Impact of system variables on balancing

Size: px
Start display at page:

Download "Impact of system variables on balancing"

Transcription

1 Impact of system variables on balancing J. Frunt International Workshop on Exchange of Balancing Services, Market Design and Modeling October 28, 2010

2 Content Regelduurzaam project Effect of changing system parameters on balancing Effect of the programme time unit on balancing Conclusions / Electrical Energy Systems PAGE 1

3 EOS Regelduurzaam Project / Electrical Energy Systems PAGE 2

4 EOS Regelduurzaam project Cooperation between TU/e, TU Delft, APX, ECN, Kema, TenneT and GPX Subsidized by the Ministry of Economic Affairs, NL Duration 4 years, 13 man-years What agreements and regulations are required to guarantee the security of supply with the lowest costs and lowest environmental impact without having accurate insight in the expected generation and load on a central level? In this system, participators make their own decisions about the required available balancing capacity. / Electrical Energy Systems PAGE 3

5 Changing conditions Increase of distributed generation Restructured electricity markets Decrease of inertia in the system Increase of trading options No central organization can know all details of all consumers and producers / Electrical Energy Systems PAGE 4

6 Changing system parameters / Electrical Energy Systems PAGE 5

7 Power balance and frequency <50 Hz / Electrical Energy Systems PAGE 6

8 Power system model / Electrical Energy Systems PAGE 7

9 Model verification ENTSO-E frequency measurements 1500 MW disturbances Modeled and measured responses correspond Frequency [Hz] Frequency [Hz] Simulation Data Measurement Data Time [s] Simulation Data Measurement Data Time [s] / Electrical Energy Systems PAGE 8

10 Frequency response Frequency response with different controllers No Control Self-Regulating Load (SRL) SRL & Primary Control (PC) SRL & PC & Secondary Control Frequency [Hz] Time [s] / Electrical Energy Systems PAGE 9

11 Grid inertia Tue Frankrijk Civaux MW om 23h00 20 Thu Frankrijk Civaux MW om 15h38-10 Sun Frankrijk Civaux MW om 23h frequency deviation [mhz] frequency deviation [mhz] frequency deviation [mhz] rpm time [h] time [h] time [h] Fri Frankrijk Penly MW om 11h55 Tue Frankrijk Civaux MW om 10h39 Sun Frankrijk Cattenom MW om 03h0 20m frequency deviation [mhz] time [h] frequency deviation [mhz] time [h] frequency deviation [mhz] time [h] 1m J = 2, kgm 2 λ= MW/Hz / Electrical Energy Systems PAGE 10

12 Changing system parameters Increasing grid size Larger inertia Increase of DG Decrease inertia Decrease of primary control More fluctuations in generation DC interconnections Decrease SRL Loads via PE Decrease of inertia Decrease of SRL / name of department PAGE 11

13 Unpredictability and uncontrollability of DG 1.0 Wind production System production 0.8 Normalized power Time [h] / Electrical Energy Systems PAGE 12

14 Variation in wind energy Power deviation [% of P nom ] Wind power confidence intervals 50% 90% 99% 100% Time Lag [min] / Electrical Energy Systems PAGE 13

15 Changes in the power system secondary primary inertia / Electrical Energy Systems PAGE 14

16 Programme time unit / Electrical Energy Systems PAGE 15

17 Balancing Market Area 1 Δ 1 P L BRP 1 P 1 TSO Δ i Δ n P L BRP n P i P n P tie Market Area n P imb GRID F / Electrical Energy Systems PAGE 16

18 Definition of a PTU / Electrical Energy Systems PAGE 17

19 Current PTU lengths in Europe 15 minutes 30 minutes 60 minutes / Electrical Energy Systems PAGE 18

20 / name of department PAGE 19

21 / name of department PAGE 20

22 Three types of imbalance Imbalance within PTU TSO Imbalance over PTU BRP Imbalance between PTUs TSO E [Wh/ptu] E [Wh/ptu] E [Wh/ptu] Time [ptu] Time [ptu] Time [ptu] / Electrical Energy Systems PAGE 21

23 Methodology 1. Load signal 2. Prediction of load signal via persistence: MAE = 2% Power [MW] 5 x Load L(t) Required Schedule R(t) Predicted load L pred (t) Production Schedule S(t) 3. Xborder exchange for 1 year 4. Define schedules for given PTU length 5. Define imbalance 6. Distinguish types of imbalance Power [MW] Time [PTU] 0 Imbalance within PTU ACE(t) Imbalance over PTU I(t) Time [PTU] / Electrical Energy Systems PAGE 22

