Electric Utility Resource Planning

Size: px
Start display at page:

Download "Electric Utility Resource Planning"

Transcription

1 Electric Utility Resource Planning Economics, Reliability, and Decision-Making Steven Sim CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Group, an informa business

2 Contents Acknowledgments Author ix xi 1 Introduction 1 Why Write This Book?.-. 1 Who Is This Book Written For? 3 An Overview of the Book 4 Are We Keeping It Simple? 6 A Few Words Regarding Assumptions Used in the Book 7 A Couple of Disclaimers 8 2 How Does an Electric Utility Actually "Work"? 11 Two "Types" of Electric Utilities :.'. ; 11 Whose Perspective Will Be Taken? 13 What Aspects of an Electric Utility Will We Focus On? 13 Types of Generating Units a Utility May Have 14 How Does a Utility Decide Which Generating Units to Use? 16 Let's Create a Hypothetical Utility System 21 Now Let's Operate Our Hypothetical Utility System 26 Utility System Operation on the Summer Peak Day 26 Utility System Operation over the Course of a Year 30 So What Have We Learned and Where Do We Go Next? 34 3 Overview of Utility Resource Planning 37 One More Assumption Regarding Our Hypothetical Utility System 37 Three Questions Utility Resource Planning Must Always Answer 38 Reliability Analysis: When Does a Utility Need to Add New Resources and What Is the Magnitude of Those Needed Resources? 39 Reserve Margin Perspective (Simple to Calculate) 40 Probabilistic Perspective (Not So Simple to Calculate) 41 Which Reliability Perspective Is More Important? 44 Resource Option Evaluation and Selection: What Is the Best Resource Option to Select for a Given Utility? 46 Two Basic Types of Resource Options: Supply and Demand Side Management Options 47 Integrated Resource Planning (IRP) 50 Economic Evaluations 52 Preliminary Economic Screening Evaluation of Supply Options Preliminary Economic Screening Evaluation of DSM Options...56 Final (or System) Economic Evaluations 60

3 vi Contents Non-Economic Evaluations 64 Non-Economic Consideration Example (i): The Length of Time It Takes before a Resource Plan Becomes the Economic Choice 65 Non-Economic Consideration Example (ii): The Utility System's Fuel Usage Due to a Resource Plan 69 Non-Economic Consideration Example (iii): The Utility System's Air Emissions Due to a Resource Plan 69 4 Reliability Analyses for Our Utility System 71 When Does Our Utility System Need New Resources? 72 What Is the Magnitude of the New Resources Needed by Our Utility System? 74 What Have We Learned and What Is Next? 78 5 Resource Option Analyses for Our Utility System: Supply Options 81 Types of Supply Options under Consideration."..':. 81 Capital Costs: Rows (1) through (3) 81 Other Fixed Costs: Rows (4) through (7) 84 Operating Costs: Rows (8) through (15) ; 86 Preliminary Economic Screening Evaluation of the Supply Options 90 Creating the Competing "Supply Only" Resource Plans 96 Final (or System) Economic Evaluation of Supply Options 109 Overview 109 Total Cost Perspective (CPVRR) for the Supply Only Resource Plans 116 Electric Rate Perspective (Levelized System Average Electric Rate) for the Supply Only Resource Plans Resource Option Analyses for Our Utility System: DSM Options 133 Types of DSM Resource Options Under Consideration 133 Preliminary Economic Screening Evaluation of DSM Options: Understanding the Cost-Effectiveness Screening Tests 143 Preliminary Economic Screening Analyses of DSM Options: Results 148 Creating the Competing "With DSM" Resource Plans 149 Final (or System) Economic Analysis of DSM Options 151 Overview 151 Results for the With DSM Resource Plan Results for the With DSM Resource Plan Final Resource Option Analyses for Our Utility System 169 Economic Comparison of the Resource Plans 169

4 Contents vii Non-Economic Analyses of the Resource Plans 172 "Cross Over" Time to Being the Most Economic Resource Plan 172 System Fuel Use 174 System Air Emissions 178 Summary of Results from the Resource Option Analyses for Our Utility System Are We Done Yet? Other Factors That Can (and Will) Complicate Resource Planning Analyses 185 Constraints on Solutions: Six Examples r. 185 Examples of "Absolute" Constraints 186 Siting/Geographic Constraints 186 Potential Tightening of Environmental Regulations 188 Examples of Legislative/Regulatory-Imposed Constraints 191 "Standards"/(Quotas) for Specific Types of Resource Options 191 Prohibition of Specific Resource Options 196 Examples of Utility-Imposed Constraints 197 System Reliability Constraints.: 197 The Voluntary Nature of DSM Options 198 Intermittent Nature of Renewable Energy Resource Options 201 Load Shape Constraint 204 What Are the Impacts of Addressing These Constraints? Final Thoughts (Including Some Opinions) 215 Summary of the Key Points We Have Learned about Utility Systems in General 215 Summary of the Key Lessons We Have Learned Regarding Utility Resource Planning 216 A Few Opinions on Various Topics 218 What Lies Ahead for Electric Utilities and Utility Resource Planning? 232 Appendix A: Fundamental Principles of Electric Utility Resource Planning 235 Appendix B: Glossary of Terms 239 Appendix C: Mini-Lesson #1 Concepts of Revenue Requirements, Present Valuing of Costs and Discount Rates, Cumulative Present Value of Revenue Requirements, and Levelized Costs 247 Appendix D: Mini-Lesson #2 Further Discussion of the Limitations of a Screening Curve Analytic Approach 255 Appendix E: Mini-Lesson #3 Further Discussion of the RIM and TRC Preliminary Cost-Effectiveness Screening Tests for DSM 269

