Winter Season Resource Adequacy Analysis Status Report

Size: px
Start display at page:

Download "Winter Season Resource Adequacy Analysis Status Report"

Transcription

1 Winter Season Resource Adequacy Analysis Status Report Tom Falin Director Resource Adequacy Planning Markets & Reliability Committee October 26, 2017

2 Winter Risk Winter Season Resource Adequacy and Capacity Requirements Issue Charge is posted at: The Issue Charge has three Key Work Activities Winter peak load forecasting Winter season resource adequacy Winter season reliability requirements 2

3 Evaluation of Winter LOLE Risk Areas of Investigation Winter Load Forecast Accuracy Monthly load profile and forecast distribution Winter Generation Performance Common mode failures Correlation with load level Maintenance scheduling Transmission System Planned and forced outages 3

4 Winter Peak to Summer Peak Ratio RTO and LDAs RTO 4

5 PJM Weekly Installed Capacity (ICAP) Reserves ICAP according to IRM % 34.9% MW Capacity Reserves Summer Loads Winter Loads May 1-Jun 1-Jul 1-Aug 1-Sep 1-Oct 1-Nov 1-Dec 1-Jan 1-Feb 1-Mar 1-Apr Week Beginning 5

6 PJM Weekly Installed Capacity (ICAP) Reserves ICAP according to IRM MW Capacity Reserves Summer Loads Winter Loads May 1-Jun 1-Jul 1-Aug 1-Sep 1-Oct 1-Nov 1-Dec 1-Jan 1-Feb 1-Mar 1-Apr Week Beginning 6

7 PJM Weekly Installed Capacity (ICAP) Reserves ICAP according to IRM MW Capacity Reserves Summer Loads Winter Loads May 1-Jun 1-Jul 1-Aug 1-Sep 1-Oct 1-Nov 1-Dec 1-Jan 1-Feb 1-Mar 1-Apr Week Beginning 7

8 Generator Forced Outage Distributions Description of Curves Plotted on Slides 9 and 10 PRISM Curve - Based on individual unit EFORd s that are assumed to be mutually independent. History Curve Based on system-wide forced outages from the five weekdays of the peak load week of each of the winters over the 9-yr period (DY2007/08-DY2015/16). (45 data points.) History Mod Curve Same as History Curve but removes Winter 2014/15 peak week data (first polar vortex) and replaces it with Winter 2015/16 peak week data (second polar vortex). 8

9 PJM - Forced Outages (Peak Winter Week) 9

10 MAAC - Forced Outages (Peak Winter Week) 10

11 Historical Generator Planned Outage Rates Description of Data Plotted on Slide 12 Planned Outage Rates are observed values from the five weekdays of each week in each winter over the 9-yr period (DY2007/08-DY2015/16). The winter weeks are combined based on load magnitude, not calendar order. The box plot shows the range of historical planned outage rates on each of the top five load weeks of the winter. The red dots are the planned outage rates modeled by PRISM in each of the top five load weeks of the winter. 11

12 PJM - Planned Outages (Top Five Winter Weeks) The box plots are the actual planned outage rates. The red dots are the planned outage rates modeled by PRISM. 12

13 Seasonal Unforced Capacity (UCAP) Requirements The table below shows the summer and winter reliability requirements for the RTO and for three LDAs. The requirements are shown under four different allocations of LOLE risk between the summer and winter seasons. The analysis includes generator performance data from both the 2014 and 2015 Polar Vortex events. All numbers are in UCAP MW Conclusion: The RTO winter requirement must be equal to the RTO summer requirement to satisfy the 1 in 10 LOLE criterion under both the 100/0 and 90/10 seasonal risk allocations. 13

14 Seasonal Unforced Capacity (UCAP) Requirements The table below shows the summer and winter reliability requirements for the RTO and for three LDAs. The requirements are shown under four different allocations of LOLE risk between the summer and winter seasons. The analysis excludes generator performance data from the 2014 Polar Vortex event. All numbers are in UCAP MW Conclusion: The RTO winter requirement must be equal to the RTO summer requirement to satisfy the 1 in 10 LOLE criterion under the 100/0 seasonal risk allocation. If the RTO summer requirement is increased by 433 MW, the RTO winter requirement could be reduced by 9,202 MW (90/10 Risk Allocation). 14

15 Provide status update to MRC on 10/26/17 Next Steps Discuss load forecast model investigation with LAS on 11/15/17 First half of 2018 Complete investigation of load forecast model Continue to evaluate operational risks in winter such as increasing penetration of gas generation Report back to the MRC in 2Q

RTO Winter Resource Adequacy Assessment Status Report

RTO Winter Resource Adequacy Assessment Status Report RTO Winter Resource Adequacy Assessment Status Report RAAS 03/31/2017 Background Analysis performed in response to Winter Season Resource Adequacy and Capacity Requirements problem statement. Per CP rules,

More information

Winter Season Resource Adequacy Analysis

Winter Season Resource Adequacy Analysis Winter Season Resource Adequacy Analysis Patricio Rocha-Garrido Sr. Engineer Resource Adequacy Planning RAAS August 4, 2017 Introduction Reliability requirements for the RTO and LDAs are calculated based

