Curtis D. Johnson. University of Houston. Heidar A. Malki
|
|
- Eustacia Walters
- 6 years ago
- Views:
Transcription
1 CONTROL SYSTEMS TECHNOLOGY Curtis D. Johnson University of Houston Heidar A. Malki University of Houston
2 Library of Congress Cataloging-in-Publication Data Johnson, Curtis D. Control systems technology / Curtis Johnson & Heidar Malki. p.cm. Includes index. ISBN Process control. I. Malld, Heidar. II. Title. TSI56.8.J dc "2348. Editor in Chief: Stephen Helba Assistant Vice President and Publisher: Charles Stewart Assistant Editor: Delia K. Uherec Production Editor: Tricia L. Rawnsley Design Coordinator: Robin G. Chukes Production Coordination: Carlisle Publishers SeIVices Cover art!photo: Visual Edge Imaging Studios Cover Designer: Linda Fares Production Manager: Matthew Ottenweller This book was set by Carlisle Communications, Ltd. It was printed and bound by R. R. Donnelley & Sons Company. The cover was printed by Phoenix Color Corp. Pearson Education Ltd., London Pearson Education Australia Pty. Limited, Sydney Pearson Education Singapore Pte. Ltd. Pearson Education North Asia Ltd., Hong Kong Pearson Education Canada, Ltd., Toronto Pearson Educaci6n de Mexico, S.A de C.V. Pearson Education-Japan, Tokyo Pearson Education Malaysia Pte. Ltd. Pearson Education, Upper Saddle River, New Jersey Copyright 2002 by Pearson Education, Inc., Upper Saddle River, New Jersey All rights reserved. Printed in the United States of America. This publication is protected by Copyright and permission should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to: Rights and Permissions Department ISBN
3 This text was written to fill a very important educational niche in the broad spectrum of control systems knowledge. That niche lies between the hands-on electromechanical knowledge and skills needed by technicians and the highly abstract and theoretical knowledge required by scholars who research and develop new control strategies. This book focuses on the knowledge required by control systems practitioners to enable them to both understand and evaluate an existing control system and devise and design new control system applications. The text presents classical and digital control systems with an emphasis on careful explanations of the concepts. Many examples illustrate key topics and the operations required to solve problems. The text is an outgrowth of many years of teaching control systems to students in an engineering technology program. It is written for a two-semester course, nominally separated into analog and digital control. The difficulty with this approach is that much of digital control is a spinoff of analog concepts. Therefore, the analog material by itself is more extensive than the digital. In practice, we have found that some of the material on analog control must be delayed to the second course. Although patterned after the course sequence expected for a particular educational program, this text can be adapted to other approaches. For example, Chapter 2 (Measurement) can be omitted by those who prefer to cover sensors and measurement in other courses. Likewise, if Laplace transforms are covered in an independent course, that section in Chapter 3 can be omitted or assigned as review. It would be important to include, however, the last section of Chapter 3, Analog Simulation. The text emphasizes an understanding of control system concepts, but also requires the use of computers to implement practical solutions to problems. There are a number of control and mathematical software packages which are of great value in the study of control systems. Throughout the text, the use of these packages to facilitate solving problems is emphasized, and Mathcad or MATLAB is used to illustrate computer-based mathematical procedures. An attempt has been made to emphasize the use of computers as a tool to implement the mathematical and graphical operations required to solve a problem. A Web page ( will be set up for this text as a means for communication between users and authors, and also for sharing ideas and techniques related to teaching control systems. A solutions manual (ISBN: ) is available. It contains examples of physical and simulation experiments that can be conducted to enhance learning. Dr. Malki would like to thank his parents, his wife Layla, and his son Armeen for their support and patience during the long task of writing this book. Dr. Johnson would like to thank his wife Helene and his mother-in-law Lois for their continuing kindness while he undertook this task.
