2018 NorthWestern Energy Montana 20-Year Load Forecast ETAC February 28, 2018 (Subject to Revision)
|
|
- Lesley Dorsey
- 5 years ago
- Views:
Transcription
1 2018 NorthWestern Energy Montana 20-Year Load Forecast ETAC February 28, 2018 (Subject to Revision) 1
2 Table of Contents Peak and Energy Forecast Drivers (modeled) 1. Customer forecast 2. Normal weather forecast 3. Demand Side Management (DSM) and Navigant Net Energy Metering (NEM) forecast Peak and Energy Forecasts 4. Peak demand forecast 5. Energy forecast 6. Past load forecasts review 2
3 1. Customer forecast
4 Customer forecast methodology Customer Forecast Population Forecast Woods & Poole Economics Montana and NWE service territory forecasted population growth rate: 20-year average 0.9% but marginally declines throughout forecast Customer Forecast Methodology Residential & GS1 Secondary customer forecasts are based on regression models using NWE service territory population and, for GS1 Secondary, service territory total employment as the explanatory variables GS1 Primary customers grow at 1 customer per year to reflect historical growth All other customer classes held constant at 2017 actual levels 4
5 Default Supply load by class
6 NWE service territory population drivers Largest 7 Counties in NWE Service Territory Population Growth Rates 3.0% 2.5% 2.6% 2.0% 1.5% 1.0% 0.9% 1.0% 0.7% 1.1% 0.9% 0.8% 0.5% 0.0% 0.1% 0.2% 6
7 Montana people per household Montana People per Household source: Woods & Poole
8 NWE MT population projection scenarios 2018 Montana Population Forecast Scenarios LOW CASE BASE CASE HIGH CASE 1/2 Base Case Growth Woods & Poole Projection 1 1/2 Base Case Growth MT Pop % Growth Net Inc MT Pop % Growth Net Inc MT Pop % Growth Net Inc ,051, % 9,660 1,051, % 9,660 1,051, % 9, ,056, % 4,879 1,061, % 9,757 1,066, % 14, ,061, % 4,910 1,071, % 9,866 1,080, % 14, ,066, % 4,928 1,080, % 9,948 1,095, % 15, ,071, % 4,956 1,091, % 10,051 1,111, % 15, ,076, % 4,976 1,101, % 10,138 1,126, % 15, ,081, % 4,993 1,111, % 10,220 1,142, % 15, ,086, % 5,012 1,121, % 10,306 1,158, % 15, ,091, % 5,016 1,132, % 10,361 1,174, % 16, ,096, % 5,013 1,142, % 10,403 1,190, % 16, ,101, % 5,004 1,152, % 10,431 1,206, % 16, ,106, % 4,992 1,163, % 10,454 1,223, % 16, ,111, % 4,978 1,173, % 10,472 1,239, % 16, ,116, % 4,967 1,184, % 10,495 1,256, % 16, ,120, % 4,879 1,194, % 10,354 1,272, % 16, ,125, % 4,787 1,204, % 10,204 1,289, % 16, ,130, % 4,711 1,214, % 10,084 1,305, % 16, ,135, % 4,633 1,224, % 9,959 1,321, % 16, ,139, % 4,556 1,234, % 9,834 1,337, % 15, ,144, % 4,487 1,244, % 9,723 1,353, % 15, ,148, % 4,424 1,254, % 9,624 1,368, % 15, ,152, % 4,362 1,263, % 9,525 1,384, % 15, Avg 0.4% 4, % 10, % 15, Avg 0.9% 8, % 8, % 8,367 Montana averaged 8,367 net new people
9 NWE service territory population projections 2018 NorthWestern Energy Service Territory Population Forecast Scenarios LOW CASE BASE CASE HIGH CASE 1/2 Base Case Growth Woods & Poole Projection 1 1/2 Base Case Growth NWE ST % Growth Net Inc NWE ST % Growth Net Inc NWE ST % Growth Net Inc , % 7, , % 7, , % 7, , % 3, , % 7, , % 11, , % 3, , % 7, , % 11, , % 3, , % 7, , % 11, , % 3, , % 7, , % 11, , % 3, , % 7, , % 12, , % 3, , % 7, , % 12, , % 3, , % 8, , % 12, , % 3, , % 8, , % 12, , % 3, , % 8, , % 12, , % 3, , % 8, , % 12, , % 3, , % 8, , % 12, , % 3, , % 8, , % 12, , % 3, , % 8, , % 12, , % 3, , % 8, , % 12, , % 3, , % 7,952 1,007, % 12, , % 3, , % 7,852 1,019, % 12, , % 3, , % 7,756 1,032, % 12, , % 3, , % 7,654 1,044, % 12, , % 3, , % 7,563 1,056, % 12, , % 3, , % 7,480 1,069, % 12, , % 3, , % 7,401 1,081, % 12, Avg 0.4% 3, % 7, % 12, Avg 0.9% 6, % 6, % 6,587 9
10 MT population projections 2018 MT Population Projection Scenarios 1,450,000 1,400,000 1,350,000 1,300,000 1,250,000 1,200,000 1,150,000 1,100,000 1,050,000 1,000, /2 Base Case Growth Woods & Poole Projection 1 1/2 Base Case Growth 10
11 Residential customer forecast scenarios 2018 Residential Customer Forecast Summary 11 Population Scenario Low Base High 2017A 295, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , % 0.6% 1.1% 1.6%
12 Residential customer forecast scenarios 430, Residential Customer Forecast Scenarios (by Population Scenario) 410, , , , , , , , , A Low Base High 12
13 Residential customer-additions forecast 2018 Residential Customer Additions Forecast Population Scenario Low Base High 2017A 4,078 4,078 4, ,870 3,648 5, ,788 3,593 5, ,794 3,621 5, ,803 3,657 5, ,811 3,689 5, ,816 3,717 5, ,821 3,745 5, ,822 3,764 5, ,820 3,777 5, ,817 3,788 5, ,812 3,794 5, ,806 3,799 5, ,801 3,806 6, ,768 3,752 5, ,734 3,697 5, ,705 3,650 5, ,677 3,605 5, ,648 3,558 5, ,622 3,516 5, ,598 3,477 5, ,575 3,440 5, Avg 1,752 3,672 5, Avg 3,379 3,379 3,379 13
14 GS1 Secondary customer forecast scenarios 2018 GS1 Secondary Customer Forecast Summary 14 Population Scenario Low Base High 2017A 66,323 66,323 66, ,016 67,409 67, ,730 68,523 69, ,447 69,643 70, ,165 70,771 72, ,887 71,909 73, ,612 73,053 75, ,335 74,202 77, ,058 75,354 78, ,780 76,508 80, ,498 77,662 82, ,214 78,817 83, ,925 79,969 85, ,635 81,121 86, ,333 82,258 88, ,022 83,381 90, ,702 84,491 91, ,373 85,588 93, ,036 86,673 94, ,692 87,749 96, ,343 88,814 98, ,989 89,873 99, % 0.9% 1.4% 1.9%
15 GS1 Secondary customer forecast scenarios 100, GS1 Secondary Customer Forecast Scenarios (by Population Scenario) 95,000 90,000 85,000 80,000 75,000 70,000 65,000 60, A Low Base High 15