More information

GAMINGRE 8/1/ of 7

GAMINGRE 8/1/ of 7 FYE 09/30/92 JULY 92 0.00 254,550.00 0.00 0 0 0 0 0 0 0 0 0 254,550.00 0.00 0.00 0.00 0.00 254,550.00 AUG 10,616,710.31 5,299.95 845,656.83 84,565.68 61,084.86 23,480.82 339,734.73 135,893.89 67,946.95

More information

2018 Annual Review of Availability Assessment Hours

2018 Annual Review of Availability Assessment Hours 2018 Annual Review of Availability Assessment Hours Amber Motley Manager, Short Term Forecasting Clyde Loutan Principal, Renewable Energy Integration Karl Meeusen Senior Advisor, Infrastructure & Regulatory

More information

Outage Coordination and Business Practices

Outage Coordination and Business Practices Outage Coordination and Business Practices 1 2007 Objectives What drove the need for developing a planning/coordination process. Why outage planning/coordination is crucial and important. Determining what

More information

SYSTEM BRIEF DAILY SUMMARY

SYSTEM BRIEF DAILY SUMMARY SYSTEM BRIEF DAILY SUMMARY * ANNUAL MaxTemp NEL (MWH) Hr Ending Hr Ending LOAD (PEAK HOURS 7:00 AM TO 10:00 PM MON-SAT) ENERGY (MWH) INCREMENTAL COST DAY DATE Civic TOTAL MAXIMUM @Max MINIMUM @Min FACTOR

More information

SYSTEM BRIEF DAILY SUMMARY

SYSTEM BRIEF DAILY SUMMARY SYSTEM BRIEF DAILY SUMMARY * ANNUAL MaxTemp NEL (MWH) Hr Ending Hr Ending LOAD (PEAK HOURS 7:00 AM TO 10:00 PM MON-SAT) ENERGY (MWH) INCREMENTAL COST DAY DATE Civic TOTAL MAXIMUM @Max MINIMUM @Min FACTOR

More information

peak half-hourly New South Wales

peak half-hourly New South Wales Forecasting long-term peak half-hourly electricity demand for New South Wales Dr Shu Fan B.S., M.S., Ph.D. Professor Rob J Hyndman B.Sc. (Hons), Ph.D., A.Stat. Business & Economic Forecasting Unit Report

More information

2015 Summer Readiness. Bulk Power Operations

2015 Summer Readiness. Bulk Power Operations 2015 Summer Readiness Bulk Power Operations TOPICS 2014 Summer Review Peak Snap Shot Forecast vs Actual 2015 Winter Review Peak Snap Shot Forecast vs Actual 2015 Summer Weather Forecast Peak Demand Forecast

More information

APPENDIX 7.4 Capacity Value of Wind Resources

APPENDIX 7.4 Capacity Value of Wind Resources APPENDIX 7.4 Capacity Value of Wind Resources This page is intentionally left blank. Capacity Value of Wind Resources In analyzing wind resources, it is important to distinguish the difference between

More information

peak half-hourly Tasmania

peak half-hourly Tasmania Forecasting long-term peak half-hourly electricity demand for Tasmania Dr Shu Fan B.S., M.S., Ph.D. Professor Rob J Hyndman B.Sc. (Hons), Ph.D., A.Stat. Business & Economic Forecasting Unit Report for

More information

Monthly Trading Report July 2018

Monthly Trading Report July 2018 Monthly Trading Report July 218 Figure 1: July 218 (% change over previous month) % Major Market Indicators 2 2 4 USEP Forecasted Demand CCGT/Cogen/Trigen Supply ST Supply Figure 2: Summary of Trading

More information

Jackson County 2013 Weather Data

Jackson County 2013 Weather Data Jackson County 2013 Weather Data 61 Years of Weather Data Recorded at the UF/IFAS Marianna North Florida Research and Education Center Doug Mayo Jackson County Extension Director 1952-2008 Rainfall Data

More information

CAISO Participating Intermittent Resource Program for Wind Generation

CAISO Participating Intermittent Resource Program for Wind Generation CAISO Participating Intermittent Resource Program for Wind Generation Jim Blatchford CAISO Account Manager Agenda CAISO Market Concepts Wind Availability in California How State Supports Intermittent Resources

More information

ENGINE SERIAL NUMBERS

ENGINE SERIAL NUMBERS ENGINE SERIAL NUMBERS The engine number was also the serial number of the car. Engines were numbered when they were completed, and for the most part went into a chassis within a day or so. However, some

More information

Monthly Trading Report Trading Date: Dec Monthly Trading Report December 2017

Monthly Trading Report Trading Date: Dec Monthly Trading Report December 2017 Trading Date: Dec 7 Monthly Trading Report December 7 Trading Date: Dec 7 Figure : December 7 (% change over previous month) % Major Market Indicators 5 4 Figure : Summary of Trading Data USEP () Daily

More information

Technical note on seasonal adjustment for M0

Technical note on seasonal adjustment for M0 Technical note on seasonal adjustment for M0 July 1, 2013 Contents 1 M0 2 2 Steps in the seasonal adjustment procedure 3 2.1 Pre-adjustment analysis............................... 3 2.2 Seasonal adjustment.................................