24 Effect PTU length on imbalance Energy [% of yearly consumption] Energy [% of yearly consumption] Imbalance within PTU TSO Imbalance over PTU BRP 8s 15s 32s 1m 2m 5m 10m 15m 30m 1h 2h 8h 12h 1d 2d 1w 2w 4w 13w 26w 1y 2y PTU length Imbalance between PTUs TSO 8s 15s 32s 1m 2m 5m 10m 15m 30m 1h 2h 8h 12h 1d 2d 1w 2w 4w 13w 26w 1y 2y PTU length / Electrical Energy Systems PAGE 23

25 Conclusions Changes in system parameters have an effect on system balancing Three types of imbalance can be distinguished A shorter PTU gives more responsibility to the BRPs while a longer PTU gives more responsibility to the TSO / Electrical Energy Systems PAGE 24

26 Questions? PAGE 25

Wind power and management of the electric system. EWEA Wind Power Forecasting 2015 Leuven, BELGIUM - 02/10/2015

Wind power and management of the electric system. EWEA Wind Power Forecasting 2015 Leuven, BELGIUM - 02/10/2015 Wind power and management of the electric system EWEA Wind Power Forecasting 2015 Leuven, BELGIUM - 02/10/2015 HOW WIND ENERGY IS TAKEN INTO ACCOUNT WHEN MANAGING ELECTRICITY TRANSMISSION SYSTEM IN FRANCE?

More information

EUROPEAN EXPERIENCE: Large-scale cross-country forecasting with the help of Ensemble Forecasts

EUROPEAN EXPERIENCE: Large-scale cross-country forecasting with the help of Ensemble Forecasts WEPROG Weather & wind Energy PROGnoses EUROPEAN EXPERIENCE: Large-scale cross-country forecasting with the help of Ensemble Forecasts Session 6: Integrating forecasting into market operation, the EMS and

More information

Solar Eclipse March 20 th WG System Operation

Solar Eclipse March 20 th WG System Operation Solar Eclipse March 20 th 2015 WG System Operation 6-03-2015 Solar Eclipse 20 March 2015 A solar eclipse will pass through the European power system Between 07:40 and 11:50 UCT (08:40-12:50 CET) The reduction

More information

Prediction of Power System Balancing Requirements and Tail Events

Prediction of Power System Balancing Requirements and Tail Events Prediction of Power System Balancing Requirements and Tail Events PNNL: Shuai Lu, Yuri Makarov, Alan Brothers, Craig McKinstry, Shuangshuang Jin BPA: John Pease INFORMS Annual Meeting 2012 Phoenix, AZ

More information

elgian energ imports are managed using forecasting software to increase overall network e 칁 cienc.

elgian energ imports are managed using forecasting software to increase overall network e 칁 cienc. Elia linemen install Ampacimon real time sensors that will communicate with the dynamic thermal ratings software to control energy import levels over this transmission line. OV RH AD TRAN MI ION D namic

More information

California Independent System Operator (CAISO) Challenges and Solutions

California Independent System Operator (CAISO) Challenges and Solutions California Independent System Operator (CAISO) Challenges and Solutions Presented by Brian Cummins Manager, Energy Management Systems - CAISO California ISO by the numbers 65,225 MW of power plant capacity

More information

Automatic Generation Control. Meth Bandara and Hassan Oukacha

Automatic Generation Control. Meth Bandara and Hassan Oukacha Automatic Generation Control Meth Bandara and Hassan Oukacha EE194 Advanced Controls Theory February 25, 2013 Outline Introduction System Modeling Single Generator AGC Going Forward Conclusion Introduction

More information

Bringing Renewables to the Grid. John Dumas Director Wholesale Market Operations ERCOT

Bringing Renewables to the Grid. John Dumas Director Wholesale Market Operations ERCOT Bringing Renewables to the Grid John Dumas Director Wholesale Market Operations ERCOT 2011 Summer Seminar August 2, 2011 Quick Overview of ERCOT The ERCOT Market covers ~85% of Texas overall power usage

More information

Working Group Balancing. Monday 10 th September 2018

Working Group Balancing. Monday 10 th September 2018 Working Group Balancing Monday 1 th September 218 Agenda 1. Approval of the MoM of previous WG Balancing 2. LFC Block Agreement feedback consultation 3. Dossier Volume 4. Storm Risk 5. Daily auctions for