4 1 INTRODUCTION TO CONTROL SYSTEMS Purpose Introduction Control System Strategy Examples of Control Systems Analytical Issues Analytical Descriptions Block Diagram Transfer Functions Computer Applications Software Analog and Digital Control System Design Objectives 17 Summary 19 Problems Dynamic Response Instability 17 2 MEASUREMENT Purpose Measurement Principles Sensor Signal Conditioning Sensors 38 Summary 47 Problems Temperature Displacement Motion 45 vii
5 viii I CONTENTS 3 LAPLACE TRANSFORMS Purpose Introduction Definition of the Laplace Transform Computer Applications Properties of Laplace Transforms Inverse Laplace Transform Partial-fraction Expansion Convolution Analog Simulation 77 Summary 87 Problems The Operational Amplifier Simulation of Physical Systems Simulation of Control Systems 85 4 CONTROL SYSTEM MODELS B 4.1 Purpose Transfer Functions Block Transfer Functions Transfer Function Properties Graphing Block Diagrams Canonical Form Block Diagram Reduction Multiple Inputs Mason's Gain Formula Controller/Compensator Transfer Functiom 128 Summary 132 Problems Proportional, Integral, and Derivative Contro~ Lead and Lag Compensation STATIC AND DYNAMIC RESPONSE 13! 5.1 Purpose Static Response Steady-State Error Disturbance Error 148
6 CONTENTS I ix 5.3 Dynamic Response of First- and Second-Order Plants First-Order Plant Second-Order Plant Characteristics of Dynamic Response Steady-State Error Versus Stability 165 Summary 167 Problems STABILITY Purpose Definitions of Stability Formal Definition of Stability Routh-Hurwitz Stability Criterion 178 Summary 184 Problems Special Cases FREQUENCY RESPONSE ANALYSIS Purpose Basic Principles Frequency Response Analysis Exact Analysis Bode Plot Control System Bode Plots Manual Construction Computer Construction Bode Plot Applications 210 Summary 216 Problems Gain and Phase Margins Transportation Delay ROOT LOCUS Purpose Introduction to Root Locus Closed-Loop Poles Root Locus Graph 224
7 x I CONTENTS 8.3 Root Locus Construction Manual Construction Computer Construction Root Locus Applications Gain and Phase Margin Transient Response 242 Summary 249 Problems STATE-SPACE ANALYSIS Purpose State-Space Definition Solving State-Space Equations Laplace Transform Solutions Series Expansion Solution Computer Simulation Solution Simulation Diagrams and State-Space Equations Simulation Diagram Definition Generalized Rules of Simulation Diagram Construction Transfer Function in State Space Controllability and Observability 277 Summary 281 Problems Controllability Observability INTRODUCTION TO DIGITAL CONTROL SYSTEMS Purpose Definition of a Digital Control System Digital Control System Hardware Digital Control System Software Simulations Using Computers The Difference Equation 294 Summary 302 Problems Finding the Difference Equation Solution of the Difference Equation 298
8 CONTENTS I xi 11 z-transform AND THE DIFFERENCE EQUATION Purpose Definition of the z-transform Properties of z-transforms Linearity Advance Theorem (Shift Left) Delay Theorem (Shift Right) Final Value Theorem Initial Value Theorem Inverse z-transform Partial-Fraction Expansion for Real Poles Partial-Fraction Expansion for Complex Poles Partial-Fraction Expansion for Repeated Poles Direct Method: Long Division Inverse z- Transforms by Software Difference Equation Solution 330 Summary 334 Problems DISCRETE CONTROL SYSTEMS Purpose Discrete Transfer Function Open-Loop Transfer Functions Closed-Loop Transfer Functions Static and Dynamic Response 355 Summary 365 Problems Static Response Dynamic Response STABILITY OF DISCRETE CONTROL SYSTEMS Purpose Conditions for Stability Stability Tests Routh-Hurwitz Test with the Bilinear Transformation Jury's Stability Test 376
9 xii I CONTENTS 13.4 Discrete System Root Locus Root Locus Construction Rules 381 Summary 387 Problems DISCRETE STATE SPACE Purpose State-Space Equations in the Discrete Domain Discrete State Equations Solution by Recursion Solution by z- Transforms Discrete State-Space Transfer Function Generation of State-Vector Equations Observability and Controllability Discrete Simulation Diagrams 406 Summary 410 Problems 410 APPENDIX A: COMPLEX NUMBERS 413 APPENDIX B: MATRICES 417 GLOSSARY 423 SOLUTIONS TO SELECTED ODD PROBLEMS 427 INDEX 459
10 CONTROL SYSTEMS TECHNOLOGY
Control Tutorials for MATLAB and Simulink
Control Tutorials for MATLAB and Simulink Last updated: 07/24/2014 Author Information Prof. Bill Messner Carnegie Mellon University Prof. Dawn Tilbury University of Michigan Asst. Prof. Rick Hill, PhD
More informationA R "! I,,, !~ii ii! A ow ' r.-ii ' i ' JA' V5, 9. MiN, ;