More information

Lecture Prepared By: Mohammad Kamrul Arefin Lecturer, School of Business, North South University

Lecture Prepared By: Mohammad Kamrul Arefin Lecturer, School of Business, North South University Lecture 15 20 Prepared By: Mohammad Kamrul Arefin Lecturer, School of Business, North South University Modeling for Time Series Forecasting Forecasting is a necessary input to planning, whether in business,

More information

Annual Average NYMEX Strip Comparison 7/03/2017

Annual Average NYMEX Strip Comparison 7/03/2017 Annual Average NYMEX Strip Comparison 7/03/2017 To Year to Year Oil Price Deck ($/bbl) change Year change 7/3/2017 6/1/2017 5/1/2017 4/3/2017 3/1/2017 2/1/2017-2.7% 2017 Average -10.4% 47.52 48.84 49.58

More information

Operations Report. Tag B. Short, Director South Region Operations. Entergy Regional State Committee (ERSC) February 14, 2018

Operations Report. Tag B. Short, Director South Region Operations. Entergy Regional State Committee (ERSC) February 14, 2018 Operations Report Tag B. Short, Director South Region Operations Entergy Regional State Committee (ERSC) February 14, 2018 1 Winter Operations Highlights South Region Max Gen Event Regional Dispatch Transfer

More information

Application of Real-Time Rainfall Information System to CSO control. 2 October 2011 Naruhito Funatsu METAWATER Co., Ltd.

Application of Real-Time Rainfall Information System to CSO control. 2 October 2011 Naruhito Funatsu METAWATER Co., Ltd. Application of Real-Time Rainfall Information System to CSO control 2 October 2011 Naruhito Funatsu METAWATER Co., Ltd. Presentation Points Objectives To verify the applicability of the real-time rainfall

More information

BUSI 460 Suggested Answers to Selected Review and Discussion Questions Lesson 7

BUSI 460 Suggested Answers to Selected Review and Discussion Questions Lesson 7 BUSI 460 Suggested Answers to Selected Review and Discussion Questions Lesson 7 1. The definitions follow: (a) Time series: Time series data, also known as a data series, consists of observations on a

More information

Cost of Inflow Forecast Uncertainty for Day Ahead Hydropower Production Scheduling

Cost of Inflow Forecast Uncertainty for Day Ahead Hydropower Production Scheduling Cost of Inflow Forecast Uncertainty for Day Ahead Hydropower Production Scheduling HEPEX 10 th University Workshop June 25 th, 2014 NOAA Center for Weather and Climate Thomas D. Veselka and Les Poch Argonne

More information

Changing Hydrology under a Changing Climate for a Coastal Plain Watershed

Changing Hydrology under a Changing Climate for a Coastal Plain Watershed Changing Hydrology under a Changing Climate for a Coastal Plain Watershed David Bosch USDA-ARS, Tifton, GA Jeff Arnold ARS Temple, TX and Peter Allen Baylor University, TX SEWRU Objectives 1. Project changes

More information

Time Series Analysis

Time Series Analysis Time Series Analysis A time series is a sequence of observations made: 1) over a continuous time interval, 2) of successive measurements across that interval, 3) using equal spacing between consecutive

More information

Determine the trend for time series data

Determine the trend for time series data Extra Online Questions Determine the trend for time series data Covers AS 90641 (Statistics and Modelling 3.1) Scholarship Statistics and Modelling Chapter 1 Essent ial exam notes Time series 1. The value

More information

STATISTICAL FORECASTING and SEASONALITY (M. E. Ippolito; )

STATISTICAL FORECASTING and SEASONALITY (M. E. Ippolito; ) STATISTICAL FORECASTING and SEASONALITY (M. E. Ippolito; 10-6-13) PART I OVERVIEW The following discussion expands upon exponential smoothing and seasonality as presented in Chapter 11, Forecasting, in

More information

Multivariate Regression Model Results

Multivariate Regression Model Results Updated: August, 0 Page of Multivariate Regression Model Results 4 5 6 7 8 This exhibit provides the results of the load model forecast discussed in Schedule. Included is the forecast of short term system

More information

Chapter 3. Regression-Based Models for Developing Commercial Demand Characteristics Investigation

Chapter 3. Regression-Based Models for Developing Commercial Demand Characteristics Investigation Chapter Regression-Based Models for Developing Commercial Demand Characteristics Investigation. Introduction Commercial area is another important area in terms of consume high electric energy in Japan.

More information

Wind Power Capacity Assessment

Wind Power Capacity Assessment Wind Power Capacity Assessment Mary Johannis, BPA, representing Northwest Resource Adequacy Forum Northwest Wind Integration Forum Technical Working Group October 29,2009 March 2007 NW Wind Integration

More information

NSP Electric - Minnesota Annual Report Peak Demand and Annual Electric Consumption Forecast

NSP Electric - Minnesota Annual Report Peak Demand and Annual Electric Consumption Forecast Page 1 of 5 7610.0320 - Forecast Methodology NSP Electric - Minnesota Annual Report Peak Demand and Annual Electric Consumption Forecast OVERALL METHODOLOGICAL FRAMEWORK Xcel Energy prepared its forecast

More information

Introduction to Forecasting

Introduction to Forecasting Introduction to Forecasting Introduction to Forecasting Predicting the future Not an exact science but instead consists of a set of statistical tools and techniques that are supported by human judgment

