Water Demand Forecast Approach

Size: px
Start display at page:

Download "Water Demand Forecast Approach"

Transcription

1 CHAPTER REGIONAL WATER SUPPLY OUTLOOK Water Demand Forecast Approach 6.1 Introduction Long-range water demand forecasting is a fundamental tool that water utilities use to assure that they can meet their customer s future water needs. Water demands are impacted by weather conditions, demographic and economic conditions, and water use efficiency technology and behaviors among customers. Although future conditions cannot be known with certainty, reasonable estimates of a range of future conditions allow useful estimates of future water demands. One goal of the 2009 Regional Municipal Water Supply Outlook (2009 Outlook), is to provide a water demand forecast for regional municipal water needs based upon the best available information. This chapter describes the approach and data used to develop the Municipal Water Demand Forecast Model (Demand Model) for the planning area. The following are basic requirements of the water demand forecast set forth by the Water Supply Forum (Forum). The water demand forecast should: Estimate future water demand for a period of 50 years Include seasonal variations in water use Provide a regional forecast, rather than a utility specific forecast Include the effects of weather and climate change Assess the future needs of municipal water suppliers and other domestic water users, but not agricultural water use, industrial water use, or irrigation water uses not provided by municipal water suppliers OUTLOOK

2 6.2 Regional vs. Utility Forecasts The Forum s Demand Model prepared for the 2009 Outlook is a regional planning tool. Regional and utility-level forecasting differ both in methodology and purpose. Regional water demand forecasting uses a consistent methodology across all utilities within the region, whereas individual utilities may use different forecasting methodologies. Thus, one outcome of the regional forecast is consistency in the forecasting methodology, as well as in the data used to construct the forecast. The result is a demand forecast that eliminates conservative factors that each individual utility may feel is necessary to deal with local uncertainties. As a result, a regional demand forecast generally will predict less demand than would result from adding the demands projected by individual utilities within the region. A regional water demand forecast may rely on regional data or assumptions, while a utility-specific forecast can incorporate more specific information. For example, while both a regional forecast and utility level forecast may begin with regionally provided growth data, the utility forecast might be adjusted to include specifically identified development projects within the utility s local service area. The regional demand forecast provides an overview of the region s future water demands. In contrast, utility-specific water demand forecasts are often prepared as part of water system plans required by Washington State regulations. Water demand forecasts prepared for individual utilities may have several purposes, including capital project scheduling and budget planning. Utility level planning may require more detailed and precise forecasting methodologies. Figure 6-1 summarizes the differences between regional and utility-specific water demand forecasts OUTLOOK OUTLOOK

3 Figure 6-1 Differences between Regional and Utility-Specific Water Demand Forecasts 6.3 Demand Computations Demands were computed for each of the counties (Snohomish, King, and Pierce) in the planning area. The county totals included both the areas served by the water utilities (500 or more connections) in the county and the domestic needs of households not served by the 500-connection or larger water systems. Also, in response to suggestions by the Water Demand Forecast Advisory Committee an additional 17 demand forecasting sub-regions were identified (listed in Table 6-1). Although smaller public water systems, community water systems or individual wells are supplying water to areas that are not served by water systems with 500-connections or larger in each county, the demand forecast includes a computation of the demand, regardless of the water source OUTLOOK

4 Table 6-1 Demand Sub-Regions It is important to note that the geographic areas represented by the regions and sub-regions overlap in many cases. That is, the individual sub-regions are not mutually exclusive of one another. Therefore, the demographic data for all of the sub-regions, as well as the corresponding water demand forecasts by sub-region, cannot be summed to a county or regional total. Only the utility- and self-supplied sub-regions can be added to make a county total. The regional total is the sum of the three county utility- and self-supplied sub-regions. 6.4 Approach and Data Sources The basic approach used in the 2009 Outlook demand forecast is to calculate water use factors based on reported consumption and demographic data and then apply these factors to forecasts of future households and employment. Water use factors were computed for reporting utilities for single-family households, multi-family households, and OUTLOOK

5 per employee (for non-residential users). The water use factor is then multiplied by demographic unit to compute a basic future demand. For example, a water use factor measured as gallons per single family household per day multiplied by the number of single-family households in a given year results in a water demand estimate for single-family households for that year. Thus, we see that demographic information such as number of households, and employment can drive the water use forecast based from the water use factor. The demographic projections are a reflection of growth trends and economic conditions of the study area. Details of the water use factors used in the Demand Model are shown in Appendix I, Section 2. A detailed discussion of the computations included in the Demand Model is provided in Appendix L. Figure 6-2 provides definitions for the key terms used in the following paragraphs to describe the elements of a water demand forecast and factors that are used to develop and adjust the data. Figure 6-2 Terms for Water Demand Forecasts OUTLOOK

6 Historical water use can be used to estimate the water use factor for a water demand forecast. When recent historical water use is the basis for developing water use factors, it includes the effects of water conservation programs that have been implemented as well as changes in community values that impact how customers use water. There are, however, a number of factors that can influence or change the water use factor over time. Some of the factors that affect water use factors, or the rate of water use, include weather, income (affluence), water rates and charges, the amount of irrigation area or lawn space around homes and businesses, and improvements in water use efficiency (e.g., water conservation). In preparing the Forum s Demand Model, various sources were researched for data on water use, demographics, socioeconomic variables, and weather variables. Some of the data were utility-level and other regional. Questions of uncertainty about the water demand forecast were addressed by providing the ability to develop alternative forecasts. That is, a change was made in one of the underlying assumptions (factors) to see what impact it had on the forecast. Uncertainties such as low- and high-growth demographics and changes in weather conditions such as hot and dry, or cool and wet, conditions were included as factors that could be changed to develop alternative forecasts. Water Use Water use data were collected at the utility-level through a survey of King, Pierce, and Snohomish County water purveyors with 500 or more connections. Purveyors were asked to provide available data and information on water demand, water supplies, curtailment events, and conservation dating back to The survey completion rate was 70 percent, representing over 95 percent of the region s total connections. Survey data were used to compute utility-level water use factors and analyze historical water use patterns in the region (See Appendix C for a copy of the utility survey form and Appendix D for a discussion of survey responses related to water demand). Demographics Demographic data were provided by the Puget Sound Regional Council (PSRC), the designated regional economic and transportation planning agency. PSRC data includes projections of population, single- and multifamily households, and employment through The Consultant applied linear extrapolation to extend the demographic projections to 2060 (see Figure 6-3). A computer geographic information system (GIS) was used to transform the data from Traffic Analysis Zones (TAZ) to purveyor service area boundaries. Once transformed, the utility-level data were OUTLOOK