A R "! I,,, r.-ii ' i '!~ii ii! A ow ' I % i o,... V. 4..... JA' i,.. Al V5, 9 MiN, ; Logic and Language Models for Computer Science Logic and Language Models for Computer Science HENRY HAMBURGER George
More informationENME 605 Advanced Control Systems, Fall 2015 Department of Mechanical Engineering
ENME 605 Advanced Control Systems, Fall 2015 Department of Mechanical Engineering Lecture Details Instructor Course Objectives Tuesday and Thursday, 4:00 pm to 5:15 pm Information Technology and Engineering
More informationLecture Notes on Mathematical Olympiad Courses
Lecture Notes on Mathematical Olympiad Courses For Junior Section Vol. 2 Mathematical Olympiad Series ISSN: 1793-8570 Series Editors: Lee Peng Yee (Nanyang Technological University, Singapore) Xiong Bin
More informationEye Level Education. Program Orientation
Eye Level Education Program Orientation Copyright 2010 Daekyo America, Inc. All Rights Reserved. Eye Level is the key to self-directed learning. We nurture: problem solvers critical thinkers life-long
More informationMultidisciplinary Engineering Systems 2 nd and 3rd Year College-Wide Courses
Multidisciplinary Engineering Systems 2 nd and 3rd Year College-Wide Courses Kevin Craig College of Engineering Marquette University Milwaukee, WI, USA Mark Nagurka College of Engineering Marquette University
More informationCHALLENGES FACING DEVELOPMENT OF STRATEGIC PLANS IN PUBLIC SECONDARY SCHOOLS IN MWINGI CENTRAL DISTRICT, KENYA
CHALLENGES FACING DEVELOPMENT OF STRATEGIC PLANS IN PUBLIC SECONDARY SCHOOLS IN MWINGI CENTRAL DISTRICT, KENYA By Koma Timothy Mutua Reg. No. GMB/M/0870/08/11 A Research Project Submitted In Partial Fulfilment
More informationAGS THE GREAT REVIEW GAME FOR PRE-ALGEBRA (CD) CORRELATED TO CALIFORNIA CONTENT STANDARDS
AGS THE GREAT REVIEW GAME FOR PRE-ALGEBRA (CD) CORRELATED TO CALIFORNIA CONTENT STANDARDS 1 CALIFORNIA CONTENT STANDARDS: Chapter 1 ALGEBRA AND WHOLE NUMBERS Algebra and Functions 1.4 Students use algebraic
More informationUniversity of Groningen. Systemen, planning, netwerken Bosman, Aart
University of Groningen Systemen, planning, netwerken Bosman, Aart IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from it. Please check the document
More informationSTA 225: Introductory Statistics (CT)
Marshall University College of Science Mathematics Department STA 225: Introductory Statistics (CT) Course catalog description A critical thinking course in applied statistical reasoning covering basic
More informationUsing Simulink, Matlab, and LEGO Mindstorms to teach a Project-Based Control Systems Design Course
Paper ID #11981 Using Simulink, Matlab, and LEGO Mindstorms to teach a Project-Based Control Systems Design Course Dr. Estelle M Eke, California State University, Sacramento Estelle Eke is a full professor
More informationUNIT ONE Tools of Algebra
UNIT ONE Tools of Algebra Subject: Algebra 1 Grade: 9 th 10 th Standards and Benchmarks: 1 a, b,e; 3 a, b; 4 a, b; Overview My Lessons are following the first unit from Prentice Hall Algebra 1 1. Students
More informationInstrumentation, Control & Automation Staffing. Maintenance Benchmarking Study
Electronic Document Instrumentation, Control & Automation Staffing Prepared by ITA Technical Committee, Maintenance Subcommittee, Task Force on IC&A Staffing John Petito, Chair Richard Haugh, Vice-Chair
More informationGrade 6: Correlated to AGS Basic Math Skills
Grade 6: Correlated to AGS Basic Math Skills Grade 6: Standard 1 Number Sense Students compare and order positive and negative integers, decimals, fractions, and mixed numbers. They find multiples and
More informationStrategies for Differentiating
Strategies for Differentiating in the Content Areas Beverly Strayer & Troy Strayer New York Toronto London Auckland Sydney Mexico City New Delhi Hong Kong Buenos Aires Dedication Critics and Critics row
More informationTHE PROMOTION OF SOCIAL AWARENESS
THE PROMOTION OF SOCIAL AWARENESS Powerful Lessons from the Partnership of Developmental Theory and Classroom Practice Robert L. Selman Russell Sage Foundation New York The Russell Sage Foundation The
More informationACTL5103 Stochastic Modelling For Actuaries. Course Outline Semester 2, 2014
UNSW Australia Business School School of Risk and Actuarial Studies ACTL5103 Stochastic Modelling For Actuaries Course Outline Semester 2, 2014 Part A: Course-Specific Information Please consult Part B
More informationMathematics. Mathematics
Mathematics Program Description Successful completion of this major will assure competence in mathematics through differential and integral calculus, providing an adequate background for employment in