16 GS1 Secondary customer-additions forecast 2018 GS1 Secondary Customer Additions Forecast Population Scenario Low Base High 2017A ,086 1, ,114 1, ,121 1, ,128 1, ,137 1, ,145 1, ,148 1, ,152 1, ,154 1, ,154 1, ,155 1, ,152 1, ,152 1, ,137 1, ,123 1, ,110 1, ,097 1, ,085 1, ,075 1, ,066 1, ,059 1, Avg 701 1,125 1, Avg
17 Total NWE customer forecast comparison Total NWE Electric Customers 500, % Forecast Growth 450, , Frcst 350, Frcst 2017 Frcst 2018 Frcst 300,000 Actual Forecast 250, ,000 Total Customers
18 Residential customer forecast comparison Residential Customers 400, , % Forecast Growth 360, , , Frcst 2016 Frcst 300, Frcst 2018 Frcst 280, ,000 Actual Forecast 240, , ,000 Customers
19 ,000 90,000 85,000 80,000 75,000 70,000 65,000 60,000 55,000 50,000 GS1 Sec customer forecast comparison GS1 Secondary Customers 1.4% Forecast Growth 2015 Frcst 2016 Frcst 2017 Frcst 2018 Frcst Actual Forecast Customers 19
20 Population & customer counts summary Year Montana Population Annual Growth Rate NWE Srvc Territory Population Annual Growth Rate NWE Total Accounts Annual Growth Rate NWE Residential Accounts Annual Growth Rate NWE GS1 Secondary Accounts Annual Growth Rate , , , ,784 49, , % 734, % 315, % 253, % 55, % , % 774, % 338, % 270, % 60, % ,028, % 805, % 359, % 287, % 64, % ,080, % 844, % 383, % 306, % 69, % ,132, % 884, % 407, % 324, % 75, % ,184, % 925, % 432, % 343, % 81, % ,234, % 964, % 456, % 362, % 86, % ,282, % 1,001, % 479, % 379, % 91, % 20
21 2. Normal weather forecast
22 Total degree days Total Degree Days (HDD + CDD) Heating degree day (HDD) = 65 - daily average temp Cooling degree day (CDD) = daily average temp - 65 Prior years forecasts used historical total degree days (1989 current year) Beginning with 2017 forecast, normal weather equals 10-year historical average total degree days 22
23 Climate metrics pointing warmer 10,000 9,000 8,000 NWE Montana Electric HDD 9 Station Weighted Avg 10,000 9,000 8,000 NWE Montana Electric Total Degree Days 9 Station Weighted Avg 7,000 6,000 Linear (HDD) 7,000 6,000 Linear (Total DD) 5,000 5,000 4,000 4, NWE Montana Electric CDD 9 Station Weighted Avg NWE Montana Avg Temperature 9 Station Weighted Avg Linear (CDD) (F) since 2005, higherhighs and higher lows Linear (Avg Temp)
24 24 10,000 9,500 9,000 8,500 8,000 7,500 7,000 Total degree day forecast Total Degree Day Forecast 10 Year Average Actual Forecast 8,094 7,997 7,937 Total Degree Days Year Avg 20 Year Avg 30 Year Avg
25 3. Demand Side Management (DSM) and Net Energy Metering (NEM)
26 DSM plan - Energy and Peak forecasts incorporate new 20- year DSM plan of 4 amw/year (78 amw ) - The old DSM plan consisted of 6 amw/year (84 amw ) 26
27 DSM plans summary 2009 DSM Plan 2017 DSM Plan Combined Plans 15 Years / 84 amw 20 Years / 78 amw 27 Years / 120 amw Annual Annual Cumulative Annual Annual Cumulative Annual Annual Cumulative amw MWh MWh amw MWh MWh amw MWh MWh ,180 48, ,106 38, ,180 48, , , ,106 76, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ,146 Total , , , , , , , , , , , , , , , , , , , , ,272 Total , , , , , , , , , , , ,025 1,016, ,025 1,049,448 Total ,049,448 27
28 DSM peak shaving contribution New DSM Plan Peak Shaving Forecast Including Losses Peak Shaving Cumulative Winter Summer DSM December July amw MW MW
29 Total net metering Total Net Meter Installed Capacity Total Net Meter Customers MW ,500 2,000 1,500 1, , Photovoltaic Wind Other (hydro) Photovoltaic Wind Other (hydro) Total Net Meter Annual Growth Rates Total Net Meter Annual Energy Generation 30% 25% 20% 15% 10% 5% 0% MWh 16,000 14,000 12,000 10,000 8,000 6,000 4,000 2, Capacity MW Customers Photovoltaic Wind Other (hydro) 29
30 Solar-PV net metering Solar PV Installed Capacity Solar PV Customers MW Jan 18 2,500 2,000 1,500 1, , Jan 18 Residential Commercial Residential Commercial Solar PV Annual Growth Rates Solar PV Annual New Customer Additions 35.0% % % % % % % % Jan 18 Capacity MW Customers Residential Commercial 30
31 Net-Meter system cost trend $9,000 Net Meter System Cost of Installation Trend $8,000 $7,000 $/kw $6,000 $5,000 $4,000 $3,000 $2,
32 Net Meter solar PV forecast scenarios Solar PV Net Meter Forecast > Based on Navigant NEM Study (Navigant's solar net meter penetration forecast informed by NREL's penetration study in 2017) Installed Capacity (MW) Growth Assumptions Low Growth Case Base Growth Case High Growth Case Residential Commercial Total Growth Residential Commercial Total Growth Residential Commercial Total Growth % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % 32
33 Net Meter solar PV forecast scenarios Residential Solar PV Forecast Installed Capacity (MW) Commercial Solar PV Forecast Installed Capacity (MW) MW MW Low Growth Case Base Growth Case High Growth Case Low Growth Case Base Growth Case High Growth Case Total Solar PV Net Meter Medium Case Forecast Installed Capacity (MW) MW Residential Commercial
34 Net Meter solar PV contribution to summer peak Solar PV Net Meter Forecast Contribution to NWE Peak Load (MW) Excludes Losses Peak Capacity Factor for MT (SPP Model) 52% 34 Contribution to Summer Peak Low Base High In