More information

Congestion Management in a Smart Grid via Shadow Prices

Congestion Management in a Smart Grid via Shadow Prices Congestion Management in a Smart Grid via Shadow Prices Benjamin Biegel, Palle Andersen, Jakob Stoustrup, Jan Bendtsen Systems of Systems October 23, 2012 1 This presentation use of distributed Receding

More information

Total Market Demand Wed Jan 02 Thu Jan 03 Fri Jan 04 Sat Jan 05 Sun Jan 06 Mon Jan 07 Tue Jan 08

Total Market Demand Wed Jan 02 Thu Jan 03 Fri Jan 04 Sat Jan 05 Sun Jan 06 Mon Jan 07 Tue Jan 08 MW This report provides a summary of key market data from the IESO-administered markets. It is intended to provide a quick reference for all market stakeholders. It is composed of two sections: Section

More information

Peak Load Forecasting

Peak Load Forecasting Peak Load Forecasting Eugene Feinberg Stony Brook University Advanced Energy 2009 Hauppauge, New York, November 18 Importance of Peak Load Forecasting Annual peak load forecasts are important for planning

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

Economic Operation of Power Systems

Economic Operation of Power Systems Economic Operation of Power Systems Section I: Economic Operation Of Power System Economic Distribution of Loads between the Units of a Plant Generating Limits Economic Sharing of Loads between Different

More information

Frequency-Bias Tie-Line Control of Hydroelectric Generating Stations for Long Distances

Frequency-Bias Tie-Line Control of Hydroelectric Generating Stations for Long Distances Frequency-Bias Tie-Line Control of Hydroelectric Generating Stations for Long Distances Sukhbir Singh Abstract In this work I have tried to apply effective dedicated online control systems to two equal

More information

Power Engineering II. Fundamental terms and definitions

Power Engineering II. Fundamental terms and definitions Fundamental terms and definitions Power engineering A scientific discipline that focuses on: Generation of electrical energy (EE) Transmission and distribution of EE Consumption of EE Power grid operation

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

Derogation Criteria for the Requirements for Generators Network Code

Derogation Criteria for the Requirements for Generators Network Code Derogation Criteria for the Requirements for Generators Network Code Decision Paper Reference: CER/17/084 Date Published: 13/04/2017 Closing Date: 0 Executive Summary Commission Regulation (EU) 2016/631

More information

Superconductivity project at IASS

Superconductivity project at IASS Superconductivity project at IASS Heiko Thomas EPRI 11 th Superconductivity Conference, 30 th October 2013 EPRI 11 th Superconductivity Conference Heiko Thomas Superconductivity Project at IASS 1 Content

More information

Modelling wind power in unit commitment models

Modelling wind power in unit commitment models Modelling wind power in unit commitment models Grid integration session IEA Wind Task 25 Methodologies to estimate wind power impacts to power systems Juha Kiviluoma, Hannele Holttinen, VTT Technical Research

More information

Modelling of Primary Frequency Control and Effect Analyses of Governing System Parameters on the Grid Frequency. Zhixin Sun

Modelling of Primary Frequency Control and Effect Analyses of Governing System Parameters on the Grid Frequency. Zhixin Sun Modelling of Primary Frequency Control and Effect Analyses of Governing System Parameters on the Grid Frequency Zhixin Sun Outline Introduction Mathematical Model of Primary Frequency Control Dynamic Test

More information

Gefördert auf Grund eines Beschlusses des Deutschen Bundestages

Gefördert auf Grund eines Beschlusses des Deutschen Bundestages Gefördert auf Grund eines Beschlusses des Deutschen Bundestages Projektträger Koordination Table of Contents 2 Introduction to the Offshore Forecasting Problem Forecast challenges and requirements The

More information

Wind Rules and Forecasting Project Update Market Issues Working Group 12/14/2007

Wind Rules and Forecasting Project Update Market Issues Working Group 12/14/2007 Wind Rules and Forecasting Project Update Market Issues Working Group 12/14/2007 Background Over the past 3 MIWG meetings, NYISO has discussed a methodology for forecasting wind generation in the NYCA

More information

About Nnergix +2, More than 2,5 GW forecasted. Forecasting in 5 countries. 4 predictive technologies. More than power facilities