More informationMathematics subject curriculum
Mathematics subject curriculum Dette er ei omsetjing av den fastsette læreplanteksten. Læreplanen er fastsett på Nynorsk Established as a Regulation by the Ministry of Education and Research on 24 June
More informationD Road Maps 6. A Guide to Learning System Dynamics. System Dynamics in Education Project
D-4506-5 1 Road Maps 6 A Guide to Learning System Dynamics System Dynamics in Education Project 2 A Guide to Learning System Dynamics D-4506-5 Road Maps 6 System Dynamics in Education Project System Dynamics
More informationConducting the Reference Interview:
Conducting the Reference Interview: A How-To-Do-It Manual for Librarians Second Edition Catherine Sheldrick Ross Kirsti Nilsen and Marie L. Radford HOW-TO-DO-IT MANUALS NUMBER 166 Neal-Schuman Publishers,
More informationEconomics 201 Principles of Microeconomics Fall 2010 MWF 10:00 10:50am 160 Bryan Building
Economics 201 Principles of Microeconomics Fall 2010 MWF 10:00 10:50am 160 Bryan Building Professor: Dr. Michelle Sheran Office: 445 Bryan Building Phone: 256-1192 E-mail: mesheran@uncg.edu Office Hours:
More informationSAM - Sensors, Actuators and Microcontrollers in Mobile Robots
Coordinating unit: Teaching unit: Academic year: Degree: ECTS credits: 2017 230 - ETSETB - Barcelona School of Telecommunications Engineering 710 - EEL - Department of Electronic Engineering BACHELOR'S
More informationGeorge Mason University Graduate School of Education Program: Special Education
George Mason University Graduate School of Education Program: Special Education 1 EDSE 590: Research Methods in Special Education Instructor: Margo A. Mastropieri, Ph.D. Assistant: Judy Ericksen Section
More informationEDEXCEL FUNCTIONAL SKILLS PILOT. Maths Level 2. Chapter 7. Working with probability
Working with probability 7 EDEXCEL FUNCTIONAL SKILLS PILOT Maths Level 2 Chapter 7 Working with probability SECTION K 1 Measuring probability 109 2 Experimental probability 111 3 Using tables to find the
More informationPractical Research. Planning and Design. Paul D. Leedy. Jeanne Ellis Ormrod. Upper Saddle River, New Jersey Columbus, Ohio
SUB Gfittingen 213 789 981 2001 B 865 Practical Research Planning and Design Paul D. Leedy The American University, Emeritus Jeanne Ellis Ormrod University of New Hampshire Upper Saddle River, New Jersey
More informationUsing Calculators for Students in Grades 9-12: Geometry. Re-published with permission from American Institutes for Research
Using Calculators for Students in Grades 9-12: Geometry Re-published with permission from American Institutes for Research Using Calculators for Students in Grades 9-12: Geometry By: Center for Implementing
More informationCommunication and Cybernetics 17
Communication and Cybernetics 17 Editors: K. S. Fu W. D. Keidel W. J. M. Levelt H. Wolter Communication and Cybernetics Editors: K.S.Fu, W.D.Keidel, W.1.M.Levelt, H.Wolter Vol. Vol. 2 Vol. 3 Vol. 4 Vol.
More informationFairfield Methodist School (Secondary) Topics for End of Year Examination Term
End of Year examination papers will cover all the topics taught in Sec 2 for each subject unless otherwise stated below. Oral Exam for Languages will be conducted by teachers outside of the EOY exam period.
More informationPearson Baccalaureate Higher Level Mathematics Worked Solutions
Pearson Baccalaureate Higher Level Free PDF ebook Download: Pearson Baccalaureate Higher Level Download or Read Online ebook pearson baccalaureate higher level mathematics worked solutions in PDF Format
More informationRobot manipulations and development of spatial imagery
Robot manipulations and development of spatial imagery Author: Igor M. Verner, Technion Israel Institute of Technology, Haifa, 32000, ISRAEL ttrigor@tx.technion.ac.il Abstract This paper considers spatial
More informationEGRHS Course Fair. Science & Math AP & IB Courses
EGRHS Course Fair Science & Math AP & IB Courses Science Courses: AP Physics IB Physics SL IB Physics HL AP Biology IB Biology HL AP Physics Course Description Course Description AP Physics C (Mechanics)
More informationCircuit Simulators: A Revolutionary E-Learning Platform
Circuit Simulators: A Revolutionary E-Learning Platform Mahi Itagi Padre Conceicao College of Engineering, Verna, Goa, India. itagimahi@gmail.com Akhil Deshpande Gogte Institute of Technology, Udyambag,
More informationPELLISSIPPI STATE TECHNICAL COMMUNITY COLLEGE MASTER SYLLABUS APPLIED MECHANICS MET 2025
PELLISSIPPI STATE TECHNICAL COMMUNITY COLLEGE MASTER SYLLABUS APPLIED MECHANICS MET 2025 Class Hours: 3.0 Credit Hours: 4.0 Laboratory Hours: 3.0 Revised: Fall 06 Catalog Course Description: A study of