35 Net Meter solar PV contribution to annual energy Solar PV Net Meter Forecast > Based on Navigant NEM Study (Navigant's solar net meter penetration forecast informed by NREL's penetration study in 2017) Energy Production (MWh) Excludes Losses Capacity Factor 15% Low Growth Case Base Growth Case High Growth Case Residential Commercial Total Growth Residential Commercial Total Growth Residential Commercial Total Growth ,611 1,539 4,150 2,611 1,539 4,150 2,611 1,539 4, ,198 1,887 5,085 23% 3,198 1,887 5,085 23% 3,198 1,887 5,085 23% ,293 2,237 6,530 28% 4,293 2,237 6,530 28% 4,293 2,237 6,530 28% ,625 2,868 8,761 34% 5,625 2,868 8,761 34% 5,625 2,868 8,761 34% ,408 3,650 10,982 25% 7,408 3,650 10,982 25% 7,408 3,650 10,982 25% ,908 4,668 15,795 44% 9,908 4,668 15,795 44% 9,908 4,668 15,795 44% ,169 7,007 22,175 40% 18,675 6,981 25,656 62% 22,487 6,649 29,136 84% ,178 9,810 29,988 35% 29,687 12,652 42,339 65% 39,896 14,795 54,691 88% ,918 13,250 39,169 31% 43,018 20,764 63,782 51% 60,744 27,651 88,395 62% ,284 18,217 49,501 26% 55,800 34,716 90,516 42% 79,041 52, ,531 49% ,926 24,385 61,310 24% 66,573 52, ,204 32% 91,149 85, ,098 35% ,946 32,714 74,661 22% 75,297 71, ,577 23% 101, , ,494 23% ,987 43,135 90,122 21% 81,145 91, ,047 18% 106, , ,972 17% ,382 56, ,605 21% 88, , ,782 14% 118, , ,960 12% ,241 71, ,136 19% 93, , ,251 12% 127, , ,367 9% ,451 89, ,970 18% 100, , ,229 10% 139, , ,487 7% , , ,346 15% 106, , ,956 8% 150, , ,567 6% , , ,971 11% 111, , ,312 6% 160, , ,653 4% , , ,768 9% 114, , ,206 5% 168, , ,645 3% , , ,915 8% 119, , ,952 4% 176, , ,990 2% , , ,329 6% 123, , ,192 4% 183, , ,055 2% , , ,241 5% 127, , ,918 3% 190, , ,596 2% , , ,914 4% 131, , ,399 3% 196, , ,884 2% , , ,024 3% 135, , ,671 2% 203, , ,318 2% , , ,563 2% 139, , ,417 2% 211, , ,270 2% , , ,484 2% 144, , ,406 2% 219, , ,328 2% , , ,553 1% 149, , ,393 2% 228, , ,233 2% 35
36 4. Peak demand forecast
37 Peak demand forecast methodology Peak Demand Forecast Methodology Regression For the summer peak forecast, peak-day max temperature, monthly energy, and customers used as explanatory variables» 10-year average peak-day max temperatures assumed in forecast For the winter peak forecast, peak-day heating degree days, monthly energy, and customers used as explanatory variables» 10-year average peak-day heating degree days assumed in forecast 37
38 Summer peak forecast results Historic and Forecast Values Include Losses Summer 2018 Less Less 2018 Regression DSM 2 NEM 1,2 Forecast Avg Growth Rate 1.1% 0.2% Avg Increase (MW) Navigant medium case solar pv net meter forecast 2 Incremental DSM and NEM
39 Summer peak forecast results Summer Peak Forecast Comparison Including DSM & NEM MW Forecast 2017 Forecast 2015 Forecast
40 Summer peak forecast regression results Summer Peak Regression Results R Square = Actual & Regression MW Actual Forecast Fitted Average Load Factor (70%) 40
41 Winter peak forecast results Historic and Forecast Values Include Losses Winter 2018 Less Less 2018 Regression DSM NEM 1,2 Forecast Avg Growth Rate 0.9% 0.5% Avg Increase (MW) No NEM impact on Winter peak assumed 2 Incremental DSM
42 Winter peak forecast results Winter Peak Forecast Comparison Including DSM MW Forecast 2017 Forecast 2015 Forecast
43 Winter peak forecast regression results Winter Peak Regression Results R Square = MW Actual Forecast Actual & Regression Fitted Average Load Factor (72%) 43
44 summer vs winter peak forecast 2018 Winter vs Summer Peak Forecast Including DSM & NEM MW Winter Summer
45 summer vs winter peak forecast 2015 Winter vs Summer Peak Forecast Including DSM MW Winter Summer
46 5. Energy forecast
47 Energy forecast methodology Energy Forecast Methodology For forecast years , Residential & GS1 Secondary load forecasts based on regression model using customer counts and 10-year average degree days (normal weather) as explanatory variables For forecast years , Residential & GS1 Secondary load forecasts based upon NorthWestern s 5-year plan to capture short-term drivers of electric load growth, such as Bozeman area growth, and to transition from actual loads better All other customer classes based on recent actuals or averages, with known changes applied 47
48 Default supply forecast 20-Year Default Load, Incremental DSM, and Incremental NEM Forecasts Default Load Excluding Future DSM & NEM Incremental DSM Energy Savings Incremental NEM - Photovoltaic Incremental NEM - Photovoltaic Default Load Including Future DSM & NEM amw amw Installed MW 15% CF amw Avg Growth Rate 1.0% 15.2% 18.9% 18.9% 0.4% All values include losses except NEM - Photovoltaic Installed MW 48
49 20-year load forecast NorthWestern Energy Long-term Load Forecast Includes Losses, DSM, and Solar PV-NEM Year Total Control Area Annual Growth Rate Default Supply Annual Growth Rate Industrial Annual Growth Rate Commercial Annual Growth Rate Residential Annual Growth Rate ,361,848 5,624,145 3,030,843 2,987,179 2,149, ,815, % 5,980, % 3,168, % 3,230, % 2,244, % ,953, % 6,218, % 2,870, % 3,401, % 2,518, % ,280, % 6,434, % 3,078, % 3,454, % 2,555, % ,557, % 6,758, % 4,038, % 3,582, % 2,743, % ,728, % 6,828, % 4,145, % 3,607, % 2,781, % ,841, % 6,942, % 4,145, % 3,656, % 2,846, % ,993, % 7,094, % 4,145, % 3,743, % 2,910, % 20 YR CAGR 0.5% 0.4% 1.5% 0.5% 0.4% 49
50 Default supply forecast Total Energy Supply Load - Actual and Forecast At the meter before losses, forecast includes DSM & NEM 7,500, % Forecast Growth 7,000,000 6,500,000 MWh 6,000,000 5,500, Frcst 2016 Frcst 2017 Frcst 2018 Frcst 5,000,000 Actual - Not Weather Normalized Forecast - Weather Normalized 4,500,000 4,000,