7 aggregated into the sub-regions. Regional projections of population, housing (single- and multi-family), and employment are shown in Figures 6-4, 6-5, 6-6, and 6-7, respectively. Figure 6-3 Regional Projections of Population Source: Puget Sound Regional Council (PSRC) Figure 6-4 Regional Projections of Single-Family Households Source: Puget Sound Regional Council (PSRC) OUTLOOK

8 Figure 6-5 Regional Projections of Multi-Family Households Source: Puget Sound Regional Council (PSRC) Figure 6-6 Regional Projections of Employment Source: Puget Sound Regional Council (PSRC) Both high- and low-alternative growth projections were developed to explore uncertainty in the demand forecast. These projections increased or decreased housing units, population, and employment according to the OUTLOOK

9 multipliers shown in Table 6-2. The multipliers were developed using data from the PSRC and analysis by the Consultant. These multipliers were used for simulating alternative demographic growth projections in the Demand Model. The Demand Model allows selection of alternative growth assumptions and thus computes estimates of future water demands under the alternative demographic conditions. The projected future population, housing and employment under the low-growth and high-growth conditions are included in Appendix F. Table 6-2 Demographic Scenario Increase/Decrease from Expected Socioeconomics Socioeconomic variables in the model include future growth in real household income and future growth in the real price of water. Real growth in income and price is the amount that income and price change in relation to the value of the dollar. As an example, if there is inflation at 10 percent and the average level of income increases 10 percent in the same period then there would be no increase in real income. However, if inflation is 10 percent, and the price of water increases 14 percent, then real price of water would have increased by 4 percent. Historic and projected growth rates for both variables were obtained from several sources, including the Washington Office of Financial Management, Seattle Public Utilities, the PSRC, and the U.S. Department of Energy. With consideration to all gathered data, the Forum assumed growth rates for real income at 0.5 percent and real price of water at 1.0 percent per year through However, the Forum s Demand Model allows users to explore the sensitivity of the water demand forecast to changes in income and price by allowing users to change growth rates for real income and real price of water within reasonable ranges OUTLOOK

10 Weather Monthly average maximum daily temperature and monthly total precipitation weather data were collected from five geographically dispersed weather stations within the region (see Figure 6-8). Historical weather data were obtained from NOAA weather records. Historical averages are used to estimate future water demand under baseline conditions. That is, the monthly average maximum daily temperature and monthly total precipitation in future years is assumed to be the same as historical average weather for the baseline condition. The historical average conditions, as well as alternative weather conditions, are discussed in Appendix G. The Consultant reviewed historic temperature and precipitation data and suggested some parameters for use in representing hot dry conditions and cool-wet conditions. The years that had the hottest summer temperatures and drier than average summer precipitation had temperatures about 4 percent hotter than average summer temperatures and precipitation 38 percent less than average. The years with the coolest summer temperatures and wetter than average summer precipitation had temperatures about 5 percent cooler than average summer temperatures and precipitation 29 percent more than average. These percentages were selected to be included in the Demand Model for creating hot-dry and coolwet alternative weather conditions. In addition, the Demand Model includes the ability to estimate future water demands under specific sets of alternative conditions prepared by the Climate Change Technical Committee. That is, specific values of future monthly maximum temperature and monthly precipitation can be input to determine the impact on future water demand. The climate change data are discussed in more detail in Section 3 of this report OUTLOOK

11 Figure 6-7 Data from Five Geographically Dispersed Weather Stations Source: Natural Resource Conservation Service PRISM Climate Mapping Data Demand Model Features The Forum s Water Demand Model was created as an Excel spreadsheet model that provides the following features: Ability to include water use factors unique to each major sector of water demand (i.e., single-family, multi-family, and nonresidential) Use of demand drivers (e.g., projections of single- and multifamily households and employment) that are readily available and can be used to estimated future water demands for each major sector OUTLOOK

12 Ability to incorporate changes in water demand over time due to price, income, weather, conservation, and other factors Ability to conduct sensitivity analysis and present alternate forecasts of water demand Ability to add other adjustment factors (with additional programming) should they become available in the future. These might include local elasticities, housing density, or similar factors Inclusion of computations of demand resulting from identified climate change scenarios Future water demands are computed within the Demand Model for: Singlefamily, Multi-family, Nonresidential, and Large Users, which are then added to provide a regional or sub-regional demand for each of these sectors. The number of occupied single-family houses served by utilities is the driver for the single-family sector. The number of multi-family housing units is the driver for the multi-family sector. The nonresidential sector is driven by employment. The water use factors are calculated as the water use per housing unit and per employee. The water use factors are affected by temperature, rainfall, income growth, the price of water, and changes in employment mix. Thus, the water use factors change over time and under different selected forecast conditions. The water use factors are multiplied by the demographics of the sector for each region or sub-region. Large User sector water use is held constant as a volume of water and thus has no driver. In addition to sector water use, non-revenue water which is the difference between water produced and water sold as identified by billed sales. Non revenue water is computed for each region or sub-region and includes authorized metered water usage that is not billed, unauthorized water use, billing errors, metering errors, line breaks, and system losses. In the Demand Model, non-revenue water volume is computed for each forecast year as a percentage of the total demand of the other demand elements. Conservation savings are also integrated into the forecasting model through a percent reduction. A detailed discussion of conservation is provided in Chapter 4 of this report. The Forum s Water Demand Model has an easy-to-use interface and readyto-print report formats and charts. The reports and charts change OUTLOOK