More informationEducation for an Information Age
Education for an Information Age Teaching in the Computerized Classroom 7th Edition by Bernard John Poole, MSIS University of Pittsburgh at Johnstown Johnstown, PA, USA and Elizabeth Sky-McIlvain, MLS
More informationMath 098 Intermediate Algebra Spring 2018
Math 098 Intermediate Algebra Spring 2018 Dept. of Mathematics Instructor's Name: Office Location: Office Hours: Office Phone: E-mail: MyMathLab Course ID: Course Description This course expands on the
More informationME 4495 Computational Heat Transfer and Fluid Flow M,W 4:00 5:15 (Eng 177)
ME 4495 Computational Heat Transfer and Fluid Flow M,W 4:00 5:15 (Eng 177) Professor: Daniel N. Pope, Ph.D. E-mail: dpope@d.umn.edu Office: VKH 113 Phone: 726-6685 Office Hours:, Tues,, Fri 2:00-3:00 (or
More informationPrinciples of Public Speaking
Test Bank for German, Gronbeck, Ehninger, and Monroe Principles of Public Speaking Seventeenth Edition prepared by Cynthia Brown El Macomb Community College Allyn & Bacon Boston Columbus Indianapolis New
More informationENVR 205 Engineering Tools for Environmental Problem Solving Spring 2017
ENVR 205 Engineering Tools for Environmental Problem Solving Spring 2017 Instructor: Dr. Barbara rpin, Professor Environmental Science and Engineering Gillings School of Global Public Health University
More informationAnswers To Hawkes Learning Systems Intermediate Algebra
Answers To Hawkes Learning Free PDF ebook Download: Answers To Download or Read Online ebook answers to hawkes learning systems intermediate algebra in PDF Format From The Best User Guide Database Double
More informationKUTZTOWN UNIVERSITY KUTZTOWN, PENNSYLVANIA COE COURSE SYLLABUS TEMPLATE
KUTZTOWN UNIVERSITY KUTZTOWN, PENNSYLVANIA COE COURSE SYLLABUS TEMPLATE DEPARTMENT OF SECONDARY EDUCATION I. Course Description: Course Prefix, Number and Title Secondary Education SEU 520 Education Theory
More informationInternational Series in Operations Research & Management Science
International Series in Operations Research & Management Science Volume 240 Series Editor Camille C. Price Stephen F. Austin State University, TX, USA Associate Series Editor Joe Zhu Worcester Polytechnic
More informationNumeracy Medium term plan: Summer Term Level 2C/2B Year 2 Level 2A/3C
Numeracy Medium term plan: Summer Term Level 2C/2B Year 2 Level 2A/3C Using and applying mathematics objectives (Problem solving, Communicating and Reasoning) Select the maths to use in some classroom
More informationCOURSE SYNOPSIS COURSE OBJECTIVES. UNIVERSITI SAINS MALAYSIA School of Management
COURSE SYNOPSIS This course is designed to introduce students to the research methods that can be used in most business research and other research related to the social phenomenon. The areas that will
More informationMTH 215: Introduction to Linear Algebra
MTH 215: Introduction to Linear Algebra Fall 2017 University of Rhode Island, Department of Mathematics INSTRUCTOR: Jonathan A. Chávez Casillas E-MAIL: jchavezc@uri.edu LECTURE TIMES: Tuesday and Thursday,
More informationPROFESSIONAL TREATMENT OF TEACHERS AND STUDENT ACADEMIC ACHIEVEMENT. James B. Chapman. Dissertation submitted to the Faculty of the Virginia
PROFESSIONAL TREATMENT OF TEACHERS AND STUDENT ACADEMIC ACHIEVEMENT by James B. Chapman Dissertation submitted to the Faculty of the Virginia Polytechnic Institute and State University in partial fulfillment
More informationDynamic Pictures and Interactive. Björn Wittenmark, Helena Haglund, and Mikael Johansson. Department of Automatic Control
Submitted to Control Systems Magazine Dynamic Pictures and Interactive Learning Björn Wittenmark, Helena Haglund, and Mikael Johansson Department of Automatic Control Lund Institute of Technology, Box
More informationGuide to Teaching Computer Science
Guide to Teaching Computer Science Orit Hazzan Tami Lapidot Noa Ragonis Guide to Teaching Computer Science An Activity-Based Approach Dr. Orit Hazzan Associate Professor Technion - Israel Institute of
More informationPython Machine Learning
Python Machine Learning Unlock deeper insights into machine learning with this vital guide to cuttingedge predictive analytics Sebastian Raschka [ PUBLISHING 1 open source I community experience distilled
More informationA Model to Predict 24-Hour Urinary Creatinine Level Using Repeated Measurements
Virginia Commonwealth University VCU Scholars Compass Theses and Dissertations Graduate School 2006 A Model to Predict 24-Hour Urinary Creatinine Level Using Repeated Measurements Donna S. Kroos Virginia
More informationJulia Smith. Effective Classroom Approaches to.