51 Residential forecast Residential Load - Actual & Forecast At the meter before losses, forecast includes DSM & NEM 2,900, % Forecast Growth 2,700,000 2,500,000 MWh 2,300, Frcst 2016 Frcst 2017 Frcst 2018 Frcst 2,100,000 1,900,000 Actual - Not Weather Normalized Forecast - Weather Normalized 1,700,000 1,500,
52 GS1 Secondary forecast GS1 Secondary Load - Actual & Forecast At the meter before losses, forecast includes DSM & NEM 3,800, % Forecast Growth 3,600,000 3,400,000 3,200, Frcst MWh 3,000,000 2,800, Frcst 2017 Frcst 2018 Frcst 2,600,000 2,400,000 2,200,000 Actual - Not Weather Normalized Forecast - Weather Normalized 2,000,
53 53 Default supply load and DSM/NEM forecast
54 Residential use per customer Residential Weather Normalized Use Per Customer Forecast Includes DSM & NEM MWh / Customer
55 Residential use per customer Residential Actual Use Per Customer MWh / Customer
56 GS1 Secondary use per customer GS1 Sec Weather Normalized Use Per Customer Forecast Includes DSM & NEM MWh / Customer
57 GS1 Secondary use per customer GS1 Secondary Actual Use Per Customer MWh / Customer
58 58
Total Retail Electric Customers
Model Inputs New Resource Cost and Production Characteristics Integration and Ancillary Services Costs Historical Weather and Retail Load Forecast Carbon Costs GenTrader PowerSimm Cost and Energy Contribution
More informationIndiana Electricity Projections: The 2018 Forecast Update
Indiana Electricity Projections: The 2018 Forecast Update State Utility Forecasting Group The Energy Center at Discovery Park Purdue University West Lafayette, Indiana October 2018 Summary This report
More informationMISO Energy and Peak Demand Forecasting for System Planning
MISO Energy and Peak Demand Forecasting for System Planning Prepared by: Douglas J. Gotham Liwei Lu Fang Wu David G. Nderitu Timothy A. Phillips Paul V. Preckel Marco A. Velastegui State Utility Forecasting
More informationPrivate Generation Long-Term Resource Assessment ( )
Private Generation Long-Term Resource Assessment Prepared for: PacifiCorp Prepared by: Karin Corfee Shalom Goffri Andrea Romano July 29 th, 2016 Corrected: December 22 nd, 2016 Navigant Consulting, Inc.
More informationCENTRAL HUDSON GAS & ELECTRIC CORPORATION CASE 17-E- & 17-G- EAM PANEL SCHEDULE OF EXHIBITS
EAM PANEL SCHEDULE OF EXHIBITS CARBON INTENSITY EAM- CO₂ INTENSITY TARGETS & CARBON DIOXIDE CARBON INTENSITY EAM- CO₂ INTENSITY TARGETS & CO 2 CARBON INTENSITY EAM- CARBON MARKET PROFILE UTILITY FUNDING
More informationThe data inputs and assumptions underlying this Reference Case are described in the Assumptions Book.
MEMORANDUM To: From: Caroline Garber, Chief, Environmental Studies Section, WI DNR Kris Krause, Co-Chair, GWTF Technical Advisory Committee George Edgar, Co-Chair, GWTF Technical Advisory Committee Glen
More information2018 Long Term Forecast
2018 Long Term Forecast Arthur Maniaci SUPERVISOR, LOAD FORECASTING & ENERGY EFFICIENCY Electric System Planning Working Group March 13, 2018, Rensselaer, NY Principal Factors Affecting the 2018 Baseline
More informationINDIANA UTILITY DEMAND & RATES FORECAST
INDIANA UTILITY DEMAND & RATES FORECAST Presented to: Solar Energy Applications for Agriculture Workshop Rochester, IN Presented by: Douglas Gotham November 12, 2014 1 Highlights 2013 forecast growth is
More information!! BEC!2014<2029!LOAD!FORECAST!
LoadForecast,BeartoothElectricCooperative,Inc. 2014
More informationTechno-economic assessment of potential CCS deployment in the Southern African region
Techno-economic assessment of potential CCS deployment in the Southern African region, ERC in conjunction with World Bank Dubrovnik, Croatia, 4th May 2011 Techno-economic assessment of potential CCS deployment
More informationTEP-UNS Electric Load and Peak Demand Forecast Overview
TEP-UNS Electric Load and Peak Demand Forecast Overview Jon M. Bowman Senior Supply-Side Planner TEP and UES Resource Planning Workshop 1 Objectives Provide an overview of the load and peak demand forecasts
More informationPotential Load Forecast Enhancements
Potential Load Forecast Enhancements Load Analysis Subcommittee March 14, 2018 Issue and Potential Proposed Solution Background 3 Winter 10CP Model Error by Forecast Vintage 0 Year Out Forecast 4 Development
More information2016 Indiana Renewables Study & 2015 Forecast
2016 Indiana Renewables Study & 2015 Forecast Presented by: Douglas J. Gotham, Director State Utility Forecasting Group Purdue University Presented to: Interim Study Committee on Energy, Utilities, and
More information2015 NEW ORLEANS IRP - DRAFT
SPO PLANNING ANALYSIS 2015 NEW ORLEANS IRP - DRAFT Modeling Overview FEBRUARY 26, 2015 INTRODUCTION The following topics will be discussed: OVERVIEW OF THE PORTFOLIO ANALYTICS Resource Actions from 2012
More informationEnsuring Reliability in ERCOT
Ensuring Reliability in ERCOT Beth Garza Director, ERCOT IMM bgarza@potomaceconomics.com 512-225-7077 February 27, 2018 2 Data Comparisons ERCOT Population (million) 24 80 Germany Annual electricity consumption
More information2016 Integrated Resource Plan Public Webinar Series
2016 Integrated Resource Plan Public Webinar Series Part 3: Supply Side Options Wyoming Municipal Power Agency July 5, 2016 Agenda Projected Need Supply Side Options Expansion Plan Analysis Next Steps
More information2014 Power Supply Assessment
2014 Power Supply Assessment WECC Staff September 2014 155 North 400 West, Suite 200 Salt Lake City, Utah 84103-1114 2014 Power Supply Assessment ii Contents Introduction... 1 Purpose... 1 Methodology...