About Nnergix +2, More than 2,5 GW forecasted. Forecasting in 5 countries. 4 predictive technologies. More than power facilities About Nnergix +2,5 5 4 +20.000 More than 2,5 GW forecasted Forecasting in 5 countries 4 predictive technologies More than 20.000 power facilities Nnergix s Timeline 2012 First Solar Photovoltaic energy

More information

Increased wind power forecast skill due to improved NWP in the last decade

Increased wind power forecast skill due to improved NWP in the last decade Increased wind power forecast skill due to improved NWP in the last decade Lueder von Bremen ForWind Center for Wind Energy Research of the Universities Oldenburg, Hannover und Bremen EWEA Workshop on

More information

Short-Term Demand Forecasting Methodology for Scheduling and Dispatch

Short-Term Demand Forecasting Methodology for Scheduling and Dispatch Short-Term Demand Forecasting Methodology for Scheduling and Dispatch V1.0 March 2018 Table of Contents 1 Introduction... 3 2 Historical Jurisdictional Demand Data... 3 3 EMS Demand Forecast... 4 3.1 Manual

More information

PowerApps Optimal Power Flow Formulation

PowerApps Optimal Power Flow Formulation PowerApps Optimal Power Flow Formulation Page1 Table of Contents 1 OPF Problem Statement... 3 1.1 Vector u... 3 1.1.1 Costs Associated with Vector [u] for Economic Dispatch... 4 1.1.2 Costs Associated

More information

SMART GRID FORECASTING

SMART GRID FORECASTING SMART GRID FORECASTING AND FINANCIAL ANALYTICS Itron Forecasting Brown Bag December 11, 2012 PLEASE REMEMBER» Phones are Muted: In order to help this session run smoothly, your phones are muted.» Full

More information

Three-Stage Stochastic Market-Clearing Model for the Swiss Reserve Market

Three-Stage Stochastic Market-Clearing Model for the Swiss Reserve Market power systems eehlaboratory Haoyuan Qu Three-Stage Stochastic Market-Clearing Model for the Swiss Reserve Market Master Thesis PSL 1519 Department: EEH Power Systems Laboratory, ETH Zürich In collaboration

More information

Deterministic Sizing of the Frequency Bias Factor of Secondary Control

Deterministic Sizing of the Frequency Bias Factor of Secondary Control power systems eehlaboratory Andreas Ritter Deterministic Sizing of the Frequency Bias Factor of Secondary Control Semester Thesis PSL1106 EEH Power Systems Laboratory Swiss Federal Institute of Technology

More information

CARLOS F. M. COIMBRA (PI) HUGO T. C. PEDRO (CO-PI)

CARLOS F. M. COIMBRA (PI) HUGO T. C. PEDRO (CO-PI) HIGH-FIDELITY SOLAR POWER FORECASTING SYSTEMS FOR THE 392 MW IVANPAH SOLAR PLANT (CSP) AND THE 250 MW CALIFORNIA VALLEY SOLAR RANCH (PV) PROJECT CEC EPC-14-008 CARLOS F. M. COIMBRA (PI) HUGO T. C. PEDRO

More information

EBS IT Meeting July 2016

EBS IT Meeting July 2016 EBS IT Meeting 18 19 July 2016 Conference Call Details Conference call: UK Numbers Tel: 0808 238 9819 or Tel: 0207 950 1251 Participant code: 4834 7876... Join online meeting https://meet.nationalgrid.com/antonio.delcastillozas/hq507d31

More information

ECEN 460 Exam 1 Fall 2018

ECEN 460 Exam 1 Fall 2018 ECEN 460 Exam 1 Fall 2018 Name: KEY UIN: Section: Score: Part 1 / 40 Part 2 / 0 Part / 0 Total / 100 This exam is 75 minutes, closed-book, closed-notes. A standard calculator and one 8.5 x11 note sheet

More information

The TransPacific agreement A good thing for VietNam?