Julia Smith @tessmaths Effective Classroom Approaches to GCSE Maths resits julia.smith@writtle.ac.uk Agenda The context of GCSE resit in a post-16 setting An overview of the new GCSE Key features of a
More informationAC : DESIGNING AN UNDERGRADUATE ROBOTICS ENGINEERING CURRICULUM: UNIFIED ROBOTICS I AND II
AC 2009-1161: DESIGNING AN UNDERGRADUATE ROBOTICS ENGINEERING CURRICULUM: UNIFIED ROBOTICS I AND II Michael Ciaraldi, Worcester Polytechnic Institute Eben Cobb, Worcester Polytechnic Institute Fred Looft,
More informationProbability and Statistics Curriculum Pacing Guide
Unit 1 Terms PS.SPMJ.3 PS.SPMJ.5 Plan and conduct a survey to answer a statistical question. Recognize how the plan addresses sampling technique, randomization, measurement of experimental error and methods
More informationIntroduction to the Practice of Statistics
Chapter 1: Looking at Data Distributions Introduction to the Practice of Statistics Sixth Edition David S. Moore George P. McCabe Bruce A. Craig Statistics is the science of collecting, organizing and
More informationAdvanced Grammar in Use
Advanced Grammar in Use A self-study reference and practice book for advanced learners of English Third Edition with answers and CD-ROM cambridge university press cambridge, new york, melbourne, madrid,
More informationAlgebra 2- Semester 2 Review
Name Block Date Algebra 2- Semester 2 Review Non-Calculator 5.4 1. Consider the function f x 1 x 2. a) Describe the transformation of the graph of y 1 x. b) Identify the asymptotes. c) What is the domain
More informationExcel Formulas & Functions
Microsoft Excel Formulas & Functions 4th Edition Microsoft Excel Formulas & Functions 4th Edition by Ken Bluttman Microsoft Excel Formulas & Functions For Dummies, 4th Edition Published by: John Wiley
More informationNCEO Technical Report 27
Home About Publications Special Topics Presentations State Policies Accommodations Bibliography Teleconferences Tools Related Sites Interpreting Trends in the Performance of Special Education Students
More informationInstructor: Matthew Wickes Kilgore Office: ES 310
MATH 1314 College Algebra Syllabus Instructor: Matthew Wickes Kilgore Office: ES 310 Longview Office: LN 205C Email: mwickes@kilgore.edu Phone: 903 988-7455 Prerequistes: Placement test score on TSI or
More informationMath 181, Calculus I
Math 181, Calculus I [Semester] [Class meeting days/times] [Location] INSTRUCTOR INFORMATION: Name: Office location: Office hours: Mailbox: Phone: Email: Required Material and Access: Textbook: Stewart,
More informationSOUTHERN MAINE COMMUNITY COLLEGE South Portland, Maine 04106
SOUTHERN MAINE COMMUNITY COLLEGE South Portland, Maine 04106 Title: Precalculus Catalog Number: MATH 190 Credit Hours: 3 Total Contact Hours: 45 Instructor: Gwendolyn Blake Email: gblake@smccme.edu Website:
More informationAnalysis of Enzyme Kinetic Data
Analysis of Enzyme Kinetic Data To Marilú Analysis of Enzyme Kinetic Data ATHEL CORNISH-BOWDEN Directeur de Recherche Émérite, Centre National de la Recherche Scientifique, Marseilles OXFORD UNIVERSITY
More informationPractical Integrated Learning for Machine Element Design
Practical Integrated Learning for Machine Element Design Manop Tantrabandit * Abstract----There are many possible methods to implement the practical-approach-based integrated learning, in which all participants,
More informationOffice Hours: Mon & Fri 10:00-12:00. Course Description
1 State University of New York at Buffalo INTRODUCTION TO STATISTICS PSC 408 4 credits (3 credits lecture, 1 credit lab) Fall 2016 M/W/F 1:00-1:50 O Brian 112 Lecture Dr. Michelle Benson mbenson2@buffalo.edu
More informationDiagnostic Test. Middle School Mathematics
Diagnostic Test Middle School Mathematics Copyright 2010 XAMonline, Inc. All rights reserved. No part of the material protected by this copyright notice may be reproduced or utilized in any form or by
More informationMeasuring physical factors in the environment
B2 3.1a Student practical sheet Measuring physical factors in the environment Do environmental conditions affect the distriution of plants? Aim To find out whether environmental conditions affect the distriution
More information21st CENTURY SKILLS IN 21-MINUTE LESSONS. Using Technology, Information, and Media
21st CENTURY SKILLS IN 21-MINUTE LESSONS Using Technology, Information, and Media T Copyright 2011 by Saddleback Educational Publishing. All rights reserved. No part of this book may be reproduced in any
More informationThe Value of Visualization
stanford / cs448b The Value of Visualization Jeffrey Heer assistant: Jason Chuang 7 January 2009 http://cs448b.stanford.edu Set A Set B Set C Set D X Y X Y X Y X Y 10 8.04 10 9.14 10 7.46 8 6.58 8 6.95
More informationRadius STEM Readiness TM
Curriculum Guide Radius STEM Readiness TM While today s teens are surrounded by technology, we face a stark and imminent shortage of graduates pursuing careers in Science, Technology, Engineering, and
More informationEnglish for Specific Purposes World ISSN Issue 34, Volume 12, 2012 TITLE:
TITLE: The English Language Needs of Computer Science Undergraduate Students at Putra University, Author: 1 Affiliation: Faculty Member Department of Languages College of Arts and Sciences International
More informationTHE UNIVERSITY OF SYDNEY Semester 2, Information Sheet for MATH2068/2988 Number Theory and Cryptography
THE UNIVERSITY OF SYDNEY Semester 2, 2017 Information Sheet for MATH2068/2988 Number Theory and Cryptography Websites: It is important that you check the following webpages regularly. Intermediate Mathematics
More informationCOURSE DESCRIPTION PREREQUISITE COURSE PURPOSE
EDF 515 Spring 2013 On-Line Course Theories of Learning and Motivation Instructor: Dr. Alan W. Garrett Office: ED 147 Telephone: 575-562-2890 E-mail: alan.garrett@enmu.edu Office Hours: Monday: 8:00-10:00
More informationGACE Computer Science Assessment Test at a Glance
GACE Computer Science Assessment Test at a Glance Updated May 2017 See the GACE Computer Science Assessment Study Companion for practice questions and preparation resources. Assessment Name Computer Science
More informationContent Teaching Methods: Social Studies. Dr. Melinda Butler
Content Teaching Methods: Social Studies ED 456 P60 2 Credits Dr. Melinda Butler (208) 292-1288 office (208) 666-6712 fax (208) 771-3703 cell Email: mkbutler@lcsc.edu or butlerm2@mac.com Course Description:
More informationGeorgetown University School of Continuing Studies Master of Professional Studies in Human Resources Management Course Syllabus Summer 2014
Georgetown University School of Continuing Studies Master of Professional Studies in Human Resources Management Course Syllabus Summer 2014 Course: Class Time: Location: Instructor: Office: Office Hours:
More informationONG KONG OUTLINING YOUR SUCCESS SIDLEY S INTERN AND TRAINEE SOLICITOR PROGRAM
ONG KONG OUTLINING YOUR SUCCESS SIDLEY S INTERN AND TRAINEE SOLICITOR PROGRAM THE SIDLEY WAY Innovative work. Exceptional training. Professional development. Sidley is one of the world s premier law firms,
More informationGCSE Mathematics B (Linear) Mark Scheme for November Component J567/04: Mathematics Paper 4 (Higher) General Certificate of Secondary Education
GCSE Mathematics B (Linear) Component J567/04: Mathematics Paper 4 (Higher) General Certificate of Secondary Education Mark Scheme for November 2014 Oxford Cambridge and RSA Examinations OCR (Oxford Cambridge
More informationUS and Cross-National Policies, Practices, and Preparation
US and Cross-National Policies, Practices, and Preparation Studies in Educational Leadership VOLUME 12 Series Editor Kenneth A. Leithwood, OISE, University of Toronto, Canada Editorial Board Christopher
More informationCARPENTRY GRADES 9-12 LEARNING RESOURCES
CARPENTRY GRADES 9-12 LEARNING RESOURCES A Reference for Selecting Learning Resources (March 2014) March 2014 Manitoba Education and Advanced Learning Manitoba Education and Advanced Learning Cataloguing
More informationIntegrating simulation into the engineering curriculum: a case study
Integrating simulation into the engineering curriculum: a case study Baidurja Ray and Rajesh Bhaskaran Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, New York, USA E-mail:
More informationFor information only, correct responses are listed in the chart below. Question Number. Correct Response
THE UNIVERSITY OF THE STATE OF NEW YORK 4GRADE 4 ELEMENTARY-LEVEL SCIENCE TEST JUNE 207 WRITTEN TEST FOR TEACHERS ONLY SCORING KEY AND RATING GUIDE Note: All schools (public, nonpublic, and charter) administering
More informationEECS 700: Computer Modeling, Simulation, and Visualization Fall 2014
EECS 700: Computer Modeling, Simulation, and Visualization Fall 2014 Course Description The goals of this course are to: (1) formulate a mathematical model describing a physical phenomenon; (2) to discretize
More informationLearning Disability Functional Capacity Evaluation. Dear Doctor,
Dear Doctor, I have been asked to formulate a vocational opinion regarding NAME s employability in light of his/her learning disability. To assist me with this evaluation I would appreciate if you can
More informationIntroducing the New Iowa Assessments Mathematics Levels 12 14
Introducing the New Iowa Assessments Mathematics Levels 12 14 ITP Assessment Tools Math Interim Assessments: Grades 3 8 Administered online Constructed Response Supplements Reading, Language Arts, Mathematics
More informationCal s Dinner Card Deals
Cal s Dinner Card Deals Overview: In this lesson students compare three linear functions in the context of Dinner Card Deals. Students are required to interpret a graph for each Dinner Card Deal to help
More informationPerspectives of Information Systems
Perspectives of Information Systems Springer-Science+ Business Media, LLC Vesa Savolainen Editor and Main Author Perspectives of Information Systems Springer Vesa Savolainen Department of Computer Science
More informationSyllabus ENGR 190 Introductory Calculus (QR)
Syllabus ENGR 190 Introductory Calculus (QR) Catalog Data: ENGR 190 Introductory Calculus (4 credit hours). Note: This course may not be used for credit toward the J.B. Speed School of Engineering B. S.