13 dynamically to reflect alternative projections of demographic growth, price and income growth, alternative model elasticities, and alternative weather conditions. A detailed description of the Demand Model, its computations and its data is provided in Appendix L. A flow sheet describing the sequence of computations is also provided OUTLOOK

Short-Term Energy Outlook Supplement: Summer 2013 Outlook for Residential Electric Bills

Short-Term Energy Outlook Supplement: Summer 2013 Outlook for Residential Electric Bills Short-Term Energy Outlook Supplement: Summer 2013 Outlook for Residential Electric Bills June 2013 Independent Statistics & Analysis www.eia.gov U.S. Department of Energy Washington, DC 20585 This report

More information

Funding for this project provided by Washington Department of Ecology Grants G1200126 & G0700149

Funding for this project provided by Washington Department of Ecology Grants G1200126 & G0700149 Funding for this project provided by Washington Department of Ecology Grants G1200126 & G0700149 Table of Contents Executive Summary.. 3 Introduction.. 4 Disaggregation of tive & Non-tive Water Use 5 Publicly

More information

Colorado Springs Utilities

Colorado Springs Utilities CASE STUDY Colorado Springs Utilities A City Prepared for an Uncertain Future: Colorado Springs Utilities Balances Water Conservation and Revenue Stability In partnership with SUMMARY Colorado Springs

More information

Methodology For Illinois Electric Customers and Sales Forecasts: 2016-2025

Methodology For Illinois Electric Customers and Sales Forecasts: 2016-2025 Methodology For Illinois Electric Customers and Sales Forecasts: 2016-2025 In December 2014, an electric rate case was finalized in MEC s Illinois service territory. As a result of the implementation of

More information

Energy consumption forecasts

Energy consumption forecasts Pty Ltd ABN 85 082 464 622 Level 2 / 21 Kirksway Place Hobart TAS 7000 www.auroraenergy.com.au Enquiries regarding this document should be addressed to: Network Regulatory Manager Pty Ltd GPO Box 191 Hobart

More information

Water Conservation and Drainage of Golf

Water Conservation and Drainage of Golf Golf Course Environmental Profile Phase II, Volume I Water Use and Conservation Practices on U.S. Golf Courses Funded by the USGA through the Environmental Institute for Golf, the philanthropic organization

More information

Journal. Because of increasing competition and costs for available water supplies, water

Journal. Because of increasing competition and costs for available water supplies, water June 2010 Volume 102 Number 6 Journal BENEDYKT DZIEGIELEWSKI AND JACK C. KIEFER Appropriate design and evaluation of water use and conservation metrics and benchmarks TWO MAJOR RECOMMENDATIONS ONE PERTAINING

More information

The Effect of Schedules on HVAC Runtime for Nest Learning Thermostat Users

The Effect of Schedules on HVAC Runtime for Nest Learning Thermostat Users WHITE PAPER SUMMARY The Effect of Schedules on HVAC Runtime for Nest Learning Thermostat Users Nest Labs, Inc. September 2013! 1 1. Introduction Since the launch of the Nest Learning Thermostat in October

More information

1. Demographic Development

1. Demographic Development 1. Demographic Development Accomplishments Over the Past Five Years The Alamo Area Metropolitan Planning Organization (MPO) continually improves upon its demographic forecasting processes and methodology.

More information

The Tampa Bay Water Long-Term Demand Forecasting Model. June 2004

The Tampa Bay Water Long-Term Demand Forecasting Model. June 2004 The Tampa Bay Water Long-Term Demand Forecasting Model June 2004 Acknowledgements Hazen and Sawyer would like to acknowledge Tampa Bay Water, its member governments (cities of Tampa, St. Petersburg and

More information

MIAMI-SOUTH FLORIDA National Weather Service Forecast Office http://www.weather.gov/miami

MIAMI-SOUTH FLORIDA National Weather Service Forecast Office http://www.weather.gov/miami MIAMI-SOUTH FLORIDA National Weather Service Forecast Office http://www.weather.gov/miami Summer 2015 Weather Summary Wet West and Dry East September 2, 2015: One of the most variable summers in recent

More information

Energy Audits. Good energy management begins with an energy audit

Energy Audits. Good energy management begins with an energy audit Energy Audits Good energy management begins with an energy audit Effective management of energy-consuming systems can lead to significant cost and energy savings as well as increased comfort, lower maintenance

More information

ENERGY EFFICIENCY COMPARISON

ENERGY EFFICIENCY COMPARISON California Energy Commission STAFF REPORT ENERGY EFFICIENCY COMPARISON California s Building Energy Efficiency Standards and the International Energy Conservation Code and American Society of Heating,

More information

Electricity Prices Panel

Electricity Prices Panel Electricity Prices Panel Presentation to CCRE Roundtable Hockley Valley March 27, 214 Amir Shalaby, Vice President, Power System Planning March 27, 214 Today s Journey to Residential Bills Part I: Electricity

More information

WATER RATES: WATER DEMAND FORECASTING

WATER RATES: WATER DEMAND FORECASTING NEED TO KNOW WATER RATES: WATER DEMAND FORECASTING Water managers forecast future water demand for a variety of purposes. These analyses can help managers understand spatial and temporal patterns of future

More information

What is Drought? Why is Drought Important? NATIONAL WEATHER SERVICE MAY 2008

What is Drought? Why is Drought Important? NATIONAL WEATHER SERVICE MAY 2008 NATIONAL WEATHER SERVICE MAY 2008 What is Drought? Drought is a deficiency in precipitation over an extended period, usually a season or more, resulting in a water shortage causing adverse impacts on vegetation,

More information

Standardized Runoff Index (SRI)

Standardized Runoff Index (SRI) Standardized Runoff Index (SRI) Adolfo Mérida Abril Javier Gras Treviño Contents 1. About the SRI SRI in the world Methodology 2. Comments made in Athens on SRI factsheet 3. Last modifications of the factsheet

More information

CHAPTER 2 LOAD FORECAST

CHAPTER 2 LOAD FORECAST CHAPTER 2 LOAD 2.1 METHODS The Company uses two econometric models with an end-use orientation to forecast energy sales. The first is a customer class level model ( sales model ) and the second is an hourly