5 viii Contents Appendix F: Mini-Lesson #4 How Can a Resource Option Result in Lower Costs, but Increase Electric Rates? 277 Appendix G: Mini-Lesson #5 How Can a Resource Option That Produces Emissions Lower a Utility's Total System Emissions? ("The Taxi Cab Example") 281 Index 293

Schneps, Leila; Colmez, Coralie. Math on Trial : How Numbers Get Used and Abused in the Courtroom. New York, NY, USA: Basic Books, 2013. p i.

Schneps, Leila; Colmez, Coralie. Math on Trial : How Numbers Get Used and Abused in the Courtroom. New York, NY, USA: Basic Books, 2013. p i. New York, NY, USA: Basic Books, 2013. p i. http://site.ebrary.com/lib/mcgill/doc?id=10665296&ppg=2 New York, NY, USA: Basic Books, 2013. p ii. http://site.ebrary.com/lib/mcgill/doc?id=10665296&ppg=3 New

More information

THE COMPLETE PROJECT MANAGEMENT METHODOLOGY AND TOOLKIT

THE COMPLETE PROJECT MANAGEMENT METHODOLOGY AND TOOLKIT THE COMPLETE PROJECT MANAGEMENT METHODOLOGY AND TOOLKIT GERARD M. HILL CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an informa business

More information

Lean Management System LMS:2OI2

Lean Management System LMS:2OI2 Lean Management System LMS:2OI2 A Framework for Continual Lean Improvement William A. Levinson f r oc) CRC Press \M ^ J Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the

More information

Development and Management

Development and Management Cloud Database Development and Management Lee Chao CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an Informa business AN AUERBACH BOOK

More information

SOFTWARE TESTING AS A SERVICE

SOFTWARE TESTING AS A SERVICE SOFTWARE TESTING AS A SERVICE ASHFAQUE AHMED (g) CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Group, an informa business AN AUERBACH BOOK

More information

Information Technology and Organizational Learning

Information Technology and Organizational Learning Information Technology and Organizational Learning Managing Behavioral Change through Technology and Education Second Edition Arthur M. Langer CRC Press Taylor & Francis Group Boca Raton London New York

More information

Ctfo MANAGEMENT SECURITY PATCH. Felicia M. Nicastro. Second Edition. CRC Press. VC#*' J Taylor & Francis Group / Boca Raton London New York

Ctfo MANAGEMENT SECURITY PATCH. Felicia M. Nicastro. Second Edition. CRC Press. VC#*' J Taylor & Francis Group / Boca Raton London New York SECURITY PATCH MANAGEMENT Second Edition Felicia M. Nicastro Ctfo CRC Press VC#*' J Taylor & Francis Group / Boca Raton London New York CRC Press Is an imprint of the Taylor & Francis Croup, an Informa

More information

Management. ITIL Release. Dave Howard. A Hands-on Guide. CRC Press. Taylor & Francis Group. Taylor St Francis Croup, an Informa business

Management. ITIL Release. Dave Howard. A Hands-on Guide. CRC Press. Taylor & Francis Group. Taylor St Francis Croup, an Informa business ITIL Release Management A Hands-on Guide Dave Howard CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor St Francis Croup, an Informa business AN AUERBACH

More information

Implementation. Business-Driven IT-Wide Agile (Scrum) and Kanban (Lean) Andrew T. Pham and David K. Pham. An Action Guide for Business and IT Leaders

Implementation. Business-Driven IT-Wide Agile (Scrum) and Kanban (Lean) Andrew T. Pham and David K. Pham. An Action Guide for Business and IT Leaders Business-Driven IT-Wide Agile (Scrum) and Kanban (Lean) Implementation An Action Guide for Business and IT Leaders Andrew T. Pham and David K. Pham Foreword by Jack Bergstrand, Former CFO of the Coca-Cola

More information

Implementing the Project Management Balanced Scorecard

Implementing the Project Management Balanced Scorecard Implementing the Project Management Balanced Scorecard Jessica Keyes CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an informa business

More information

Management. Project. Software. Ashfaque Ahmed. A Process-Driven Approach. CRC Press. Taylor Si Francis Group Boca Raton London New York

Management. Project. Software. Ashfaque Ahmed. A Process-Driven Approach. CRC Press. Taylor Si Francis Group Boca Raton London New York Software Project Management A Process-Driven Approach Ashfaque Ahmed CRC Press Taylor Si Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor St Francis Croup, an Informa business

More information

Introduction to Supply Chain Management Technologies

Introduction to Supply Chain Management Technologies Introduction to Supply Chain Management Technologies Second Edition David Frederick Ross CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup,