More information

DAILY QUESTIONS 28 TH JUNE 18 REASONING - CALENDAR

DAILY QUESTIONS 28 TH JUNE 18 REASONING - CALENDAR DAILY QUESTIONS 28 TH JUNE 18 REASONING - CALENDAR LEAP AND NON-LEAP YEAR *A non-leap year has 365 days whereas a leap year has 366 days. (as February has 29 days). *Every year which is divisible by 4

More information

Quantification of energy losses caused by blade icing and the development of an Icing Loss Climatology

Quantification of energy losses caused by blade icing and the development of an Icing Loss Climatology Quantification of energy losses caused by blade icing and the development of an Icing Loss Climatology Using SCADA data from Scandinavian wind farms Staffan Lindahl Winterwind 201 1 SAFER, SMARTER, GREENER

More information

Suan Sunandha Rajabhat University

Suan Sunandha Rajabhat University Forecasting Exchange Rate between Thai Baht and the US Dollar Using Time Series Analysis Kunya Bowornchockchai Suan Sunandha Rajabhat University INTRODUCTION The objective of this research is to forecast

More information

Safety effects of lower speed limits during winter months

Safety effects of lower speed limits during winter months Safety effects of lower speed limits during winter months Jaakko Klang Traffic Safety Engineer Centres for Economic Development, Transport and the Environment Finland 13.9.2018 1 1. Finland 13.9.2018 2

More information

2019 Settlement Calendar for ASX Cash Market Products. ASX Settlement

2019 Settlement Calendar for ASX Cash Market Products. ASX Settlement 2019 Settlement Calendar for ASX Cash Market Products ASX Settlement Settlement Calendar for ASX Cash Market Products 1 ASX Settlement Pty Limited (ASX Settlement) operates a trade date plus two Business

More information

An introduction to homogenisation

An introduction to homogenisation An introduction to homogenisation WMO-ETSCI Workshop, Pune 3-7 October 2016 Acacia Pepler Australian Bureau of Meteorology What do we want? A perfect station A well-situated and maintained station with

More information

Sales Analysis User Manual

Sales Analysis User Manual Sales Analysis User Manual Confidential Information This document contains proprietary and valuable, confidential trade secret information of APPX Software, Inc., Richmond, Virginia Notice of Authorship

More information

Virginia Basis Tables for Corn, Soybeans, and Wheat

Virginia Basis Tables for Corn, Soybeans, and Wheat VIRGINIA POL VTECHNIC INSTn U 11~. UNIVERSITY LIBRARIES Agricultural and Applied Economics Virginia Basis Tables for Corn, Soybeans, and Wheat David E. Kenyon* Introduction Futures prices determined at

More information

2003 Water Year Wrap-Up and Look Ahead

2003 Water Year Wrap-Up and Look Ahead 2003 Water Year Wrap-Up and Look Ahead Nolan Doesken Colorado Climate Center Prepared by Odie Bliss http://ccc.atmos.colostate.edu Colorado Average Annual Precipitation Map South Platte Average Precipitation

More information

2017 Settlement Calendar for ASX Cash Market Products ASX SETTLEMENT

2017 Settlement Calendar for ASX Cash Market Products ASX SETTLEMENT 2017 Settlement Calendar for ASX Cash Market Products ASX SETTLEMENT Settlement Calendar for ASX Cash Market Products 1 ASX Settlement Pty Limited (ASX Settlement) operates a trade date plus two Business

More information

Status of the CWE Flow Based Market Coupling Project

Status of the CWE Flow Based Market Coupling Project Commissie voor de Regulering van de Elektriciteit en het Gas Commission pour la Régulation de l Electricité et du Gaz Status of the CWE Flow Based Market Coupling Project Joint NordREG / Nordic TSO workshop

More information

Proposal to limit Namakan Lake to 1970 Upper Rule Curve for remainder of summer

Proposal to limit Namakan Lake to 1970 Upper Rule Curve for remainder of summer July 7, 214 Subject: Proposal to limit Namakan Lake to 197 Upper Rule Curve for remainder of summer Background: Flooding in 214 has resulted in the highest water levels on Namakan Lake since 1968, and

More information

CWV Review London Weather Station Move

CWV Review London Weather Station Move CWV Review London Weather Station Move 6th November 26 Demand Estimation Sub-Committee Background The current composite weather variables (CWVs) for North Thames (NT), Eastern (EA) and South Eastern (SE)

More information

GTR # VLTs GTR/VLT/Day %Δ:

GTR # VLTs GTR/VLT/Day %Δ: MARYLAND CASINOS: MONTHLY REVENUES TOTAL REVENUE, GROSS TERMINAL REVENUE, WIN/UNIT/DAY, TABLE DATA, AND MARKET SHARE CENTER FOR GAMING RESEARCH, DECEMBER 2017 Executive Summary Since its 2010 casino debut,

More information

Missouri River Basin Water Management Monthly Update

Missouri River Basin Water Management Monthly Update Missouri River Basin Water Management Monthly Update Participating Agencies 255 255 255 237 237 237 0 0 0 217 217 217 163 163 163 200 200 200 131 132 122 239 65 53 80 119 27 National Oceanic and Atmospheric