More information

Climate and Weather. This document explains where we obtain weather and climate data and how we incorporate it into metrics:

Climate and Weather. This document explains where we obtain weather and climate data and how we incorporate it into metrics: OVERVIEW Climate and Weather The climate of the area where your property is located and the annual fluctuations you experience in weather conditions can affect how much energy you need to operate your

More information

Water Conservation Measurement in California - A Guide

Water Conservation Measurement in California - A Guide 2010 URBAN WATER MANAGEMENT PLAN June 22, 2011 DEVELOPING I N N O V AT I V E DESIGN SOLUTIONS ELK GROVE WATER DISTRICT A DEPARTMENT OF THE FLORIN RESOURCE CONSERVATION DISTRICT 2010 URBAN WATER MANAGEMENT

More information

Energy Forecasting Methods

Energy Forecasting Methods Energy Forecasting Methods Presented by: Douglas J. Gotham State Utility Forecasting Group Energy Center Purdue University Presented to: Indiana Utility Regulatory Commission Indiana Office of the Utility

More information

2016 ERCOT System Planning Long-Term Hourly Peak Demand and Energy Forecast December 31, 2015

2016 ERCOT System Planning Long-Term Hourly Peak Demand and Energy Forecast December 31, 2015 2016 ERCOT System Planning Long-Term Hourly Peak Demand and Energy Forecast December 31, 2015 2015 Electric Reliability Council of Texas, Inc. All rights reserved. Long-Term Hourly Peak Demand and Energy

More information

I. FORECAST METHODOLOGY

I. FORECAST METHODOLOGY I. FORECAST METHODOLOGY This Appendix provides a discussion of the methodology used in Resource Planning to forecast customer need, first at a summary level, and in Section II, we provide additional technical

More information

Design of a Weather- Normalization Forecasting Model

Design of a Weather- Normalization Forecasting Model Design of a Weather- Normalization Forecasting Model Project Proposal Abram Gross Yafeng Peng Jedidiah Shirey 2/11/2014 Table of Contents 1.0 CONTEXT... 3 2.0 PROBLEM STATEMENT... 4 3.0 SCOPE... 4 4.0

More information

Analyzing Weather Data

Analyzing Weather Data Analyzing Weather Data Lesson Concept Link Scientists analyze data gathered from weather tools to predict weather. At the beginning of this unit, each measuring tools was introduced, and over time students

More information

Climate Ready Tools & Resources

Climate Ready Tools & Resources August 2, 2013 Mission Statement To provide the water sector (drinking water, wastewater, and stormwater utilities) with the practical tools, training, and technical assistance needed to adapt to climate

More information

FACOGAZ Association of European Gas Meter Manufacturers

FACOGAZ Association of European Gas Meter Manufacturers Page 1 of 13 GAS SMART METERING SYSTEM DRAFT MARCOGAZ/FACOGAZ POSITION PAPER FINAL 1. Introduction Marcogaz Members representing more than 100 million installed domestic gas meter in Europe owned by Distribution

More information

THE COMED RESIDENTIAL REAL-TIME PRICING PROGRAM GUIDE TO REAL-TIME PRICING

THE COMED RESIDENTIAL REAL-TIME PRICING PROGRAM GUIDE TO REAL-TIME PRICING THE COMED RESIDENTIAL REAL-TIME PRICING PROGRAM GUIDE TO REAL-TIME PRICING 2014-2015 COMED RESIDENTIAL REAL-TIME PRICING PROGRAM GUIDE TO REAL-TIME PRICING CONTENTS ComEd Residential Real-Time Pricing

More information

RESIDENTIAL END USES OF WATER

RESIDENTIAL END USES OF WATER RESIDENTIAL END USES OF WATER Prepared by: Peter W. Mayer and William B. DeOreo Aquacraft, Inc. Water Engineering and Management 2709 Pine St. Eva M. Opitz, Jack C. Kiefer, William Y. Davis, and Benedykt

More information

GREENHOUSE GAS EMISSIONS INVENTORY

GREENHOUSE GAS EMISSIONS INVENTORY GREENHOUSE GAS EMISSIONS INVENTORY The first step in developing a plan to reduce greenhouse gases was to identify sources and quantities of greenhouse gases emitted in Fort Collins. An emissions inventory

More information

Demand Forecasts. Contents. 1. Overview APPENDIX H

Demand Forecasts. Contents. 1. Overview APPENDIX H APPENDIX H Demand Forecasts Contents 1. Overview... H-1 2. Methodology... H-2 3. Key Assumptions... H-12 4. Electric and Gas Demand Forecasts... H-16 Demand forecasts are an estimate of how much energy

More information

PREDICTIVE AND OPERATIONAL ANALYTICS, WHAT IS IT REALLY ALL ABOUT?

PREDICTIVE AND OPERATIONAL ANALYTICS, WHAT IS IT REALLY ALL ABOUT? PREDICTIVE AND OPERATIONAL ANALYTICS, WHAT IS IT REALLY ALL ABOUT? Derek Vogelsang 1, Alana Duncker 1, Steve McMichael 2 1. MWH Global, Adelaide, SA 2. South Australia Water Corporation, Adelaide, SA ABSTRACT

More information

Workforce Last updated: October 2014

Workforce Last updated: October 2014 Workforce Last updated: October 2014 Downtown Seattle offers the region's highest concentration of jobs. Downtown Seattle has the highest employment density in Seattle. It also has a large share of jobs.

More information

Mario Guarracino. Regression

Mario Guarracino. Regression Regression Introduction In the last lesson, we saw how to aggregate data from different sources, identify measures and dimensions, to build data marts for business analysis. Some techniques were introduced

More information

Network Demand and Customer Connections Forecasting Procedure Power Networks

Network Demand and Customer Connections Forecasting Procedure Power Networks Network Demand and Customer Connections Forecasting Procedure Power Networks 1 Forecast Purpose...3 2 Forecast Scope...3 3 Reference...3 4 Characteristics of a robust forecasting process...3 4.1 Forecast

More information

Purpose of the water security outlook

Purpose of the water security outlook Water Security Outlook December 2015 Purpose of the water security outlook The Water Security Outlook (WSO) is an annual update to Barwon Water s Water Supply Demand Strategy (WSDS), published in 2012.