More information2016 Electric Resource Plan Modeling Assumptions Update
Page 1 of 16 Public Service Company of Colorado 2016 Electric Resource Plan Modeling Assumptions Update (CPUC ) August 2017 xcelenergy.com 2016 Xcel Energy Inc. Xcel Energy is a registered trademark of
More informationHousing Market Update Greater Moncton. Housing market intelligence you can count on
Housing Market Update Greater Moncton Housing market intelligence you can count on Housing Market Drivers Multi-Residential/Rental Market New Home Market Single Family Homes Resale Market 2013/2014 Outlook
More informationAppendix D: Program Level Savings, Costs and Cost-Effectiveness
Appendix D: Program Level Savings, Costs and Cost-Effectiveness Cumulative MWh Savings Forecast, ENO Residential Lighting & Appliances Residential 35,459 43,647 38,440 39,395 20,367 28,173 23,773 24,386
More informationB O N N E V I L L E P O W E R A D M I N I S T R A T I O N White Book
Steve Bellcoff BONNEVILLE POWER ADMINISTRATION Long Term Power Planning srbellcoff@bpa.gov P 503-230-3319 What is the White Book Presentation Outline Major Changes since 2015 White Book Federal System
More informationBob Costello Chief Economist & Vice President American Trucking Associations. Economic & Motor Carrier Industry Trends. September 10, 2013
Bob Costello Chief Economist & Vice President American Trucking Associations Economic & Motor Carrier Industry Trends September 10, 2013 The Freight Economy Washington continues to be a headwind on economic
More informationOverview of Assumptions
Overview of Assumptions 1 Assumptions Overview The following slides summarize the sources for key assumptions used in the analysis The NJ BPU and DEP specified the assumptions and scenario design for the
More informationRED DEER HOUSING MARKET OUTLOOK
RED DEER - JUNE 3, 2009 RED DEER HOUSING MARKET OUTLOOK Regine durand Market Analyst - CMHC Prairie and Territories 50,000 48,000 46,000 44,000 42,000 40,000 38,000 36,000 34,000 32,000 30,000 28,000 Red
More informationCOMPARISON OF FIXED & VARIABLE RATES (25 YEARS) CHARTERED BANK ADMINISTERED INTEREST RATES - PRIME BUSINESS*
COMPARISON OF FIXED & VARIABLE RATES (25 YEARS) Fixed Rates Variable Rates FIXED RATES OF THE PAST 25 YEARS AVERAGE RESIDENTIAL MORTGAGE LENDING RATE - 5 YEAR* (Per cent) Year Jan Feb Mar Apr May Jun Jul
More informationPortuguese Market Outlook up to 2040
Portuguese Market Outlook up to 2040 POYRY A report to APREN Disclaimer The results and conclusions here presented are the outcome of an outsourced study developed by Pöyry, with APREN s guidance, but
More informationUK Energy Futures. Richard Smith Head of Energy Strategy & Policy
UK Energy Futures Richard Smith Head of Energy Strategy & Policy September 2012 Our 2012 scenario development Jan. Feb. Mar. Apr. May Jun. Jul. Aug. Sep. Oct. Nov. Dec. Stakeholder workshops (London &
More informationGrowth Trends in Hampton Roads
Presentation to the Isle of Wight County Board of Supervisors Growth Trends in Hampton Roads Hampton Roads Planning District Commission Greg Grootendorst Chief Economist September 19, 2014 Looking to 2040
More informationEnergy Efficiency in California Some Possible Lessons for Ontario 20 March 2006
Energy Efficiency in California Some Possible Lessons for Ontario 20 March 2006 Arthur H. Rosenfeld, Commissioner California Energy Commission (916) 654-4930 ARosenfe@Energy.State.CA.US http://www.energy.ca.gov/commission/commissioners/rosenfeld.html
More informationREPORT OF THE ENGINEERING & PLANNING DEPARTMENT PLANNING DIVISION
REPORT OF THE ENGINEERING & PLANNING DEPARTMENT PLANNING DIVISION 2008 09 22 TO: Mayor John Rowswell and Members of City Council SUBJECT: Official Plan Review 2008 Part 1 - Population and Household Projections
More information2017 Nebraska Profile
2017 Nebraska Profile State, 9 NEW Regions, 93 Counties, plus 31 Cities Three Volumes Demographic Change in the State Economic Influences at Work Housing Statistics and Trends Summary of Findings Discuss
More informationGuidelines for Providing Access to Public Transportation Stations APPENDIX C TRANSIT STATION ACCESS PLANNING TOOL INSTRUCTIONS
APPENDIX C TRANSIT STATION ACCESS PLANNING TOOL INSTRUCTIONS Transit Station Access Planning Tool Instructions Page C-1 Revised Final Report September 2011 TRANSIT STATION ACCESS PLANNING TOOL INSTRUCTIONS
More informationUnderstanding Offshore Wind s Enhanced Peak Load Coincidence for East Coast Transmission Systems
WINDPOWER 2013 Conference Chicago, May 8, 2013 Understanding Offshore Wind s Enhanced Peak Load Coincidence for East Coast Transmission Systems Bruce Bailey, Ph.D. President/CEO Co Authors: Whitney Wilson,
More informationMarket Update. Randy Tinseth Vice President, Marketing Boeing Commercial Airplanes. Copyright 2016 Boeing. All rights reserved.