More information

BRADSHAW'S RAILWAY GUIDE : accessible copies

BRADSHAW'S RAILWAY GUIDE : accessible copies BRADSHAW'S RAILWAY GUIDE : accessible copies Y = copy held; YS = copy held with supplement; R = reprint held; I = incomplete copy held; F = fragile copy (not available for general public - access limited);

More information

Integrating Weather Forecasts into Folsom Reservoir Operations

Integrating Weather Forecasts into Folsom Reservoir Operations Integrating Weather Forecasts into Folsom Reservoir Operations California Extreme Precipitation Symposium September 6, 2016 Brad Moore, PE US Army Corps of Engineers Biography Brad Moore is a Lead Civil

More information

Increasing Transmission Capacities with Dynamic Monitoring Systems

Increasing Transmission Capacities with Dynamic Monitoring Systems INL/MIS-11-22167 Increasing Transmission Capacities with Dynamic Monitoring Systems Kurt S. Myers Jake P. Gentle www.inl.gov March 22, 2012 Concurrent Cooling Background Project supported with funding

More information

WYANDOTTE MUNICIPAL SERVICES COMMUNITY WIND ENERGY PROJECT WIND RESOUCE SUMMARY

WYANDOTTE MUNICIPAL SERVICES COMMUNITY WIND ENERGY PROJECT WIND RESOUCE SUMMARY WYANDOTTE MUNICIPAL SERVICES COMMUNITY WIND ENERGY PROJECT WIND RESOUCE SUMMARY MONTHLY REPORT October 15, 2007 Black & Veatch Project: 144374 Prepared by: Black & Veatch Corporation 6300 S. Syracuse Way

More information

Time Series Model of Photovoltaic Generation for Distribution Planning Analysis. Jorge Valenzuela

Time Series Model of Photovoltaic Generation for Distribution Planning Analysis. Jorge Valenzuela Time Series Model of Photovoltaic Generation for Distribution Planning Analysis Jorge Valenzuela Overview Introduction: The solar problem and our limitations Modeling What information do we have? Solar

More information

FEB DASHBOARD FEB JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC

FEB DASHBOARD FEB JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC Positive Response Compliance 215 Compliant 215 Non-Compliant 216 Compliant 216 Non-Compliant 1% 87% 96% 86% 96% 88% 89% 89% 88% 86% 92% 93% 94% 96% 94% 8% 6% 4% 2% 13% 4% 14% 4% 12% 11% 11% 12% JAN MAR

More information

Lecture Prepared By: Mohammad Kamrul Arefin Lecturer, School of Business, North South University

Lecture Prepared By: Mohammad Kamrul Arefin Lecturer, School of Business, North South University Lecture 15 20 Prepared By: Mohammad Kamrul Arefin Lecturer, School of Business, North South University Modeling for Time Series Forecasting Forecasting is a necessary input to planning, whether in business,

More information

YACT (Yet Another Climate Tool)? The SPI Explorer

YACT (Yet Another Climate Tool)? The SPI Explorer YACT (Yet Another Climate Tool)? The SPI Explorer Mike Crimmins Assoc. Professor/Extension Specialist Dept. of Soil, Water, & Environmental Science The University of Arizona Yes, another climate tool for

More information

EIA411 May 1, A Report to the Office of Energy Emergency Operations Department of Energy Under EIA-411

EIA411 May 1, A Report to the Office of Energy Emergency Operations Department of Energy Under EIA-411 EIA411 May 1, 2006 A Report to the Office of Energy Emergency Operations Department of Energy Under EIA-411 All questions concerning this data should be directed to: Jason Speer Southwest Power Pool 415

More information

Missouri River Basin Water Management Monthly Update

Missouri River Basin Water Management Monthly Update Missouri River Basin Water Management Monthly Update Participating Agencies 255 255 255 237 237 237 0 0 0 217 217 217 163 163 163 200 200 200 131 132 122 239 65 53 80 119 27 National Oceanic and Atmospheric

More information

Average 175, , , , , , ,046 YTD Total 1,098,649 1,509,593 1,868,795 1,418, ,169 1,977,225 2,065,321

Average 175, , , , , , ,046 YTD Total 1,098,649 1,509,593 1,868,795 1,418, ,169 1,977,225 2,065,321 AGRICULTURE 01-Agriculture JUL 2,944-4,465 1,783-146 102 AUG 2,753 6,497 5,321 1,233 1,678 744 1,469 SEP - 4,274 4,183 1,596 - - 238 OCT 2,694 - - 1,032 340-276 NOV 1,979-5,822 637 3,221 1,923 1,532 DEC

More information

Average 175, , , , , , ,940 YTD Total 944,460 1,284,944 1,635,177 1,183, ,954 1,744,134 1,565,640

Average 175, , , , , , ,940 YTD Total 944,460 1,284,944 1,635,177 1,183, ,954 1,744,134 1,565,640 AGRICULTURE 01-Agriculture JUL 2,944-4,465 1,783-146 102 AUG 2,753 6,497 5,321 1,233 1,678 744 1,469 SEP - 4,274 4,183 1,596 - - 238 OCT 2,694 - - 1,032 340-276 NOV 1,979-5,822 637 3,221 1,923 1,532 DEC