More information

RESPONSE TO PUB ORDER 117/06. PUB Order 117/06 Directive 6

RESPONSE TO PUB ORDER 117/06. PUB Order 117/06 Directive 6 RESPONSE TO PUB ORDER 117/06 PUB Order 117/06 Directive 6 6. Manitoba Hydro shall file a General Rate Application for the fiscal years 2007/08 and 2008/09 by no later than August 1, 2007 which shall include

More information

Mississippi. Energy and Cost Savings. for New Single and Multifamily Homes: 2009 and 2012 IECC as Compared to the 2006 IECC

Mississippi. Energy and Cost Savings. for New Single and Multifamily Homes: 2009 and 2012 IECC as Compared to the 2006 IECC BUILDING TECHNOLOGIES PROGRAM Mississippi Energy and Cost Savings for New Single and Multifamily Homes: 2009 and 2012 IECC as Compared to the 2006 IECC 1 2009 AND 2012 IECC AS COMPARED TO THE 2006 IECC

More information

comments must be received by 10:00am on Monday May 4, 2015

comments must be received by 10:00am on Monday May 4, 2015 NOTICE OF PROPOSED EMERGENCY REGULATION IMPLEMENTING THE 25% CONSERVATION STANDARD On April 1, 2015, Governor Jerry Brown issued the fourth in a series of Executive Orders on actions necessary to address

More information

NATIONAL ELECTRICITY FORECASTING REPORT. For the National Electricity Market

NATIONAL ELECTRICITY FORECASTING REPORT. For the National Electricity Market NATIONAL ELECTRICITY FORECASTING REPORT For the National Electricity Market 2013 NATIONAL ELECTRICITY FORECASTING REPORT Important Notice This document is subject to an important disclaimer that limits

More information

Residential Energy Consumption: Longer Term Response to Climate Change

Residential Energy Consumption: Longer Term Response to Climate Change 24 th USAEE/IAEE North American Conference July 8-10, 2004, Washington, DC Residential Energy Consumption: Longer Term Response to Climate Change Christian Crowley and Frederick L. Joutz GWU Department

More information

Tennessee. Energy and Cost Savings. for New Single and Multifamily Homes: 2009 and 2012 IECC as Compared to the 2006 IECC

Tennessee. Energy and Cost Savings. for New Single and Multifamily Homes: 2009 and 2012 IECC as Compared to the 2006 IECC BUILDING TECHNOLOGIES PROGRAM Tennessee Energy and Cost Savings for New Single and Multifamily Homes: 2009 and 2012 IECC as Compared to the 2006 IECC 1 2009 AND 2012 IECC AS COMPARED TO THE 2006 IECC Tennessee

More information

California Future Water Demand Projections (WEAP Model): Implications on Energy Demand

California Future Water Demand Projections (WEAP Model): Implications on Energy Demand California Future Water Demand Projections (WEAP Model): Implications on Energy Demand Dr. Mohammad Rayej California Department of Water Resources Sacramento, California, U.S.A. Water Energy Conference

More information

APPENDIX 2. Summary Report: Heating and Cooling Energy Adjustment for HUD-52667 Spreadsheet Model

APPENDIX 2. Summary Report: Heating and Cooling Energy Adjustment for HUD-52667 Spreadsheet Model APPENDIX 2 Summary Report: Heating and Cooling Energy Adjustment for HUD-52667 Spreadsheet Model Jason Glazer GARD Analytics, Inc. Prepared for the U.S. Department of Housing & Urban Development, Office

More information

Section 1 Bills Bills Bills All copies of bills and information obtained from company websites

Section 1 Bills Bills Bills All copies of bills and information obtained from company websites Page 1 of 8 Section 1 Bills Bills Bills All copies of bills and information obtained from company websites Nevada Power Bill: Your power bill is based on your usage, in KWH (kilowatt hours). Your electric

More information

This notice sets forth interim guidance, pending the issuance of regulations,

This notice sets forth interim guidance, pending the issuance of regulations, Part III - Administrative, Procedural, and Miscellaneous Deduction for Energy Efficient Commercial Buildings Notice 2006-52 SECTION 1. PURPOSE This notice sets forth interim guidance, pending the issuance

More information

CHAPTER 2 Land Use and Transportation

CHAPTER 2 Land Use and Transportation GREENSBORO URBAN AREA 24 Metropolitan Transportation Plan CHAPTER 2 Land Use and Transportation Introduction The Land Use and Transportation connection is an important consideration for the 24 MTP. Federal

More information

Indiana Energy and Cost Savings

Indiana Energy and Cost Savings BUILDING TECHNOLOGIES PROGRAM Indiana Energy and Cost Savings for New Single and Multifamily Homes: 2012 IECC as Compared to the 2009 IECC 1 2012 IECC AS COMPARED TO THE 2009 IECC Indiana Energy and Cost

More information

Energy and Cost Savings

Energy and Cost Savings BUILDING TECHNOLOGIES PROGRAM Rhode Island Energy and Cost Savings for New Single- and Multifamily Homes: 2012 IECC as Compared to the 2009 IECC 1 2012 IECC AS COMPARED TO THE 2009 IECC Rhode Island Energy

More information

Master Planning and Hydraulic Modeling

Master Planning and Hydraulic Modeling Master Planning and Hydraulic Modeling Shay Ralls Roalson, PE Saša Tomić, Ph.D., PE, BCEE Collection Systems Webinar WEAT Collections Committee May 15, 2013 Why Prepare a Master Plan? Identify existing

More information

The Economic Impacts of Climate Change: Evidence from Agricultural Profits and Random Fluctuations in Weather: Reply.