Market Update The statements contained herein are based on good faith assumptions are to be used for general information purposes only. These statements do not constitute an offer, promise, warranty or
More informationThe Outlook for Real Estate and Residential Construction. Patrick M. Barkey, Director Bureau of Business and Economic Research University of Montana
The Outlook for Real Estate and Residential Construction Patrick M. Barkey, Director Bureau of Business and Economic Research University of Montana Montana s Real Estate Performance: Getting Back to Boom
More informationWebinar: Trends in renewable energy support
Webinar: Trends in renewable energy support Is the Spanish case a forerunner for the rest of the EU? Matthew Jones Senior Analyst EU Power & Carbon Anise Ganbold Senior Analyst EU Power & Carbon 12 July
More informationWind Power. Kevin Clifford METR 112 April 19, 2011
Wind Power Kevin Clifford METR 112 April 19, 2011 Outline Introduction Wind Turbines Determining Wind Power Output The Price of Wind Power Wind Power Availability across the World and US California Wind
More informationPreliminary 2019 Load Forecast
Preliminary 2019 Load Forecast Load Analysis Subcommittee November 27, 2018 Agenda 2019 Preliminary Load Forecast Review Summer Results Decomposition of Change Winter Results Decomposition of Change Adjustment
More informationReport from the Council
Report from the Council NW Hydroelectric Association Spokane WA October 30, 2014 Tom Karier NW Power and Conservation Council Topics 1. Highlights of the 6 th Plan (2010) 2. What actually happened 3. What
More informationDistributed generation spiral of growth. Isaac Dyner, Sebastián Zapata, Maritza Jiménez, Mónica Castañeda Nivalde de Castro and GESEL group
Distributed generation spiral of growth Isaac Dyner, Sebastián Zapata, Maritza Jiménez, Mónica Castañeda Nivalde de Castro and GESEL group Content 1 2 3 4 5 6 7 Introduction Energy trend Rethinking traditional
More informationBy Dr Ahmad Fauzi Bin Puasa (AMN) Deputy Director of MIER
By Dr Ahmad Fauzi Bin Puasa (AMN) Deputy Director of MIER MALAYSIA Source: DOSM (2017) 2 PROFILE ALL STATES 2015 Area: 795 KM 2 Population: 0.25 mill GDP: RM 4,917 mill GDP per Capita: RM 21,413 Area:
More informationAEO 2007 Projections. John Cymbalsky Presentation to EFG May 3, EFG 2007 Meeting 1
AEO 2007 Projections John Cymbalsky Presentation to EFG May 3, 2007 EFG 2007 Meeting 1 Annual Electricity Sales by Sector, 1980-2030 billion kilowatthours 2,000 Commercial Residential 1,500 1,000 Industrial
More informationPacific Gas and Electric Company Monthly Report On Interruptible Load and Demand Response Programs for June 2012
Monthly Report On Interruptible Load and Demand Response Programs for July 23, 2012 ( PG&E ) hereby submits this report on Interruptible Load and Demand Response Programs for. This report is being served
More informationForecasting. Forecasting In Practice
ing Dr. Richard de Neufville Professor of Engineering Systems and Civil and Environmental Engineering Massachusetts Institute of Technology ing In Practice Objective: To present procedure. Topics: 1. Premises
More informationAirport Forecasting Prof. Richard de Neufville
Airport Forecasting Prof. Richard de Neufville Istanbul Technical University Air Transportation Management M.Sc. Program Airport Planning and Management / RdN Airport Planning and Management Module 07
More informationMarket Interactions between Aquaculture and Capture Fisheries: an Empirical Application to the Sockeye Salmon Fisheries in Bristol Bay, Alaska
Market Interactions between Aquaculture and Capture Fisheries: an Empirical Application to the Sockeye Salmon Fisheries in Bristol Bay, Alaska Diego Valderrama and James L. Anderson Department of Environmental
More informationWB Funding Needs and Options for HCFC and HFC Phase-out: Results from modeling impact, co-benefits and costs
WB Funding Needs and Options for HCFC and HFC Phase-out: Results from modeling impact, co-benefits and costs Thanavat Junchaya MP Coordination, World Bank International Sustainable Cooling Conference &
More informationFINANCING THE ENERGY TRANSITION
FINANCING THE ENERGY TRANSITION CLEAN ENERGY INVESTMENT TRENDS: HISTORY AND PROSPECTS GUY TURNER CHIEF ECONOMIST PRESENTATION TITLE, DAY MONTH YEAR 1 CONTENTS 1. Global investment patterns to date 2. UK
More informationSafety Monitor and Firm Gas Monitor Requirements. September 2007
Introduction This document sets out Safety Monitors and Firm Gas Monitors for the 2007/8 winter, pursuant to National Grid s obligations under the Uniform Network Code (UNC), Section Q. Safety monitors
More informationImpacts of CO2 Restrictions on Indiana Electricity Prices
Impacts of CO2 Restrictions on Indiana Electricity Prices presented by: Douglas J. Gotham State Utility Forecasting Group presented to: Indiana Utility Regulatory Commission April 9, 2008 Outline Background
More informationTHE MOST INFORMATIVE EVENT COVERING REAL ESTATE INVESTMENTS
THE MOST INFORMATIVE EVENT COVERING REAL ESTATE INVESTMENTS 2014 U.S. Economic, Capital Markets, and Retail Market Overview and Outlook Retail Trends 2014 U.S. Economic Overview and Outlook Total Employment
More informationThe transition to sustainable energy
ATSE Symposium The transition to sustainable energy Peter Littlewood 8 Nov 2016 The changing world economy Index 180 170 160 150 140 130 120 110 100 90 Economies less energy intensive Electricity less
More informationECONOMIC ACTIVITY REPORT SEPTEMBER September 2018 Kristoffer Eide Hoen Anders Wettre
ECONOMIC ACTIVITY REPORT SEPTEMBER 2018 27 September 2018 Kristoffer Eide Hoen Anders Wettre END OF AN ERA OF STRONG GROWTH Selected contracting markets CAGR* 2014 2017 Greater Gothenburg 23% Greater Malmö
More information2013 Integrated Resource Plan September 24, 2012
2013 Integrated Resource Plan September 24, 2012 Planning Reserve Margin Methodology Price Scenarios 1 Agenda Planning Reserve Margin Methodology Price Scenarios / Modeling Methodology Natural Gas Carbon
More informationCalgary Transit Route 302 Southeast BRT Year One Review June
Calgary Transit Route 302 Southeast BRT Year One Review 2011 June Calgary Transit Route 302 Southeast BRT: Year One Review 2011 April Table of Contents 1.0 Executive Summary... 1 2.0 Introduction... 3
More informationElectricity Price Impacts from CO2 Restrictions
Electricity Price Impacts from CO2 Restrictions presented by: Douglas J. Gotham State Utility Forecasting Group presented to: Indiana Center for Coal Technology Research March 6, 2008 Outline Background