More information

Folsom Dam Water Control Manual Update Joint Federal Project, Folsom Dam

Folsom Dam Water Control Manual Update Joint Federal Project, Folsom Dam Folsom Dam Water Control Manual Update Joint Federal Project, Folsom Dam Public Workshop May 28, 2015 Library Galleria 828 I Street, Sacramento, CA US Army Corps of Engineers BUILDING STRONG WELCOME &

More information

A look into the factor model black box Publication lags and the role of hard and soft data in forecasting GDP

A look into the factor model black box Publication lags and the role of hard and soft data in forecasting GDP A look into the factor model black box Publication lags and the role of hard and soft data in forecasting GDP Marta Bańbura and Gerhard Rünstler Directorate General Research European Central Bank November

More information

Webinar and Weekly Summary February 15th, 2011

Webinar and Weekly Summary February 15th, 2011 Webinar and Weekly Summary February 15th, 2011 -Assessment of current water conditions - Precipitation Forecast - Recommendations for Drought Monitor Upper Colorado Normal Precipitation Upper Colorado

More information

Reliability Education Opportunity: Reliability Analysis of Field Data

Reliability Education Opportunity: Reliability Analysis of Field Data Reliability Education Opportunity: Reliability Analysis of Field Data Vasiliy Krivtsov, PhD Sr. Staff Technical Specialist Reliability & Risk Analysis Ford Motor Company 25th Anniversary of Reliability

More information

National Integrated Drought Information System Southeast US Pilot for Apalachicola- Flint-Chattahoochee River Basin. 22 May 2012

National Integrated Drought Information System Southeast US Pilot for Apalachicola- Flint-Chattahoochee River Basin. 22 May 2012 National Integrated Drought Information System Southeast US Pilot for Apalachicola- Flint-Chattahoochee River Basin 22 May 2012 Outline Welcome Keith Ingram, UF, Southeast Climate Consortium Current drought

More information

In Centre, Online Classroom Live and Online Classroom Programme Prices

In Centre, Online Classroom Live and Online Classroom Programme Prices In Centre, and Online Classroom Programme Prices In Centre Online Classroom Foundation Certificate Bookkeeping Transactions 430 325 300 Bookkeeping Controls 320 245 225 Elements of Costing 320 245 225

More information

Chapter 2. Planning Criteria. Turaj Amraee. Fall 2012 K.N.Toosi University of Technology

Chapter 2. Planning Criteria. Turaj Amraee. Fall 2012 K.N.Toosi University of Technology Chapter 2 Planning Criteria By Turaj Amraee Fall 2012 K.N.Toosi University of Technology Outline 1- Introduction 2- System Adequacy and Security 3- Planning Purposes 4- Planning Standards 5- Reliability

More information

Computing & Telecommunications Services

Computing & Telecommunications Services Computing & Telecommunications Services Monthly Report September 214 CaTS Help Desk (937) 775-4827 1-888-775-4827 25 Library Annex helpdesk@wright.edu www.wright.edu/cats/ Table of Contents HEAT Ticket

More information

Flow- based Market Coupling: Implementa9on of the CWE FB Project. Andrew Claxton APX Co- Chair, CWE Steering Commi5ee

Flow- based Market Coupling: Implementa9on of the CWE FB Project. Andrew Claxton APX Co- Chair, CWE Steering Commi5ee Flow- based Market Coupling: Implementa9on of the CWE FB Project Andrew Claxton APX Co- Chair, CWE Steering Commi5ee 1 Themes! Introduction to Flow-based idea! Update on progress: the Parallel Run! Key

More information

Summary of Seasonal Normal Review Investigations CWV Review

Summary of Seasonal Normal Review Investigations CWV Review Summary of Seasonal Normal Review Investigations CWV Review DESC 31 st March 2009 1 Contents Stage 1: The Composite Weather Variable (CWV) An Introduction / background Understanding of calculation Stage

More information

Jackson County 2018 Weather Data 67 Years of Weather Data Recorded at the UF/IFAS Marianna North Florida Research and Education Center

Jackson County 2018 Weather Data 67 Years of Weather Data Recorded at the UF/IFAS Marianna North Florida Research and Education Center Jackson County 2018 Weather Data 67 Years of Weather Data Recorded at the UF/IFAS Marianna North Florida Research and Education Center Doug Mayo Jackson County Extension Director 1952-2008 Rainfall Data

More information

Seasonal Hydrometeorological Ensemble Prediction System: Forecast of Irrigation Potentials in Denmark

Seasonal Hydrometeorological Ensemble Prediction System: Forecast of Irrigation Potentials in Denmark Seasonal Hydrometeorological Ensemble Prediction System: Forecast of Irrigation Potentials in Denmark Diana Lucatero 1*, Henrik Madsen 2, Karsten H. Jensen 1, Jens C. Refsgaard 3, Jacob Kidmose 3 1 University

More information

Published by ASX Settlement Pty Limited A.B.N Settlement Calendar for ASX Cash Market Products

Published by ASX Settlement Pty Limited A.B.N Settlement Calendar for ASX Cash Market Products Published by Pty Limited A.B.N. 49 008 504 532 2012 Calendar for Cash Market Products Calendar for Cash Market Products¹ Pty Limited ( ) operates a trade date plus three Business (T+3) settlement discipline

More information

Average temperature ( F) World Climate Zones. very cold all year with permanent ice and snow. very cold winters, cold summers, and little rain or snow

Average temperature ( F) World Climate Zones. very cold all year with permanent ice and snow. very cold winters, cold summers, and little rain or snow P r e v i e w Look carefully at the climagraph of Mumbai, India. What is the wettest month (or months) in Mumbai? What is the driest month (or months) in Mumbai? What effects might this city s climate

More information

Supplementary appendix

Supplementary appendix Supplementary appendix This appendix formed part of the original submission and has been peer reviewed. We post it as supplied by the authors. Supplement to: Lowe R, Stewart-Ibarra AM, Petrova D, et al.