The Economic Impacts of Climate Change: Evidence from Agricultural Profits and Random Fluctuations in Weather: Reply. The Economic Impacts of Climate Change: Evidence from Agricultural Profits and Random Fluctuations in Weather: Reply Online Appendix Olivier Deschênes University of California, Santa Barbara, IZA and NBER

More information

Georgia Energy and Cost Savings

Georgia Energy and Cost Savings BUILDING TECHNOLOGIES PROGRAM Georgia Energy and Cost Savings for New Single and Multifamily Homes: 2012 IECC as Compared to the 2009 Georgia Energy Code 1 2012 IECC AS COMPARED TO THE 2009 GEORGIA ENERGY

More information

Questions and Answers Regarding the Watering Index and ET (EvapoTranspiration)

Questions and Answers Regarding the Watering Index and ET (EvapoTranspiration) Questions and Answers Regarding the Watering Index and ET (EvapoTranspiration) What is the Watering Index? The Watering Index is a scientifically based guide that was created to help people adjust watering

More information

Colorado Energy and Cost Savings

Colorado Energy and Cost Savings BUILDING TECHNOLOGIES PROGRAM Colorado Energy and Cost Savings for New Single and Multifamily Homes: 2009 and 2012 IECC as Compared to the 2006 IECC 1 2009 AND 2012 IECC AS COMPARED TO THE 2006 IECC Colorado

More information

High-Efficiency Plumbing Fixture Direct Install Water Savings Analysis

High-Efficiency Plumbing Fixture Direct Install Water Savings Analysis High-Efficiency Plumbing Fixture Direct Install Water Savings Analysis for Sonoma County Water Agency 404 Aviation Boulevard, Santa Rosa, California Revised November 2011 By John Koeller Koeller and Company

More information

Part III. Administrative, Procedural, and Miscellaneous

Part III. Administrative, Procedural, and Miscellaneous Part III. Administrative, Procedural, and Miscellaneous Deduction for Energy Efficient Commercial Buildings Notice 2006 52 SECTION 1. PURPOSE This notice sets forth interim guidance, pending the issuance

More information

MIAMI-SOUTH FLORIDA National Weather Service Forecast Office http://www.weather.gov/miami

MIAMI-SOUTH FLORIDA National Weather Service Forecast Office http://www.weather.gov/miami MIAMI-SOUTH FLORIDA National Weather Service Forecast Office http://www.weather.gov/miami November 2014 Weather Summary Cooler and Drier than Normal December 1, 2014: Cooler than normal temperatures was

More information

Building Energy Management: Using Data as a Tool

Building Energy Management: Using Data as a Tool Building Energy Management: Using Data as a Tool Issue Brief Melissa Donnelly Program Analyst, Institute for Building Efficiency, Johnson Controls October 2012 1 http://www.energystar. gov/index.cfm?c=comm_

More information

Residential Energy Services Demand: Lisbon case study towards Net Zero Energy House

Residential Energy Services Demand: Lisbon case study towards Net Zero Energy House Residential Energy Services Demand: Lisbon case study towards Net Zero Energy House Abstract Technically, reaching Net Zero Energy House (NZEH) is no longer a too ambitious goal as most of the technologies

More information

Frisco is one of the nation s top five fastest growing cities, based on data from the Census Bureau. Frisco has grown from 33,714 residents in the

Frisco is one of the nation s top five fastest growing cities, based on data from the Census Bureau. Frisco has grown from 33,714 residents in the 1 Frisco is one of the nation s top five fastest growing cities, based on data from the Census Bureau. Frisco has grown from 33,714 residents in the year 2000 to approximately 147,000 as of April 1, 2015.

More information

Temperature and Humidity

Temperature and Humidity Temperature and Humidity Overview Water vapor is a very important gas in the atmosphere and can influence many things like condensation and the formation of clouds and rain, as well as how hot or cold

More information

Analysis of the EU Renewable Directive by a TIMES-Norway

Analysis of the EU Renewable Directive by a TIMES-Norway Analysis of the EU Renewable Directive by a TIMES-Norway NorRen Summer School Arne Lind Institute for Energy Technology 07.08.2012 Outline The EU Renewable Directive (RES) Definition Targets Implications

More information

The effects of Michigan s weakened motorcycle helmet use law on insurance losses

The effects of Michigan s weakened motorcycle helmet use law on insurance losses Bulletin Vol. 30, No. 9 : April 2013 The effects of Michigan s weakened motorcycle helmet use law on insurance losses In April of 2012 the state of Michigan changed its motorcycle helmet law. The change

More information

Optimizing Water Resources Allocation System and Improving Water Resources Supply Capacity

Optimizing Water Resources Allocation System and Improving Water Resources Supply Capacity Optimizing Water Resources Allocation System and Improving Water Resources Supply Capacity Zhang Shiwei Department of Planning and Programming Ministry of Water Resources, P.R.China May. 2015 Contents

More information

CIESIN Columbia University

CIESIN Columbia University Conference on Climate Change and Official Statistics Oslo, Norway, 14-16 April 2008 The Role of Spatial Data Infrastructure in Integrating Climate Change Information with a Focus on Monitoring Observed

More information

Climate Change Adaptation in London. Alex Nickson, Policy & Programmes Manager Climate Change Adaptation & Water, Greater London Authority

Climate Change Adaptation in London. Alex Nickson, Policy & Programmes Manager Climate Change Adaptation & Water, Greater London Authority Climate Change Adaptation in London Alex Nickson, Policy & Programmes Manager Climate Change Adaptation & Water, Greater London Authority Why adapt? We are not very well adapted to our existing climate

More information

City Council Briefing. June 16, 2010

City Council Briefing. June 16, 2010 City Council Briefing June 16, 2010 1 Review the City s electricity procurement program and upcoming contract for the period beginning January 1, 2011. How we buy electricity How well we did on our last

More information

SECTION 3.2 CLIMATE AND PRECIPITATION

SECTION 3.2 CLIMATE AND PRECIPITATION SECTION 3.2 CLIMATE AND PRECIPITATION Ulster County Climate Data A preliminary analysis of the Preserve s weather data shows that the average temperature has risen about two degrees over the past 114 years.