More informationWater Resources Planning Department. Projection Analysis Work Sheets for Bakersfield District. Printed on 4/12/2016 at 2:11 PM
Water Resources Planning Department Projection Analysis Work Sheets for Bakersfield District 2015 Printed on 4/12/2016 at 2:11 PM Table of Contents for Worksheets Worksheet Title 1 Annual Services 2 Service
More informationITALIAN PV MARKET WORKSHOP ON PV INCENTIVE PROGRAMS
ITALIAN PV MARKET WORKSHOP ON PV INCENTIVE PROGRAMS Rome, March 8 th 2004 THE ITALIAN PV MARKET A Young Market Net Metering permitted only since Dec. 2000 Subsidy Programme launched in 2001 Managed by
More informationDes Moines Area MPO Safety Performance Targets and Methodology
Des Moines Area MPO Safety Performance Targets and Methodology February 2019 2 P a g e CONTENTS BACKGROUND... 3 Safety Goals in Mobilizing Tomorrow... 3 STATEWIDE TARGETS... 4 DES MOINES AREA MPO SAFETY
More informationIndiana Electricity Projections and Renewable Energy
Indiana Electricity Projections and Renewable Energy Presented by: Douglas J. Gotham, Director State Utility Forecasting Group Purdue University Presented to: 2012 Energy & Water Education Conference Indianapolis,
More informationMANITOBA'S ABORIGINAL COMMUNITY: A 2001 TO 2026 POPULATION & DEMOGRAPHIC PROFILE
MANITOBA'S ABORIGINAL COMMUNITY: A 2001 TO 2026 POPULATION & DEMOGRAPHIC PROFILE MBS 2005-4 JULY 2005 TABLE OF CONTENTS I. Executive Summary 3 II. Introduction.. 9 PAGE III. IV. Projected Aboriginal Identity
More informationENERGY TRANSITION PATHWAYS FOR THE 2030 AGENDA IN ASIA AND THE PACIFIC
ENERGY TRANSITION PATHWAYS FOR THE 2030 AGENDA IN ASIA AND THE PACIFIC Mr Hongpeng Liu Director, Energy Division, Economic and Social Commission for Asia and the Pacific Objectives and progress of the
More informationBike Planner Overview
Bike Planner Overview A Web-based Sketch Planning Tool for Los Angeles County presented by William E. Walter, GISP April 12, 2017 GIS-T Transportation leadership you can trust. Bike Planner Overview Guiding
More informationCOV DEBT CAPACITY April 5, 2016
COV DEBT CAPACITY April 5, 2016 Presentation Objectives: a) Background Information on Tax Rate Limitation; b) Bond Market Review; c) Current General Obligation Debt Outstanding; d) Taxable Assessed Valuation
More informationCHAPTER 4: IDENTIFICATION OF ROAD SYSTEM DEFICIENCIES: TRANSPORTATION PLANNING MODEL
CHAPTER 4: IDENTIFICATION OF ROAD SYSTEM DEFICIENCIES: TRANSPORTATION PLANNING MODEL I. INTRODUCTION Transportation planning models are the primary tools used to predict future travel conditions. With
More informationWater & Sewer Rate Study
Water & Sewer Rate Study Presented by: Chris Gonzalez, Project Manager August 22, 2018 Agenda Discussion of Key Policy Questions Water/Sewer Revenue Requirements Water Cost-of-Service Analysis Water Rate
More informationEstimating Paratransit Demand Forecasting Models Using ACS Disability and Income Data
Estimating Paratransit Demand Forecasting Models Using ACS Disability and Income Data Presenter: Daniel Rodríguez Román University of Puerto Rico, Mayagüez Co-author: Sarah V. Hernandez University of Arkansas,
More information2019 Development Charge Study: Historical Service Standards. Development Charges Stakeholders Sub-Committee City of Hamilton September 13, 2018
2019 Development Charge Study: Historical Service Standards Development Charges Stakeholders Sub-Committee City of Hamilton September 13, 2018 Agenda Service Standards Service Standards Service Standard
More informationVOLUME 5 Technology and Option Evaluation
VICTORIA REGIONAL RAPID TRANSIT Victoria / West Shore Link VOLUME 5 Technology and Option Evaluation August 2011 Prepared for BC Transit by SNC-Lavalin Inc McElhanney Consulting Services Ltd Errata 1.
More informationWholesale Electricity Price and Retail Requirements, and Natural Gas Price Forecasts. Michael Schilmoeller Power Committee Thursday January 8, 2009
Wholesale Electricity Price and Retail Requirements, and Natural Gas Price Forecasts Michael Schilmoeller Power Committee Thursday January 8, 2009 Overview Wholesale electricity prices Energy requirements
More informationDEVELOPMENT OF A SET OF TRIP GENERATION MODELS FOR TRAVEL DEMAND ESTIMATION IN THE COLOMBO METROPOLITAN REGION
DEVELOPMENT OF A SET OF TRIP GENERATION MODELS FOR TRAVEL DEMAND ESTIMATION IN THE COLOMBO METROPOLITAN REGION Ravindra Wijesundera and Amal S. Kumarage Dept. of Civil Engineering, University of Moratuwa
More informationFinal Technical Report RAILYARD ALIGNMENT AND BENEFITS STUDY. Appendix F: Traffic Analysis, I 280
Final Technical Report RAILYARD ALIGNMENT AND BENEFITS STUDY Appendix F: Traffic Analysis, I 280 MEMORANDUM Date: To: From: Subject: Susan Gygi, San Francisco Planning Department Dennis Lee and Eric Womeldorff
More informationNY Wind Overview and 2016 Operation
NY Wind Overview and 216 Operation Tolu Dina Supervisor, Operations Analysis & Services MIWG October 16, 217, Rensselaer, NY DRAFT FOR DISCUSSION PURPOSES ONLY Agenda Overview of NY Wind Wind Curtailment
More informationPopulation & Demographics
Population & Demographics Conditions and Trends When looking at trends in the total number of people living in Windham (population) and at the characteristics of the people who live here by factors such
More informationThe Case for New Trends in Travel
The Case for New Trends in Travel The Future of Cities and Travel Steven E. Polzin, PhD. Center for urban Transportation Research University of South Florida October 19, 2008 Successful Strategies from
More informationAcknowledgements. Ms. Linda Banister Ms. Tracy With Mr. Hassan Shaheen Mr. Scott Johnston
Acknowledgements The 2005 Household Travel Survey was funded by the City of Edmonton and Alberta Infrastructure and Transportation (AIT). The survey was led by a steering committee comprised of: Dr. Alan
More informationYellowknife Area Wind Potential
Yellowknife Area Wind Potential Prepared for by Jean-Paul Pinard, P. Eng., PhD. 703 Wheeler St., Whitehorse, Yukon Y1A 2P6 Tel. (867) 336-2977; Email jpp@northwestel.net, and Annika Trimble (Ed.), Aurora
More informationIntroduction to the power sector baseline scenarios and the IRENA SPLAT-W/MESSAGE tool
Introduction to the power sector baseline scenarios and the IRENA SPLAT-W/MESSAGE tool International Renewable Energy Agency (IRENA) Innovation and Technology Centre Development of the ECOWAS RE and EF