More information

BESPOKEWeather Services Monday Afternoon Update: SLIGHTLY BULLISH

BESPOKEWeather Services Monday Afternoon Update: SLIGHTLY BULLISH Monday Afternoon Update: SLIGHTLY BULLISH Report Summary: The September natural gas contract declined a bit less than a percent today, recovering through the afternoon after heavy selling this morning.

More information

Weather Trends & Climate Normals

Weather Trends & Climate Normals 26-28 April 2017 15th Itron Energy Forecasting Conference Presenter: Kristin Larson, Ph. D. Data Scientist Kristin.Larson@stormgeo.com Weather Trends & Climate Normals Our Resources Decision Support for

More information

2015 Fall Conditions Report

2015 Fall Conditions Report 2015 Fall Conditions Report Prepared by: Hydrologic Forecast Centre Date: December 21 st, 2015 Table of Contents Table of Figures... ii EXECUTIVE SUMMARY... 1 BACKGROUND... 2 SUMMER AND FALL PRECIPITATION...

More information

Long-term Water Quality Monitoring in Estero Bay

Long-term Water Quality Monitoring in Estero Bay Long-term Water Quality Monitoring in Estero Bay Keith Kibbey Laboratory Director Lee County Environmental Laboratory Division of Natural Resource Management Estero Bay Monitoring Programs Three significant

More information

= observed volume on day l for bin j = base volume in jth bin, and = residual error, assumed independent with mean zero.

= observed volume on day l for bin j = base volume in jth bin, and = residual error, assumed independent with mean zero. QB research September 4, 06 Page -Minute Bin Volume Forecast Model Overview In response to strong client demand, Quantitative Brokers (QB) has developed a new algorithm called Closer that specifically

More information

Predictability of Sudden Stratospheric Warmings in sub-seasonal forecast models

Predictability of Sudden Stratospheric Warmings in sub-seasonal forecast models Predictability of Sudden Stratospheric Warmings in sub-seasonal forecast models Alexey Karpechko Finnish Meteorological Institute with contributions from A. Charlton-Perez, N. Tyrrell, M. Balmaseda, F.

More information

Applications/Users for Improved S2S Forecasts

Applications/Users for Improved S2S Forecasts Applications/Users for Improved S2S Forecasts Nolan Doesken Colorado Climate Center Colorado State University WSWC Precipitation Forecasting Workshop June 7-9, 2016 San Diego, CA First -- A short background

More information

Variability and trends in daily minimum and maximum temperatures and in diurnal temperature range in Lithuania, Latvia and Estonia

Variability and trends in daily minimum and maximum temperatures and in diurnal temperature range in Lithuania, Latvia and Estonia Variability and trends in daily minimum and maximum temperatures and in diurnal temperature range in Lithuania, Latvia and Estonia Jaak Jaagus Dept. of Geography, University of Tartu Agrita Briede Dept.

More information

NatGasWeather.com Daily Report

NatGasWeather.com Daily Report NatGasWeather.com Daily Report Issue Time: 5:15 pm EST Sunday, February 28 th, 2016 for Monday, Feb 29 th 7-Day Weather Summary (February 28 th March 5 th ): High pressure will dominate much of the US

More information

WHEN IS IT EVER GOING TO RAIN? Table of Average Annual Rainfall and Rainfall For Selected Arizona Cities

WHEN IS IT EVER GOING TO RAIN? Table of Average Annual Rainfall and Rainfall For Selected Arizona Cities WHEN IS IT EVER GOING TO RAIN? Table of Average Annual Rainfall and 2001-2002 Rainfall For Selected Arizona Cities Phoenix Tucson Flagstaff Avg. 2001-2002 Avg. 2001-2002 Avg. 2001-2002 October 0.7 0.0

More information

Jackson County 2014 Weather Data

Jackson County 2014 Weather Data Jackson County 2014 Weather Data 62 Years of Weather Data Recorded at the UF/IFAS Marianna North Florida Research and Education Center Doug Mayo Jackson County Extension Director 1952-2008 Rainfall Data

More information

US Drought Status. Droughts 1/17/2013. Percent land area affected by Drought across US ( ) Dev Niyogi Associate Professor Dept of Agronomy

US Drought Status. Droughts 1/17/2013. Percent land area affected by Drought across US ( ) Dev Niyogi Associate Professor Dept of Agronomy Droughts US Drought Status Dev Niyogi Associate Professor Dept of Agronomy Deptof Earth Atmospheric Planetary Sciences Indiana State Climatologist Purdue University LANDSURFACE.ORG iclimate.org climate@purdue.edu

More information

Public Disclosure Copy

Public Disclosure Copy Public Disclosure Authorized AFRICA Mali Global Practice IBRD/IDA Specific Investment Loan FY 2009 Seq No: 10 ARCHIVED on 29-Jun-2015 ISR20110 Implementing Agencies: Eenrgie du Mali (EDM-SA) Public Disclosure

More information

ISO Lead Auditor Lean Six Sigma PMP Business Process Improvement Enterprise Risk Management IT Sales Training

ISO Lead Auditor Lean Six Sigma PMP Business Process Improvement Enterprise Risk Management IT Sales Training Training Calendar 2014 Public s (ISO LSS PMP BPI ERM IT Sales Training) www.excelledia.com (ISO, LSS, PMP, BPI, ERM, IT, Sales Public s) 1 Schedule Registration JANUARY FEBRUARY 2 days 26 JAN 27 JAN 3

More information

Climate also has a large influence on how local ecosystems have evolved and how we interact with them.