More information

VELCO LONG-TERM ENERGY AND DEMAND FORECAST FORECAST DRIVERS AND ASSUMPTIONS. May 22, 2014 Eric Fox and Oleg Moskatov

VELCO LONG-TERM ENERGY AND DEMAND FORECAST FORECAST DRIVERS AND ASSUMPTIONS. May 22, 2014 Eric Fox and Oleg Moskatov VELCO LONG-TERM ENERGY AND DEMAND FORECAST FORECAST DRIVERS AND ASSUMPTIONS May 22, 2014 Eric Fox and Oleg Moskatov AGENDA» Review customer and system usage trends in Vermont» Review and discuss the forecast

More information

Methodology for the production of Display Energy Certificates (DEC)

Methodology for the production of Display Energy Certificates (DEC) Methodology for the production of Display Energy Certificates (DEC) February 2013 2 Contents Summary 3 Section 1 Introduction 4 Section 2 Scope 6 Section 3 Applicable Conventions 8 3.1 Basis for the DEC

More information

LONDON INFRASTRUCTURE PLAN 2050 BUILDING A BIGGER AND BETTER LONDON

LONDON INFRASTRUCTURE PLAN 2050 BUILDING A BIGGER AND BETTER LONDON LONDON INFRASTRUCTURE PLAN 2050 BUILDING A BIGGER AND BETTER LONDON GROWTH We estimate that London s population became bigger than ever in February 2015. We reached a population of 8.6 million people,

More information

Modelling of uncertainties in Water Demand Forecasting

Modelling of uncertainties in Water Demand Forecasting Modelling of uncertainties in Water Demand Forecasting Presented to Decision Tools Conference Presentation Tuesday, 2 nd November 2015 Sofitel Downtown Hotel Dubai, U.A.E Abu Dhabi Water & Electricity

More information

ELECTRIC SCHEDULE E-1 Sheet 1 RESIDENTIAL SERVICES

ELECTRIC SCHEDULE E-1 Sheet 1 RESIDENTIAL SERVICES Revised Cal. P.U.C. Sheet No. 35144-E Cancelling Revised Cal. P.U.C. Sheet No. 34679-E ELECTRIC SCHEDULE E-1 Sheet 1 APPLICABILITY: TERRITORY: RATES: This schedule is applicable to single-phase and polyphase

More information

Cost Guidelines Model User Manual

Cost Guidelines Model User Manual Cost Guidelines Model User Manual Guidelines for Preparing Cost Estimates of Water Supply and Conservation Projects Prepared by Hazen and Sawyer For the Southwest Florida Water Management District Final

More information

Task 1 Project Management and Coordination

Task 1 Project Management and Coordination Scope of Services for Client Name: Project Name: Transportation Element Update Exhibit Dated: August 6, 2013 TG: 13114.PR The consultant team led by Transpo Group will assist with the plan update. Transpo

More information

Safety Monitor Requirements. October 2015

Safety Monitor Requirements. October 2015 Introduction This document sets out Safety Monitors for the 2015/16 winter, pursuant to National Grid s obligations under the Uniform Network Code (UNC), Section Q. Safety Monitors were introduced in 2004

More information

Seventh African Development Forum. Climate Risk Management: Monitoring, Assessment, Early Warning and Response

Seventh African Development Forum. Climate Risk Management: Monitoring, Assessment, Early Warning and Response Seventh African Development Forum Acting on Climate Change for Sustainable Development in Africa Climate Risk Management: Monitoring, Assessment, Early Warning and Response Issues Paper #4 ADF VII 10-15

More information

Arizona State University. Understanding the Impact of Urban Heat Island in Phoenix

Arizona State University. Understanding the Impact of Urban Heat Island in Phoenix Understanding the Impact of Urban Heat Island in Phoenix ( ) Summer Night-time 'min-low' temperatures and its impact on the energy consumption of various building typologies Presented By: Sandeep Doddaballapur

More information

APPENDIX G OPERATIONS AND MAINTENANCE COST ESTIMATION MODEL

APPENDIX G OPERATIONS AND MAINTENANCE COST ESTIMATION MODEL DRAFT APPENDIX G OPERATIONS AND MAINTENANCE COST ESTIMATION MODEL Operations and Maintenance Cost Methodology and Results The Colorado Department of Transportation is conducting an Advanced Guideway System

More information

The Economic Impacts of Reducing. Natural Gas and Electricity Use in Ontario

The Economic Impacts of Reducing. Natural Gas and Electricity Use in Ontario The Economic Impacts of Reducing Natural Gas and Electricity Use in Ontario Prepared for Blue Green Canada July 2013 Table of Contents Executive Summary... i Key Findings... i Introduction...1 Secondary

More information

CHAPTER 3: FACTORS INFLUENCING REVENUE RESILIENCY

CHAPTER 3: FACTORS INFLUENCING REVENUE RESILIENCY CHAPTER 3: FACTORS INFLUENCING REVENUE RESILIENCY SERVICE AREA SIZE AND DIVERSITY Introduction Perhaps one of the most generalizable determinants of utility financial performance is facility size and customer

More information

Background on the Economic Impact Methodology Used in the Analysis

Background on the Economic Impact Methodology Used in the Analysis Background on the Economic Impact Methodology Used in the Analysis Approach and Models Developed A. Strauss-Wieder, Inc. (ASWinc) constructed a multi-regional input-output model using the IMPLAN version

More information

Forecasting Water Demand in the Humboldt River Basin: Capabilities and Constraints

Forecasting Water Demand in the Humboldt River Basin: Capabilities and Constraints Forecasting Water Demand in the Humboldt River Basin: Capabilities and Constraints Prepared By: Humboldt River Basin Water Authority c/o P.O. Box 2008 Carson City, Nevada 89702 August 2007 Introduction

More information

ELECTRIC SCHEDULE E-1 Sheet 1 RESIDENTIAL SERVICES

ELECTRIC SCHEDULE E-1 Sheet 1 RESIDENTIAL SERVICES Revised Cal. P.U.C. Sheet No. 37050-E Cancelling Revised Cal. P.U.C. Sheet No. 36706-E ELECTRIC SCHEDULE E-1 Sheet 1 APPLICABILITY: TERRITORY: RATES: This schedule is applicable to single-phase and polyphase

More information

Measurement & Verification Plan

Measurement & Verification Plan Measurement & Verification Plan University of Florida UF-# Project Name City, Florida Insert Project Rendering/Photo Here Prepared By: University of Florida Department of Facilities, Planning & construction

More information

Dynamic Electricity Pricing in California: Do Customers Respond?