More information

Customer and Business Analytic

Customer and Business Analytic Customer and Business Analytic Applied Data Mining for Business Decision Making Using R Daniel S. Putler Robert E. Krider CRC Press Taylor &. Francis Group Boca Raton London New York CRC Press is an imprint

More information

Warning Signs and the Red Flag System

Warning Signs and the Red Flag System Fraud Prevention and Detection Warning Signs and the Red Flag System Rodney T. Stamler Hans J. Marschdorf Mario Possamai CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint

More information

CHAPMAN & HALL/CRC INNOVATIONS IN SOFTWARE ENGINEERING AND SOFTWARE DEVELOPMENT. Software Test Attacks to Break Mobile and Embedded Devices

CHAPMAN & HALL/CRC INNOVATIONS IN SOFTWARE ENGINEERING AND SOFTWARE DEVELOPMENT. Software Test Attacks to Break Mobile and Embedded Devices CHAPMAN & HALL/CRC INNOVATIONS IN SOFTWARE ENGINEERING AND SOFTWARE DEVELOPMENT Software Test Attacks to Break Mobile and Embedded Devices Jon Duncan Hagar (g) CRC Press Taylor & Francis Group Boca Raton

More information

Improving Business Process Performance

Improving Business Process Performance Improving Business Process Performance Gain Agility, Create Value, and Achieve Success JOSEPH RAYNUS CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor &

More information

RESILIENT. SECURE and SOFTWARE. Requirements, Test Cases, and Testing Methods. Mark S. Merkow and Lakshmikanth Raghavan. CRC Press

RESILIENT. SECURE and SOFTWARE. Requirements, Test Cases, and Testing Methods. Mark S. Merkow and Lakshmikanth Raghavan. CRC Press SECURE and RESILIENT SOFTWARE Requirements, Test Cases, and Testing Methods Mark S. Merkow and Lakshmikanth Raghavan CRC Press Taylor & Francis Group Boca Raton London New York CRC Press Is an imprint

More information

Security, and Intelligence

Security, and Intelligence Machine Learning Forensics for Law Enforcement, Security, and Intelligence Jesus Mena CRC Press Taylor &. Francis Group Boca Raton London NewYork CRC Press is an imprint of the Taylor & Francis Croup,

More information

A Simulation-Based lntroduction Using Excel

A Simulation-Based lntroduction Using Excel Quantitative Finance A Simulation-Based lntroduction Using Excel Matt Davison University of Western Ontario London, Canada CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint

More information

Engineering Design. Software. Theory and Practice. Carlos E. Otero. CRC Press. Taylor & Francis Croup. Taylor St Francis Croup, an Informa business

Engineering Design. Software. Theory and Practice. Carlos E. Otero. CRC Press. Taylor & Francis Croup. Taylor St Francis Croup, an Informa business Software Engineering Design Theory and Practice Carlos E. Otero CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor St Francis Croup, an Informa business AN

More information

The Green and Virtual Data Center

The Green and Virtual Data Center The Green and Virtual Data Center Greg (Schulz CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an informa business Contents Preface About

More information

Advances in Network Management

Advances in Network Management Advances in Network Management Jianguo Ding UC) CRC Press >5^ J Taylor & Francis Croup ^""""^ Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Group, an informa business AN AUERBACH

More information

CREATING A THIRD EDITION DAVID MANN

CREATING A THIRD EDITION DAVID MANN CREATING A LEAN CULTURE Tools to Sustain Lean Conversions THIRD EDITION DAVID MANN CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor St Francis Group, an

More information

Supply Chain Risk. An Emerging Discipline. Gregory L. Schlegel. Robert J. Trent

Supply Chain Risk. An Emerging Discipline. Gregory L. Schlegel. Robert J. Trent Supply Chain Risk Management An Emerging Discipline Gregory L. Schlegel Robert J. Trent CRC Press Taylors.Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup,

More information

Green Energy Technology, Economics and Policy

Green Energy Technology, Economics and Policy Green Energy Technology, Economics and Policy Editors U.Aswathanarayana, General Editor Mahadevan International Centre for Water Resources Management, Hyderabad, India T. Harikrishnan, Section 3 IAEA,

More information

ANDROID SECURITY ATTACKS AND DEFENSES ABHISHEK DUBEY I ANMOL MISRA. ( r öc) CRC Press VV J Taylor & Francis Group ^ "^ Boca Raton London New York

ANDROID SECURITY ATTACKS AND DEFENSES ABHISHEK DUBEY I ANMOL MISRA. ( r öc) CRC Press VV J Taylor & Francis Group ^ ^ Boca Raton London New York ANDROID SECURITY ATTACKS AND DEFENSES ABHISHEK DUBEY I ANMOL MISRA ( r öc) CRC Press VV J Taylor & Francis Group ^ "^ Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an

More information

Requirements Engineering for Software

Requirements Engineering for Software Requirements Engineering for Software and Systems Second Edition Phillip A. Laplante CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an

More information

Networking. Systems Design and. Development. CRC Press. Taylor & Francis Croup. Boca Raton London New York. CRC Press is an imprint of the