More informationPARKING REVENUE MODEL AN INFORMATIONAL REPORT. Nitin P. Deshpande Jacobs. Errol K. Stevens Regional Transport District - Denver
PARKING REVENUE MODEL AN INFORMATIONAL REPORT Nitin P. Deshpande Jacobs Errol K. Stevens Regional Transport District - Denver SUMMARY Denver, Colorado is the seventh 1 most congested large urban area (over
More informationEnergy Outlook Global and Domestic Trends and Challenges. Dr. John Caldwell Director of Economics, EEI 1
Energy Outlook Global and Domestic Trends and Challenges Dr. John Caldwell Director of Economics, EEI 1 World GDP Growth Other Economies are Outpacing the U.S. Other, 7996.16, 11% Africa, 3962.51, 6% Latin
More informationConsolidated Forecast of Global ARV Demand for Adults: Scenarios, Data and Forecasts
Consolidated Forecast of Global ARV Demand for Adults: Scenarios, Data and Forecasts 2014 2018 John Stover and Adebiyi Adesina: Futures Institute For the Forecasting Technical Working Group: WHO, UNICEF,
More information2016 Annual Passenger Counts
2016 Annual Passenger Counts Board of Directors May 5, 2016 Agenda Item 17 Presentation Outline Purpose and Count Methodology 2016 Challenges 2016 Count Results Summary Next Steps 2 1 Purpose of Ridership
More informationState of American Trucking
State of American Trucking October 11, 2018 Rod Suarez Economic Analyst American Trucking Associations rsuarez@trucking.org Business Cycles U.S. Expansions Duration October 1949 - July 1953 May 1954 -
More informationPREVISIONS PUBLICITAIRES MONDIALES
PREVISIONS PUBLICITAIRES MONDIALES VINCENT.LETANG@MAGNAGLOBAL.COM ABOUT MAGNA Leader in advertising market research, since 1950. Connected to hundreds of media buyers worldwide. 40 reports a year on net
More informationSafety Monitor and Firm Gas Monitor Requirements. September 2008
Introduction This document sets out Safety Monitors and Firm Gas Monitors for the 2008/9 winter, pursuant to National Grid s obligations under the Uniform Network Code (UNC), Section Q. Safety monitors
More informationMBMG Butte Mine Flooding Monthly Report BMFOU Consent Decree BU-SEH Remedial Action Monitoring Program Contract No TO-35 September 2013
MBMG Monthly Report BMFOU Consent Decree 02-35-BU-SEH Remedial Action Monitoring Program Contract No. 400022-TO-35 September 20 The Montana Bureau of Mines and Geology (MBMG) continued to perform monitoring
More informationImpending Shortage of NA Lumber Capacity: Implications for U.S. Southern Industry
Impending Shortage of NA Lumber Capacity: Implications for U.S. Southern Industry Alabama Forest Owners Association Webinar Dr. Lynn O. Michaelis, Partner January 15, 2014 2 Purpose of Today s Presentation
More information32 nd Annual CanaData Construction Forecasts Conference
32 nd Annual CanaData Construction Forecasts Conference Economic Intelligence September 21 st, 2017 Toronto Peter Norman, VP & Chief Economist, Economic Consulting Our Company Structure at a Glance ARGUS
More informationDr Neil J. Bristow. 8 th WSD Steel Success Strategies European Steel Conference London, 30 th November H & W Worldwide Consulting
Dr Neil J. Bristow 8 th WSD Steel Success Strategies European Steel Conference London, 30 th November 2010 neil.j.bristow@hwworldwideconsult.com +61240286268 H & W Worldwide Consulting 1. Brief comparison
More informationSCE s 2017 Integrated Distributed Energy Resources Request for Offers ( IDER RFO ) Bidders Conference
SCE s 2017 Integrated Distributed Energy Resources Request for Offers ( IDER RFO ) Bidders Conference January 19, 2018 Skype Link (for the presentation only): https://webmeeting.sce.com/james.barbour/c1v23wjc
More informationWind Project Siting & Resource Assessment
Wind Project Siting & Resource Assessment David DeLuca, Project Manager AWS Truewind, LLC 463 New Karner Road Albany, NY 12205 ddeluca@awstruewind.com www.awstruewind.com AWS Truewind - Overview Industry
More informationPacific Gas and Electric Company Monthly Report On Interruptible Load and Demand Response Programs for April 2010
Monthly Report On Interruptible Load and Demand Response Programs for April 2010 May 21, 2010 ( PG&E ) hereby submits this report on Interruptible Load and Demand Response Programs for April 2010. This
More informationSustainable Energy Innovation: Kosovo and The Clean Energy Transition NOAH KITTNER, DANIEL KAMMEN PHD, MS, ENERGY AND RESOURCES, UC BERKELEY
Sustainable Energy Innovation: Kosovo and The Clean Energy Transition NOAH KITTNER, DANIEL KAMMEN PHD, MS, ENERGY AND RESOURCES, UC BERKELEY 1 Clean Energy Transition Research Agenda 1. Replacing aging
More informationRochester Area Bike Sharing Program Study
roc bike share Rochester Area Bike Sharing Program Study Executive Summary ~ January 2015 JANUARY 2015 8484 Georgia Avenue, Suite 800 Silver Spring, MD 20910 3495 Winton Pl., Bldg E, Suite 110 Rochester,
More informationShort-Term Transit Ridership and Revenue Forecasting
Short-Term Transit Ridership and Revenue Forecasting presented to The 5 th Transportation Research Board Conference on Innovations in Travel Modeling presented by Cambridge Systematics, Inc. Feng Liu,
More informationBC Pension Forum. Economic Outlook. Presented by: Ben Homsy, CFA Portfolio Manager
BC Pension Forum Economic Outlook Presented by: Ben Homsy, CFA Portfolio Manager 1694 1704 1713 1723 1732 1741 1751 1760 1770 1779 1788 1798 1807 1817 1826 1836 1845 1854 1864 1873 1883 1892 1901 1911
More informationLopez Community Land Trust. Final Wind Energy Report
Lopez Community Land Trust Final Wind Energy Report July 20th, 2007 Prepared by: Terrance Meyer P.E. Rose Woofenden 1 Table of Contents 1.0 INTRODUCTION 4 FIGURE 1.1 VESTAS TURBINE AT HULL, MA PROJECT
More informationCADL Review, 01 April March 2014 (G K Taylor 31/07/2014)
CADL Review, 01 April 2013 31 March 2014 (G K Taylor 31/07/2014) Objective National Grid has been asked by the BSC panel, through its proxy the Imbalance Settlement Group (ISG), to provide analysis to
More informationReal-Time Electricity Pricing
Real-Time Electricity Pricing Xi Chen, Jonathan Hosking and Soumyadip Ghosh IBM Watson Research Center / Northwestern University Yorktown Heights, NY, USA X. Chen, J. Hosking & S. Ghosh (IBM) Real-Time
More informationSF Transportation Plan Update
SF Transportation Plan Update CAC Meeting #11 Existing Conditions and Future Baseline Needs Revised, Part I www.sfcta.org/movesmartsf twitter.com/sanfranciscota www.facebook.com/movesmartsf January 30,
More information