Dynamic Electricity Pricing in California: Do Customers Respond? Do Customers Respond? April 19, 2007 Matt Burgess The next few minutes 1. The Problem 25% generating capacity used less than 100 hours/year 2. The Proposed Solution Dynamic peak pricing 3. The Rollout

More information

USAF STRATEGIC PLANNING ICT MARKET ASSESSMENT TEMPLATE

USAF STRATEGIC PLANNING ICT MARKET ASSESSMENT TEMPLATE USAF STRATEGIC PLANNING ICT MARKET ASSESSMENT TEMPLATE 1. INTRODUCTION This document presents the ICT Market Assessment to support the forecasts, planning assumptions, program scope, and budget allocations

More information

Accounting for Uncertainty in Offset and Trading Programs

Accounting for Uncertainty in Offset and Trading Programs Accounting for Uncertainty in Offset and Trading Programs EPA Technical Memorandum February 12, 2014 Prepared by EPA Region III 1 of 12 CONTENTS Abbreviations and acronyms... 3 Scope... 4 Executive summary...

More information

2014 Forecasting Benchmark Survey. Itron, Inc. 12348 High Bluff Drive, Suite 210 San Diego, CA 92130-2650 858-724-2620

2014 Forecasting Benchmark Survey. Itron, Inc. 12348 High Bluff Drive, Suite 210 San Diego, CA 92130-2650 858-724-2620 Itron, Inc. 12348 High Bluff Drive, Suite 210 San Diego, CA 92130-2650 858-724-2620 September 16, 2014 For the third year, Itron surveyed energy forecasters across North America with the goal of obtaining

More information

Idaho Energy and Cost Savings

Idaho Energy and Cost Savings BUILDING TECHNOLOGIES PROGRAM Idaho Energy and Cost Savings for New Single and Multifamily Homes: 2012 IECC as Compared to the 2009 IECC 1 2012 IECC AS COMPARED TO THE 2009 IECC Idaho Energy and Cost Savings

More information

Improving Municipal Water Demand Forecasting. J. Alan Roberson, P.E. - Director of Federal Relations American Water Works Association Washington, DC

Improving Municipal Water Demand Forecasting. J. Alan Roberson, P.E. - Director of Federal Relations American Water Works Association Washington, DC Improving Municipal Water Demand Forecasting J. Alan Roberson, P.E. - Director of Federal Relations American Water Works Association Washington, DC Presentation Outline The research questions Why demand

More information

Comprehensive Economic Development Planning and Implementation for Somerset County, NJ. Somerset County Planning Board August 17, 2010

Comprehensive Economic Development Planning and Implementation for Somerset County, NJ. Somerset County Planning Board August 17, 2010 Comprehensive Economic Development Planning and Implementation for Somerset County Planning Board Comprehensive Economic Development FINDINGS Land Use Ordinances, Zoning Ordinances, and Master Plans are

More information

Residential Electricity Rates and Pricing in North Carolina 2014. David Tucker Jennifer Weiss

Residential Electricity Rates and Pricing in North Carolina 2014. David Tucker Jennifer Weiss Residential Electricity Rates and Pricing in North Carolina 2014 David Tucker Jennifer Weiss July 2014 About the Environmental Finance Center The Environmental Finance Center at the University of North

More information

City of San Diego Water Demand Forecast

City of San Diego Water Demand Forecast Presentation to Scripps Institute of Oceanography City of San Diego Water Demand Forecast Public Utilities Department Engineering Program Management Division Feryal Moshavegh, Associate Engineer Michael

More information

Jeffery Szytel, P.E., M.S., M.B.A. Lianne Williams, P.E., M.S.

Jeffery Szytel, P.E., M.S., M.B.A. Lianne Williams, P.E., M.S. Acknowledgements ACKNOWLEDGEMENTS California American Water s Southern Division San Diego County District 2010 Urban Water Management Plan was prepared by Water Systems Consulting, Inc. The primary authors

More information

ETA-FEP 001. Fleet Test And Evaluation Procedure

ETA-FEP 001. Fleet Test And Evaluation Procedure ETA-FEP 001 Revision 0 Effective June 30, 2004 Fleet Test And Evaluation Procedure Prepared by Electric Transportation Applications Prepared by: Dimitri Hochard Date: Approved by: Donald B. Karner Date:

More information

WATER AND WASTEWATER UTILITY RATE STUDY CITY OF

WATER AND WASTEWATER UTILITY RATE STUDY CITY OF WATER AND WASTEWATER UTILITY RATE STUDY CITY OF MAY 2013 WATER AND WASTEWATER UTILITY RATE STUDY FOR CITY OF YREKA 701 4 TH STREET YREKA, CA 96097 JOB NO. 69.39 MAY 2013 PREPARED BY: TABLE OF CONTENTS

More information

Part 1 Revenue Requirements and Cost of Service

Part 1 Revenue Requirements and Cost of Service GFOAT 2014 Spring Institute / April 14, 2014 When in Drought! Utility Rate Making Part 1 Revenue Requirements and Cost of Service Presenters Chris Ekrut, MPA, CAPM Matthew Garrett, MBA, CGFO Copyright

More information

NATURAL GAS IN COMMERCIAL BUILDINGS

NATURAL GAS IN COMMERCIAL BUILDINGS OCTOBER 2012 TECHNOLOGY NATURAL GAS IN COMMERCIAL BUILDINGS Discussion Questions: 1. If natural gas promises lower operating costs, lower emissions, and greater efficiency over utility grid delivered electricity,

More information

Time of use (TOU) electricity pricing study

Time of use (TOU) electricity pricing study Time of use (TOU) electricity pricing study Colin Smithies, Rob Lawson, Paul Thorsnes Motivation is a technological innovation: Smart meters Standard residential meters Don t have a clock Have to be read

More information