Networking. Systems Design and. Development. CRC Press. Taylor & Francis Croup. Boca Raton London New York. CRC Press is an imprint of the Networking Systems Design and Development Lee Chao CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an Informa business AN AUERBACH BOOK

More information

Study Guide. ScrumMaster. The. James Schiel. CRC Press. Taylor & Francis Croup, an Inform* business AN AUERBACH BOOK. CRC Press (s an imprint of the

Study Guide. ScrumMaster. The. James Schiel. CRC Press. Taylor & Francis Croup, an Inform* business AN AUERBACH BOOK. CRC Press (s an imprint of the The ScrumMaster Study Guide James Schiel CRC Press & Taylor Francis Croup Boca Raton London New York CRC Press (s an imprint of the Taylor & Francis Croup, an Inform* business AN AUERBACH BOOK Contents

More information

Project Management Concepts, Methods, and Techniques

Project Management Concepts, Methods, and Techniques Project Management Concepts, Methods, and Techniques Claude H. Maley Uffi\ CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an Informa

More information

EFFECTIVE NON-PROFIT MANAGEMENT

EFFECTIVE NON-PROFIT MANAGEMENT American Society for Public Administration Series in Public Administration and Public Policy Advancing excellence in public service.., EFFECTIVE NON-PROFIT MANAGEMENT Context, Concepts, and Competencies

More information

Quality Management. Theory and Application PETER D. MAUCH. Ltfi) CRC Press. \ V J Taylor & Francis Group. ^ ^ Boca Raton London New York

Quality Management. Theory and Application PETER D. MAUCH. Ltfi) CRC Press. \ V J Taylor & Francis Group. ^ ^ Boca Raton London New York Quality Management Theory and Application PETER D. MAUCH Ltfi) CRC Press \ V J Taylor & Francis Group ^ ^ Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Group, an Informa business

More information

TOYOTA. by TOYOTA. Reflections from the Inside Leaders on the Techniques That Revolutionized the Industry. Edited by Samuel Obara and Darril Wilburn

TOYOTA. by TOYOTA. Reflections from the Inside Leaders on the Techniques That Revolutionized the Industry. Edited by Samuel Obara and Darril Wilburn TOYOTA by TOYOTA Reflections from the Inside Leaders on the Techniques That Revolutionized the Industry Edited by Samuel Obara and Darril Wilburn CRC Press Taylor & Francis Group Boca Raton London New

More information

for Information Technology

for Information Technology Lean Management Principles for Information Technology Gerhard J. Plenert CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an Informs business

More information

The Geography of International terrorism

The Geography of International terrorism SUB Hamburg A/596060 The Geography of International terrorism An Introduction to Spaces and Places of Violent Non-State Groups Richard M. Medina and George F. Hepner CRC Press Taylor & Francis Croup Boca

More information

Green Project Management

Green Project Management Green Project Management Richard Maltzman David Shirley CRC Press Taylor & Francis Group Boca Raton London New York CRC Press Is an imprint of the Taylor & Francis Croup, an Infonna business AN AUERBACH

More information

Effective Methods for Software and Systems Integration

Effective Methods for Software and Systems Integration Effective Methods for Software and Systems Integration Boyd L. Summers CRC Press Taylor & Francis Group 6000 Broken Sound Parkway NW, Suite 300 Boca Raton, FL 33487-2742 CRC Press is an imprint of Taylor

More information

in Business Technology Management

in Business Technology Management Best Practices in Business Technology Management Stephen J. Andriole CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an informa business

More information

Computer-Aided Multivariate Analysis

Computer-Aided Multivariate Analysis Computer-Aided Multivariate Analysis FOURTH EDITION Abdelmonem Af if i Virginia A. Clark and Susanne May CHAPMAN & HALL/CRC A CRC Press Company Boca Raton London New York Washington, D.C Contents Preface

More information

Cloud Computing. and Scheduling. Data-Intensive Computing. Frederic Magoules, Jie Pan, and Fei Teng SILKQH. CRC Press. Taylor & Francis Group

Cloud Computing. and Scheduling. Data-Intensive Computing. Frederic Magoules, Jie Pan, and Fei Teng SILKQH. CRC Press. Taylor & Francis Group Cloud Computing Data-Intensive Computing and Scheduling Frederic Magoules, Jie Pan, and Fei Teng SILKQH CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor

More information

Computer Security Literacy

Computer Security Literacy Computer Security Literacy Staying Safe in a Digital World Douglas Jacobson and Joseph Idziorek CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis

More information

Design of Enterprise Systems

Design of Enterprise Systems Design of Enterprise Systems Theory, Architecture, and Methods Ronald E. Giachetti CRC Press Taylor &. Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Group, an

More information

THE MODERN THEORY OF THE TOYOTA PRODUCTION SYSTEM

THE MODERN THEORY OF THE TOYOTA PRODUCTION SYSTEM THE MODERN THEORY OF THE TOYOTA PRODUCTION SYSTEM A SYSTE Phillip Marksberry, PhD, PE /O\ CRC Press yc**" J Taylor & Francis Group V^_,/ Boca Raton London NewYork CRC Press is an imprint of the Taylor

More information

Introduction to Financial Models for Management and Planning

Introduction to Financial Models for Management and Planning CHAPMAN &HALL/CRC FINANCE SERIES Introduction to Financial Models for Management and Planning James R. Morris University of Colorado, Denver U. S. A. John P. Daley University of Colorado, Denver U. S.