Climate also has a large influence on how local ecosystems have evolved and how we interact with them. The Mississippi River in a Changing Climate By Paul Lehman, P.Eng., General Manager Mississippi Valley Conservation (This article originally appeared in the Mississippi Lakes Association s 212 Mississippi

More information

REPORT ON LABOUR FORECASTING FOR CONSTRUCTION

REPORT ON LABOUR FORECASTING FOR CONSTRUCTION REPORT ON LABOUR FORECASTING FOR CONSTRUCTION For: Project: XYZ Local Authority New Sample Project Contact us: Construction Skills & Whole Life Consultants Limited Dundee University Incubator James Lindsay

More information

Salem Economic Outlook

Salem Economic Outlook Salem Economic Outlook November 2012 Tim Duy, PHD Prepared for the Salem City Council November 7, 2012 Roadmap US Economic Update Slow and steady Positives: Housing/monetary policy Negatives: Rest of world/fiscal

More information

Ontario Demand Forecast

Ontario Demand Forecast Ontario Demand Forecast DECEMBER 12, 2017 December 12, 2017 Public Page i Executive Summary The IESO is responsible for forecasting electricity demand in Ontario and for assessing whether transmission

More information

Mr. XYZ. Stock Market Trading and Investment Astrology Report. Report Duration: 12 months. Type: Both Stocks and Option. Date: Apr 12, 2011

Mr. XYZ. Stock Market Trading and Investment Astrology Report. Report Duration: 12 months. Type: Both Stocks and Option. Date: Apr 12, 2011 Mr. XYZ Stock Market Trading and Investment Astrology Report Report Duration: 12 months Type: Both Stocks and Option Date: Apr 12, 2011 KT Astrologer Website: http://www.softwareandfinance.com/magazine/astrology/kt_astrologer.php

More information

July 2017 LOGISTICAL HARMONY

July 2017 LOGISTICAL HARMONY Li s&staging(wpedestriansidewalkprot.) (4/18/through7/18/2017) July2017 101BelvidereEastFaçadeWorkPipeStaging (4/18/through7/18/2017) 101BelvidereEastFaçadeWork (through8/31/2017) Legend RampaccesstoTMCX

More information

Atmospheric circulation analysis for seasonal forecasting

Atmospheric circulation analysis for seasonal forecasting Training Seminar on Application of Seasonal Forecast GPV Data to Seasonal Forecast Products 18 21 January 2011 Tokyo, Japan Atmospheric circulation analysis for seasonal forecasting Shotaro Tanaka Climate

More information

Jayalath Ekanayake Jonas Tappolet Harald Gall Abraham Bernstein. Time variance and defect prediction in software projects: additional figures

Jayalath Ekanayake Jonas Tappolet Harald Gall Abraham Bernstein. Time variance and defect prediction in software projects: additional figures Jayalath Ekanayake Jonas Tappolet Harald Gall Abraham Bernstein TECHNICAL REPORT No. IFI-2.4 Time variance and defect prediction in software projects: additional figures 2 University of Zurich Department

More information

S e a s o n a l F o r e c a s t i n g f o r t h e E u r o p e a n e n e r g y s e c t o r

S e a s o n a l F o r e c a s t i n g f o r t h e E u r o p e a n e n e r g y s e c t o r S e a s o n a l F o r e c a s t i n g f o r t h e E u r o p e a n e n e r g y s e c t o r C3S European Climatic Energy Mixes (ECEM) Webinar 18 th Oct 2017 Philip Bett, Met Office Hadley Centre S e a s

More information

Missouri River Basin Water Management Monthly Update

Missouri River Basin Water Management Monthly Update Missouri River Basin Water Management Monthly Update Participating Agencies 255 255 255 237 237 237 0 0 0 217 217 217 163 163 163 200 200 200 131 132 122 239 65 53 80 119 27 National Oceanic and Atmospheric

More information

Country Presentation-Nepal

Country Presentation-Nepal Country Presentation-Nepal Mt.Everest, Shiva Pd. Nepal, DHM South Asia Drought Monitor Workshop Dhaka Bangladesh 2 th April 215 Overview Brief Climatology Climate activities- DHM PPCR (Pilot Program for

More information

Public Disclosure Copy

Public Disclosure Copy Public Disclosure Authorized AFRICA Mali Energy & Extractives Global Practice IBRD/IDA Specific Investment Loan FY 2009 Seq No: 11 ARCHIVED on 10-Feb-2016 ISR22432 Implementing Agencies: Eenrgie du Mali

More information