arabic,

More information

electronic reprint Tetraaquabis(thiourea-κS)cadmium(II) triaquatris(thiourea-κs)cadmium(ii) disulfate

electronic reprint Tetraaquabis(thiourea-κS)cadmium(II) triaquatris(thiourea-κs)cadmium(ii) disulfate ISSN 1600-5368 Inorgani c compounds Metal-orga nic compounds Organic compounds Acta Crystallographica Section E Structure Reports Online ISSN 1600-5368 Editors: W.T. A. Harrison, H. Stoeckli-Evans, E.

More information

About QF101 Overview Careers for Quants Pre-U Math Takeaways. Introduction. Christopher Ting.

About QF101 Overview Careers for Quants Pre-U Math Takeaways. Introduction. Christopher Ting. Introduction Christopher Ting http://www.mysmu.edu/faculty/christophert/ Christopher Ting : christopherting@smu.edu.sg : 6828 0364 : LKCSB 5036 August 22, 2017 Christopher Ting QF 101 August 22, 2017 1/34

More information

=EQUALS= Center for. A Club of Investigation and Discovery. Published by: autosocratic PRESS Copyright 2011 Michael Lee Round

=EQUALS= Center for. A Club of Investigation and Discovery. Published by: autosocratic PRESS   Copyright 2011 Michael Lee Round 1 2 =EQUALS= A Club of Investigation and Discovery Published by: autosocratic PRESS www.rationalsys.com Copyright 2011 Michael Lee Round All rights reserved. No part of this book may be reproduced or utilized

More information

Toolkit 5 Mission Area Role Descriptions

Toolkit 5 Mission Area Role Descriptions Toolkit 5 Mission Area Role Descriptions Toolkit 5 Mission Area Role Descriptions Contents: Mission Area Warden Church Warden MA Administrator MA Secretary MA Electoral Roll Co-ordinator MA Safeguarding

More information

Pick A Best Transfer Service For An Easy Transfer

Pick A Best Transfer Service For An Easy Transfer Pick A Best Transfer Service For An Easy Transfer Without any doubt that planning a trip to another country or state is a very difficult task and making all the arrangements is the next difficult level.

More information

SUNDAY CELEBRATIONS IN THE ABSENCE OF A PRIEST GUIDELINES

SUNDAY CELEBRATIONS IN THE ABSENCE OF A PRIEST GUIDELINES SUNDAY CELEBRATIONS IN THE ABSENCE OF A PRIEST GUIDELINES I. Sunday, The Preeminent Day for the Eucharist II. Sunday Celebrations in the Absence of a Priest III. Occasions for Sunday Celebrations in the

More information

Introduction to Quantitative Finance

Introduction to Quantitative Finance Introduction to Quantitative Finance Christopher Ting Christopher Ting http://www.mysmu.edu/faculty/christophert/ : christopherting@smu.edu.sg : 6828 0364 : LKCSB 5036 August 19, 2016 Christopher Ting

More information

North Dakota Statewide Housing Needs Assessment: Supplement - Priority Needs

North Dakota Statewide Housing Needs Assessment: Supplement - Priority Needs North Dakota Statewide Housing Needs Assessment: Issued: December 2004 Prepared for: North Dakota Housing Finance Agency, Bismarck, ND North Dakota Department of Commerce Division of Community Services,

More information

Building typologies for empirical and analytical risk assessment: Case Study Antakya

Building typologies for empirical and analytical risk assessment: Case Study Antakya Building typologies for empirical and analytical risk assessment: Case Study Antakya Jochen Schwarz Bauhaus-Universität Weimar, Earthquake Damage Analysis Center Closing Workshop September 30 October 2,

More information

By the Numbers Movie How We Measured the Stats

By the Numbers Movie How We Measured the Stats By the Numbers Movie How We Measured the Stats Summary Our goal in the short film By the Numbers is to provide a factual picture according to available data as to how radicalized the Muslim world is. Our

More information

LESSON PLAN FOR EVEN SEM SESSION

LESSON PLAN FOR EVEN SEM SESSION LESSON PLAN FOR EVEN SEM SESSION 201718 NAME OF ASSOCIATE PROFESSOR CLASS/SECTION SUBJECT : DR. MITA MALIK : M.A. I SEM II : English Literature in English (16601798) (Part II) Course VII UNIT/PART I Robinson

More information

NPTEL NPTEL ONLINE COURSES REINFORCEMENT LEARNING. UCB1 Explanation (UCB1)

NPTEL NPTEL ONLINE COURSES REINFORCEMENT LEARNING. UCB1 Explanation (UCB1) NPTEL NPTEL ONLINE COURSES REINFORCEMENT LEARNING UCB1 Explanation (UCB1) Prof. Balaraman Ravindran Department of Computer Science and Engineering Indian Institute of Technology Madras So we are looking

More information

Geberit Drainage System

Geberit Drainage System Geberit Drainage System HDPE Pluvia Sovent Silent Dieter Lienhard Sales Engineer Geberit HDPE Drainage System Systems with Geberit HDPE Drainage Pluvia Sovent Silent HDPE,Pluvia,Silent,Sovent, Dieter Lienhard,