More information

BIOTECHNOLOGY OPERATIONS

BIOTECHNOLOGY OPERATIONS BIOTECHNOLOGY OPERATIONS Principles and Practices Michael J. Roy TECHNISCHE INFORMATION SBIBLIOTHEK UNIVERSITATSBIBLIOTHEK HANNOVER CRC Press TaylorStFrancis Croup Boca Raton London New York CRC Press

More information

BUSINESS ANALYSIS FDR INTELLIGENCE

BUSINESS ANALYSIS FDR INTELLIGENCE BUSINESS ANALYSIS FDR BUSINESS INTELLIGENCE BERT BRIJS CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an informa business AN AUERBACH

More information

Negoltaling Gosnpeiit' ^ Wvaniage

Negoltaling Gosnpeiit' ^ Wvaniage . G k Mastering the Business «Global Trade Negoltaling Gosnpeiit' ^ Wvaniage C;:iit

More information

Detection. Perspective. Network Anomaly. Bhattacharyya. Jugal. A Machine Learning »C) Dhruba Kumar. Kumar KaKta. CRC Press J Taylor & Francis Croup

Detection. Perspective. Network Anomaly. Bhattacharyya. Jugal. A Machine Learning »C) Dhruba Kumar. Kumar KaKta. CRC Press J Taylor & Francis Croup Network Anomaly Detection A Machine Learning Perspective Dhruba Kumar Bhattacharyya Jugal Kumar KaKta»C) CRC Press J Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor

More information

Exploratory Data Analysis with MATLAB

Exploratory Data Analysis with MATLAB Computer Science and Data Analysis Series Exploratory Data Analysis with MATLAB Second Edition Wendy L Martinez Angel R. Martinez Jeffrey L. Solka ( r ec) CRC Press VV J Taylor & Francis Group Boca Raton

More information

CLINICAL DATA MANAGEMENT

CLINICAL DATA MANAGEMENT J * Edition Practical Guide to CLINICAL DATA MANAGEMENT Susanne Prokscha (g) CRC Press Taylor Francis Croup London York CRC Press is an imprint of the Taylor Francis Croup, an buslness Preface Introduction

More information

Deliuery Networks. A Practical Guide to Content. Gilbert Held. Second Edition. CRC Press. Taylor & Francis Group

Deliuery Networks. A Practical Guide to Content. Gilbert Held. Second Edition. CRC Press. Taylor & Francis Group A Practical Guide to Content Deliuery Networks Second Edition Gilbert Held CRC Press Taylor & Francis Group Boca Raton London NewYork CRC Press is an imprint of the Taylor & Francis Croup, an informa business

More information

Cloud Computing. Implementation, Management, and Security. John W. Rittinghouse James F. Ransome

Cloud Computing. Implementation, Management, and Security. John W. Rittinghouse James F. Ransome Cloud Computing Implementation, Management, and Security John W. Rittinghouse James F. Ransome ( r öc) CRC Press W / Taylor &. Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor

More information

Data Visualization. Principles and Practice. Second Edition. Alexandru Telea

Data Visualization. Principles and Practice. Second Edition. Alexandru Telea Data Visualization Principles and Practice Second Edition Alexandru Telea First edition published in 2007 by A K Peters, Ltd. Cover image: The cover shows the combination of scientific visualization and

More information

Changes in regulated electricity prices from 1 July 2012

Changes in regulated electricity prices from 1 July 2012 Independent Pricing and Regulatory Tribunal FACT SHEET Changes in regulated electricity prices from 1 July 2012 Based on Final Determination, 13 June 2012 The Independent Pricing and Regulatory Tribunal

More information

Data Center Storage. Hubbert Smith. Implementation, and Management »C) Cost-Effective Strategies, CRC Press J Taylor & Francis Group

Data Center Storage. Hubbert Smith. Implementation, and Management »C) Cost-Effective Strategies, CRC Press J Taylor & Francis Group Data Center Storage Cost-Effective Strategies, Implementation, and Management Hubbert Smith»C) CRC Press J Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis

More information

"Charting the Course... MOC 20465 C Designing a Data Solution with Microsoft SQL Server Course Summary

Charting the Course... MOC 20465 C Designing a Data Solution with Microsoft SQL Server Course Summary Course Summary Description The focus of this five-day instructor-led course is on planning and implementing enterprise database infrastructure solutions by using SQL and other Microsoft technologies. It

More information

Networking. Cloud and Virtual. Data Storage. Greg Schulz. Your journey. effective information services. to efficient and.