More informationTIMSS Highlights from the Primary Grades
TIMSS International Study Center June 1997 BOSTON COLLEGE TIMSS Highlights from the Primary Grades THIRD INTERNATIONAL MATHEMATICS AND SCIENCE STUDY Most Recent Publications International comparative results
More informationAvailability of Grants Largely Offset Tuition Increases for Low-Income Students, U.S. Report Says
Wednesday, October 2, 2002 http://chronicle.com/daily/2002/10/2002100206n.htm Availability of Grants Largely Offset Tuition Increases for Low-Income Students, U.S. Report Says As the average price of attending
More informationMarketing Management
INSTRUCTOR S MANUAL Michael Hockenstein Vanier College Marketing Management Canadian Thirteenth Edition Philip Kotler Northwestern University Kevin Lane Keller Dartmouth College Peggy H. Cunningham Dalhousie
More informationDaily Common Core Ela Warm Ups
Daily Ela Warm Ups Free PDF ebook Download: Daily Ela Warm Ups Download or Read Online ebook daily common core ela warm ups in PDF Format From The Best User Guide Database Daily Applying The State Standards.
More informationClass Meeting Time and Place: Section 3: MTWF10:00-10:50 TILT 221
Math 155. Calculus for Biological Scientists Fall 2017 Website https://csumath155.wordpress.com Please review the course website for details on the schedule, extra resources, alternate exam request forms,
More informationGEB 6930 Doing Business in Asia Hough Graduate School Warrington College of Business Administration University of Florida
GEB 6930 Doing Business in Asia Hough Graduate School Warrington College of Business Administration University of Florida GENERAL INFORMATION Instructor: Linda D. Clarke, B.S., B.A., M.B.A., Ph.D., J.D.
More informationApplication of Virtual Instruments (VIs) for an enhanced learning environment
Application of Virtual Instruments (VIs) for an enhanced learning environment Philip Smyth, Dermot Brabazon, Eilish McLoughlin Schools of Mechanical and Physical Sciences Dublin City University Ireland
More informationBASIC ENGLISH. Book GRAMMAR
BASIC ENGLISH Book 1 GRAMMAR Anne Seaton Y. H. Mew Book 1 Three Watson Irvine, CA 92618-2767 Web site: www.sdlback.com First published in the United States by Saddleback Educational Publishing, 3 Watson,
More informationGDP Falls as MBA Rises?
Applied Mathematics, 2013, 4, 1455-1459 http://dx.doi.org/10.4236/am.2013.410196 Published Online October 2013 (http://www.scirp.org/journal/am) GDP Falls as MBA Rises? T. N. Cummins EconomicGPS, Aurora,
More informationFountas-Pinnell Level P Informational Text
LESSON 7 TEACHER S GUIDE Now Showing in Your Living Room by Lisa Cocca Fountas-Pinnell Level P Informational Text Selection Summary This selection spans the history of television in the United States,
More informationCertified Six Sigma Professionals International Certification Courses in Six Sigma Green Belt
Certification Singapore Institute Certified Six Sigma Professionals Certification Courses in Six Sigma Green Belt ly Licensed Course for Process Improvement/ Assurance Managers and Engineers Leading the
More informationThe University of Texas at Tyler College of Business and Technology Department of Management and Marketing SPRING 2015
The University of Texas at Tyler College of Business and Technology Department of Management and Marketing SPRING 2015 COURSE NUMBER MANA 1300.001 COURSE TITLE Introduction to Business COURSE MEETINGS
More informationModule 12. Machine Learning. Version 2 CSE IIT, Kharagpur
Module 12 Machine Learning 12.1 Instructional Objective The students should understand the concept of learning systems Students should learn about different aspects of a learning system Students should
More information