More information

Windstorm Simulation & Modeling Project

Windstorm Simulation & Modeling Project Windstorm Simulation & Modeling Project Broward County Digital Elevation Models Interim Report Prepared for: The Broward County Commission Emergency Management Division 201 N. W. 84 Avenue Plantation,

More information

S1 Supporting Information for: Material security, life history, and moralistic religions: A cross-cultural examination. Contents

S1 Supporting Information for: Material security, life history, and moralistic religions: A cross-cultural examination. Contents S1 Supporting Information for: Material security, life history, and moralistic religions: A cross-cultural examination Benjamin Grant Purzycki 1 *, Cody T. Ross 1, Coren Apicella 2, Quentin D. Atkinson

More information

THE RELATIONSHIP BETWEEN THREE RELIGIOUS COPING STYLES AND SUICIDAL IDEATION AND POSITIVE IDEATION IN YOUNG ADULTS

THE RELATIONSHIP BETWEEN THREE RELIGIOUS COPING STYLES AND SUICIDAL IDEATION AND POSITIVE IDEATION IN YOUNG ADULTS THE RELATIONSHIP BETWEEN THREE RELIGIOUS COPING STYLES AND SUICIDAL IDEATION AND POSITIVE IDEATION IN YOUNG ADULTS Danielle Ann Elise Smith A research report submitted to the Faculty of Humanities, University

More information

Vahid Ahmadi a *, Iran Davoudi b, Maryam Mardani b, Maryam Ghazaei b, Bahman ZareZadegan b

Vahid Ahmadi a *, Iran Davoudi b, Maryam Mardani b, Maryam Ghazaei b, Bahman ZareZadegan b Available online at www.sciencedirect.com Procedia - Social and Behavioral Scien ce s 84 ( 2013 ) 674 678 3rd World Conference on Psychology, Counselling and Guidance (WCPCG-2012) The Relationships among

More information

Houston Graduate School of Theology I. Course Description II. Student Learning Outcomes III. Textbook Required Textbook

Houston Graduate School of Theology I. Course Description II. Student Learning Outcomes III. Textbook Required Textbook Houston Graduate School of Theology PR 501 Principles of Preaching Fall 2017, Thursdays, 6:45 9:15 p.m. Raumone V. Burton, DMin, Adjunct Professor of Preaching rburton@hgst.edu Houston Graduate School

More information

Course Syllabus. II. Required Reading

Course Syllabus. II. Required Reading ! Course Syllabus Course: Homiletics: Building Effective Sermons and Lessons Instructor: Rev. Patrick Dotson M.A. Counseling, Northern Arizona University M.Div., Urshan Graduate School of Theology Cell:

More information

ECE 5424: Introduction to Machine Learning

ECE 5424: Introduction to Machine Learning ECE 5424: Introduction to Machine Learning Topics: (Finish) Model selection Error decomposition Bias-Variance Tradeoff Classification: Naïve Bayes Readings: Barber 17.1, 17.2, 10.1-10.3 Stefan Lee Virginia

More information

CURRICULUM VITAE EDUCATION POSITION OTHER POSITIONS TEACHING. Name: Hossein Mahmoudian

CURRICULUM VITAE EDUCATION POSITION OTHER POSITIONS TEACHING. Name: Hossein Mahmoudian CURRICULUM VITAE Name: Hossein Mahmoudian EDUCATION B.A. in Social Sciences (University of Tehran, Iran, 1987). M.A. in Sociology (Tarbiat Modarres University, Iran, 1991). Graduate Diploma in Demography

More information

WHAT DOES IT MEAN TO BE A CHURCH MEMBER? What Does It Mean To Be Part Of A Church?, Part 3

WHAT DOES IT MEAN TO BE A CHURCH MEMBER? What Does It Mean To Be Part Of A Church?, Part 3 WHAT DOES IT MEAN TO BE A CHURCH MEMBER? What Does It Mean To Be Part Of A Church?, Part 3 Acts 2:41-44 (NLT) 41 Those who believed what Peter said were baptized and added to the church that day about

More information

Passenger Management by Prioritization

Passenger Management by Prioritization AUN2014 : Airports in Urban Networks 15-16 Apr 2014 CNIT - Paris la Défense (France) Passenger Management by Prioritization Grunewald, Erik*, DLR German Aerospace Center, Germany Popa, Andrei, DLR German

More information

THE LIFE AND LETTERS OF PAUL, BI-221-M Bible and Theology [3 credits] Fall 2017, Christian Life College-Madison

THE LIFE AND LETTERS OF PAUL, BI-221-M Bible and Theology [3 credits] Fall 2017, Christian Life College-Madison THE LIFE AND LETTERS OF PAUL, BI-221-M Bible and Theology [3 credits] Fall 2017, Christian Life College-Madison I. INSTRUCTORS Although this course will utilize many capable and qualified instructors,

More information