Networking. Cloud and Virtual. Data Storage. Greg Schulz. Your journey. effective information services. to efficient and. Cloud and Virtual Data Storage Networking Your journey to efficient and effective information services Greg Schulz CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of

More information

Out of the Present Crisis

Out of the Present Crisis Out of the Present Crisis Rediscovering Improvement in the New Economy Terence T. Burton CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup,

More information

Production and Operations. Management Systems

Production and Operations. Management Systems Production and Operations Management Systems Sushil Gupta and Martin Starr CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Group, an informa

More information

CEDAR CITY REQUEST FOR PROPOSALS. Workers Compensation. October 2013. Prepared by Cedar City Human Resources

CEDAR CITY REQUEST FOR PROPOSALS. Workers Compensation. October 2013. Prepared by Cedar City Human Resources CEDAR CITY REQUEST FOR PROPOSALS Workers Compensation October 2013 Prepared by Cedar City Human Resources CEDAR CITY WORKERS COMPENSTATION REQUEST FOR PROPOSALS 1. Services: Workers Compensation Bid 2.

More information

Managing Portfolios of DSM Resources and Reducing Regulatory Risks: A Case Study of Nevada

Managing Portfolios of DSM Resources and Reducing Regulatory Risks: A Case Study of Nevada Managing Portfolios of DSM Resources and Reducing Regulatory Risks: A Case Study of Nevada Hossein Haeri, Lauren Miller Gage, and Amy Green, Quantec, LLC Larry Holmes, Nevada Power Company/Sierra Pacific

More information

SECOND EDITION THE SECURITY RISK ASSESSMENT HANDBOOK. A Complete Guide for Performing Security Risk Assessments DOUGLAS J. LANDOLL

SECOND EDITION THE SECURITY RISK ASSESSMENT HANDBOOK. A Complete Guide for Performing Security Risk Assessments DOUGLAS J. LANDOLL SECOND EDITION THE SECURITY RISK ASSESSMENT HANDBOOK A Complete Guide for Performing Security Risk Assessments DOUGLAS J. LANDOLL CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is

More information

Design Guide. Managing Peak Energy Demand In Live Performance Venues

Design Guide. Managing Peak Energy Demand In Live Performance Venues Design Guide Managing Peak Energy Demand In Live Performance Venues Peak demand; the highest amount of electricity consumed at any one time, has a major impact on network charges and has a considerable

More information

For. The Conservation Bureau Ontario Power Authority

For. The Conservation Bureau Ontario Power Authority Assessment of Proposed Changes to the Ontario Building Code to Increase the Energy Efficiency of New Low & High Rise Buildings: Cost/Benefit to Meet and Exceed OBC in the Affordable Housing Sector For

More information

for Research and Guiding Innovation for Positive R&D Outcomes Lory Mitchell Wingate

for Research and Guiding Innovation for Positive R&D Outcomes Lory Mitchell Wingate Project Management for Research and Development Guiding Innovation for Positive R&D Outcomes Lory Mitchell Wingate CRC Press Taylor & Francis Group BocaRaton London New York CRC Press is an imprint of

More information

Understanding Organizational Change

Understanding Organizational Change Understanding Organizational Change Jean Helms Mills, Kelly Dye and Albert J. Mills Routledge Taylor & Francis Croup LONDON AND NEW YORK List of figures ix Acknowledgements x 1 Making sense of organizational

More information

I Fundraising. Management. Analysis, planning and practice. Adrian Sargeant and Elaine Jay. Second edition. Routledge. Taylor Si Francis Croup

I Fundraising. Management. Analysis, planning and practice. Adrian Sargeant and Elaine Jay. Second edition. Routledge. Taylor Si Francis Croup I Fundraising Management Analysis, planning and practice Adrian Sargeant and Elaine Jay Second edition Routledge Taylor Si Francis Croup LONDON AND NEW YORK Contents List of plates xi List of figures xiii

More information

Training Programme: Introduction to the Regulation of Electricity Markets June 14-16, 16, 2010 Istanbul, Turkey. Electricity demand

Training Programme: Introduction to the Regulation of Electricity Markets June 14-16, 16, 2010 Istanbul, Turkey. Electricity demand INOGATE/ERRA Training Programme: Introduction to the Regulation of Electricity Markets June 14-16, 16, 2010 Istanbul, Turkey Electricity demand András Kiss Research Associate Regional Centre for Energy

More information

Demand Response Partnership Program

Demand Response Partnership Program Demand Response Partnership Program About DRPP The Demand Response Partnership Program was created by USGBC and Environmental Defense Fund to: Understand the relationship between commercial buildings and

More information

SUPPLY CHAIN NETWORKS BUSINESS PROCESS ORIENTATION

SUPPLY CHAIN NETWORKS BUSINESS PROCESS ORIENTATION SUPPLY CHAIN NETWORKS and BUSINESS PROCESS ORIENTATION Advanced Strategies and Best Practices Kevin P. McCormack William C.Johnson with William T.Walker The St. Lucie Press/APICS Series on Resource Management

More information

Unlocking Electricity Prices:

Unlocking Electricity Prices: Volume 2 A BidURenergy White Paper Unlocking Electricity Prices: A White Paper Exploring Price Determinants by: Mark Bookhagen, CEP pg. 2 Written by Mark Bookhagen, CEP Introduction In order to be classified

More information

Facility Online Manager

Facility Online Manager Facility Online Manager Instruction for users FOM TM is an online accounting and instrument management software. This software can be used as a simple online scheduler for small research group, or as a

More information

Private Equity and Venture Capital in Europe

Private Equity and Venture Capital in Europe Private Equity and Venture Capital in Europe Markets, Techniques, and Deals Stefano Caselli AMSTERDAM BOSTON HEIDELBERG LONDON NEW YORK OXFORD PARIS SAN DIEGO SAN FRANCISCO SINGAPORE SYDNEY TOKYO ELSEVIER

More information

Management and Cast Accaunting

Management and Cast Accaunting COLIN DRURY Management and Cast Accaunting Second edition CHAPMAN AND HALL University and Professional Division LONDON. NEW YORK. TOKYO. MELBOURNE. MADRAS Contents Preface XVI Part I: Introduction to Management

More information

Monitoring Social Impact: How does business measure up?

Monitoring Social Impact: How does business measure up? BUSINESS INTELLIGENCE FOR CORPORATE RESPONSIBILITY AND SUSTAINABILITY Monitoring Social Impact: How does business measure up? 1 Monitoring Social Impact: How does business measure up? Executive summary

More information

1. Summary. electric grid, strengthen saving programs sponsored by utilities. The project

1. Summary. electric grid, strengthen saving programs sponsored by utilities. The project 1. 1. Summary Honeywell s Smart Grid Investment Grant (SGIG) project demonstrates utility-scale performance of a Under the American Recovery and hardware/software platform for automated demand Reinvestment

More information

Parallel Computing for Data Science

Parallel Computing for Data Science Parallel Computing for Data Science With Examples in R, C++ and CUDA Norman Matloff University of California, Davis USA (g) CRC Press Taylor & Francis Group Boca Raton London New York CRC Press is an imprint

More information

Personal Development Plan. For. Date

Personal Development Plan. For. Date Personal Development Plan For 1 Personal Development Plan This is the personal development plan for made on this the day of, 20. Life Purpose/Vision/Identity Statement Describe your high level vision Dreams

More information

METHODS IN MEDICAL INFORMATICS

METHODS IN MEDICAL INFORMATICS Chapman & Hall/CRC Mathematical and Computational Biology Series METHODS IN MEDICAL INFORMATICS Fundamentals of Healthcare Programming in Perln Pythoni and Ruby Jules J- Berman TECHNISCHE INFORMATION SBIBLIOTHEK

More information

East Kentucky Power Cooperative, Inc. Demand Side Management and Renewable Energy Collaborative Charter. Introduction

East Kentucky Power Cooperative, Inc. Demand Side Management and Renewable Energy Collaborative Charter. Introduction East Kentucky Power Cooperative, Inc. Demand Side Management and Renewable Energy Collaborative Charter Introduction The Demand Side Management and Renewable Energy Collaborative ( Collaborative ) of East

More information

Open Source Data Warehousing and Business Intelligence

Open Source Data Warehousing and Business Intelligence Open Source Data Warehousing and Business Intelligence Lakshman Bulusu CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an infonna business

More information

Networking Tools. Windows. Gilbert Held. Troubleshooting, and Security. The Complete Guide to Management, CRC Press INFORMATIONSBIBLIOTHEK

Networking Tools. Windows. Gilbert Held. Troubleshooting, and Security. The Complete Guide to Management, CRC Press INFORMATIONSBIBLIOTHEK Windows Networking Tools The Complete Guide to Management, Troubleshooting, and Security Gilbert Held TECHNISCHE INFORMATIONSBIBLIOTHEK UNIVERSITATSBIBUOTHEK HANNOVCQ CRC Press Taylor & Francis Croup Boca

More information

TABLE OF CONTENTS. List of Figures iii. List of Tables v. I. Introduction 1. A. New Technology & EHR Survey 1. B. Types of Electronic Systems 1

TABLE OF CONTENTS. List of Figures iii. List of Tables v. I. Introduction 1. A. New Technology & EHR Survey 1. B. Types of Electronic Systems 1 TABLE OF CONTENTS List of Figures iii List of Tables v Page I. Introduction 1 A. New Technology & EHR Survey 1 B. Types of Electronic Systems 1 C. Types of Optometrists 1 II. Characteristics of Responding

More information

INTERNATIONAL ASSOCIATION OF INSURANCE SUPERVISORS

INTERNATIONAL ASSOCIATION OF INSURANCE SUPERVISORS Standard No. 13 INTERNATIONAL ASSOCIATION OF INSURANCE SUPERVISORS STANDARD ON ASSET-LIABILITY MANAGEMENT OCTOBER 2006 This document was prepared by the Solvency and Actuarial Issues Subcommittee in consultation

More information

MANAGING CHANGE FIFTH EDITION. A STRATEGIC APPROACH TO ORGANISAriONAL DYNAMICS BERNARD BURNES

MANAGING CHANGE FIFTH EDITION. A STRATEGIC APPROACH TO ORGANISAriONAL DYNAMICS BERNARD BURNES MANAGING CHANGE A STRATEGIC APPROACH TO ORGANISAriONAL DYNAMICS FIFTH EDITION BERNARD BURNES Contents Acknowledgements Publisher's Acknowledgements Part 1 The rise and fall of the rational organisation

More information

Indonesia Solar Photovoltaic Market Analysis and Forecasts to 2013

Indonesia Solar Photovoltaic Market Analysis and Forecasts to 2013 Brochure More information from http://www.researchandmarkets.com/reports/705980/ Indonesia Solar Photovoltaic Market Analysis and Forecasts to 2013 Description: Indonesia Solar Photovoltaic Market Analysis

More information

OPPORTUNITY STATEMENT:

OPPORTUNITY STATEMENT: 3.3.3 Utility Program Administrator Business Model The following sections focus on the five core components of a utility s business model, highlighting the critical elements of how utilities function within

More information

CRM Fundamentals. Apress" Scott Kostojohn. Mathew Johnson. Brian Paulen

CRM Fundamentals. Apress Scott Kostojohn. Mathew Johnson. Brian Paulen CRM Fundamentals Scott Kostojohn Mathew Johnson Brian Paulen Apress" Contents at a Glance J About the Authors n About the Technical Reviewer n Acknowledgments Introduction ix x > xi xii Chapter 1: Introduction

More information

EE and Reliability: SCE s LCR RFO and Preferred Resources Pilot. ACEEE Energy Efficiency as a Resource National Conference Mohammed Aliuddin

EE and Reliability: SCE s LCR RFO and Preferred Resources Pilot. ACEEE Energy Efficiency as a Resource National Conference Mohammed Aliuddin EE and Reliability: SCE s LCR RFO and Preferred Resources Pilot ACEEE Energy Efficiency as a Resource National Conference Mohammed Aliuddin 1 Several major drivers have led to initiatives that are changing

More information

GREEN NANOTECHNOLOGY. Geoffrey. Energy in the Built Environment. Solutions for Sustainability and. B. Smith Claes G. Granqvist.

GREEN NANOTECHNOLOGY. Geoffrey. Energy in the Built Environment. Solutions for Sustainability and. B. Smith Claes G. Granqvist. GREEN NANOTECHNOLOGY Solutions for Sustainability and Energy in the Built Environment Geoffrey B. Smith Claes G. Granqvist CRC Press Taylor & Francis Group Boca Raton London NewYork CRC Press is an imprint

More information

ACCOUNTING FOR NON-ACCOUNTANTS

ACCOUNTING FOR NON-ACCOUNTANTS Deutsch and Chikarovski's ACCOUNTING FOR NON-ACCOUNTANTS A Question and Answer Handbook Robert Deutsch and Kris Chikarovski THE FEDERATION PRESS 2012 Preface - x Who is this book for? x What is in this

More information

Principles of Inventory and Materials Management

Principles of Inventory and Materials Management Principles of Inventory and Materials Management Second Edition Richard J. Tersine The University of Oklahoma m North Holland New York Amsterdam Oxford TECHNISCHE HOCHSCHULE DARMSTADT Fochbereich 1 Gesamthiblio-thek

More information

Project Management Theory and Practice

Project Management Theory and Practice Project Management Theory and Practice Gary L. Richardson CRC Press Taylor& Francis Group Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Group, an informa business AN AUERBACH

More information

STATE OF IOWA BEFORE THE IOWA UTILITIES BOARD ADDITIONAL INFORMATION AND ERRATA. COMES NOW, Interstate Power and Light Company (IPL), and provides

STATE OF IOWA BEFORE THE IOWA UTILITIES BOARD ADDITIONAL INFORMATION AND ERRATA. COMES NOW, Interstate Power and Light Company (IPL), and provides STATE OF IOWA BEFORE THE IOWA UTILITIES BOARD IN RE: INTERSTATE POWER AND LIGHT COMPANY DOCKET NO. EEP-2012-0001 ADDITIONAL INFORMATION AND ERRATA COMES NOW, Interstate Power and Light Company (IPL), and

More information

ELECTRIC ENERGY EFFICIENCY POTENTIAL FOR PENNSYLVANIA

ELECTRIC ENERGY EFFICIENCY POTENTIAL FOR PENNSYLVANIA GDS Associates, Inc. Engineers and Consultants ELECTRIC ENERGY EFFICIENCY POTENTIAL FOR PENNSYLVANIA Final Report Prepared for: PENNSYLVANIA PUBLIC UTILITY COMMISSION May 10, 2012 Prepared by GDS Associates

More information

Resource Planning Update. June 16, 2016 Board Meeting Presentation

Resource Planning Update. June 16, 2016 Board Meeting Presentation Resource Planning Update June 16, 2016 Board Meeting Presentation Strategic Directives SD-9 Resource Planning: The Board of Directors recognizes that the District will have to adapt to the rapidly changing

More information

Renewable Energy Management System (REMS): Using optimisation to plan renewable energy infrastructure investment in the Pacific

Renewable Energy Management System (REMS): Using optimisation to plan renewable energy infrastructure investment in the Pacific Renewable Energy Management System (REMS): Using optimisation to plan renewable energy infrastructure investment in the Pacific Abstract: Faisal Wahid PhD Student at the Department of Engineering Science,

More information

Governance Simplified

Governance Simplified Information Security Governance Simplified From the Boardroom to the Keyboard TODD FITZGERALD, cissp; cisa, cism Foreword by Tom Peltier CRC Press Taylor & Francis Croup Boca Raton London NewYork CRC Press

More information