The TransPacific agreement A good thing for VietNam? The TransPacific agreement A good thing for VietNam? Jean Louis Brillet, France For presentation at the LINK 2014 Conference New York, 22nd 24th October, 2014 Advertisement!!! The model uses EViews The

More information

A Computer Application for Power System Control Studies

A Computer Application for Power System Control Studies A Computer Application for Power System Control Studies Dinis C. A. Bucho Student nº55262 of Instituto Superior Técnico Technical University of Lisbon Lisbon, Portugal Abstract - This thesis presents studies

More information

EE5250 TERM PROJECT. Report by: Akarsh Sheilendranath

EE5250 TERM PROJECT. Report by: Akarsh Sheilendranath EE5250 TERM PROJECT Analytical Approaches for Optimal Placement of Distributed Generation Sources in Power System Caisheng Wang, student member, IEEE, and M. Hashem Nehrir, senior member, IEEE Report by:

More information

Multi-Area Stochastic Unit Commitment for High Wind Penetration

Multi-Area Stochastic Unit Commitment for High Wind Penetration Multi-Area Stochastic Unit Commitment for High Wind Penetration Workshop on Optimization in an Uncertain Environment Anthony Papavasiliou, UC Berkeley Shmuel S. Oren, UC Berkeley March 25th, 2011 Outline

More information

Joint procurement of natural gas for grid operation

Joint procurement of natural gas for grid operation Joint procurement of natural gas for grid operation Slide www.aggm.at 1 Joint procurement of natural gas for grid operation AGGM 19. November 2014 1. General information 2. Procurement Slide 2 Joint procurement

More information

Spatially-Explicit Prediction of Wholesale Electricity Prices

Spatially-Explicit Prediction of Wholesale Electricity Prices Spatially-Explicit Prediction of Wholesale Electricity Prices J. Wesley Burnett and Xueting Zhao Intern l Assoc for Energy Economics, NYC 2014 West Virginia University Wednesday, June 18, 2014 Outline

More information

Findings and recommendations from Central Baltic case

Findings and recommendations from Central Baltic case W 1/1 Recommendations on transboundary planning from Baltic SCOPE Findings and recommendations from Central Baltic case Ingūna Urtāne Director of Spatial Planning Department of the Ministry of Environmental

More information

Deregulated Electricity Market for Smart Grid: A Network Economic Approach

Deregulated Electricity Market for Smart Grid: A Network Economic Approach Deregulated Electricity Market for Smart Grid: A Network Economic Approach Chenye Wu Institute for Interdisciplinary Information Sciences (IIIS) Tsinghua University Chenye Wu (IIIS) Network Economic Approach

More information

OFFSHORE INTEGRATION STUDY. Analysis, benchmark and mitigation of storm and ramping risks from offshore wind power in Belgium 05/02/2018

OFFSHORE INTEGRATION STUDY. Analysis, benchmark and mitigation of storm and ramping risks from offshore wind power in Belgium 05/02/2018 OFFSHORE INTEGRATION STUDY Analysis, benchmark and mitigation of storm and ramping risks from offshore wind power in Belgium 05/02/2018 This study has been developed in close collaboration with 1 TABLE

More information

IAEG SDGs WG GI, , Mexico City

IAEG SDGs WG GI, , Mexico City IAEG SDGs WG GI, 12-14.12.2016, Mexico City UN-GGIM:Europe s perspective and activities to support better integration of geospatial information and statistics and the UN SDG monitoring Pier-Giorgio Zaccheddu,

More information

Economic Benefit Study on Value of Spatial Information Australian Experience

Economic Benefit Study on Value of Spatial Information Australian Experience Economic Benefit Study on Value of Spatial Information Australian Experience Dr Zaffar Sadiq Mohamed-Ghouse Director, International Relations Cooperative Research Centre for Spatial Information zsadiq@crcsi.com.au

More information

Information Document Calculation of Pool Price and Transmission Constraint Rebalancing Costs During a Constraint Event ID # R

Information Document Calculation of Pool Price and Transmission Constraint Rebalancing Costs During a Constraint Event ID # R Information Documents are not authoritative. Information Documents are for information purposes only and are intended to provide guidance. In the event of any discrepancy between an Information Document

More information

Analysis and the methods of forecasting of the intra-hour system imbalance

Analysis and the methods of forecasting of the intra-hour system imbalance POSTER 2016, PRAGUE MAY 24 1 Analysis and the methods of forecasting of the intra-hour system imbalance Štěpán KRATOCHVÍL 1, Jan BEJBL 2 1,2 Dept. of Economy, management and humanities, Czech Technical

More information

Mermaid. The most sophisticated marine operations planning software available.

Mermaid. The most sophisticated marine operations planning software available. Mermaid The most sophisticated marine operations planning software available. Mojo Maritime / Marine economic risk management aid Mermaid : marine economic risk management aid The most sophisticated marine

More information

CECOER. Renewable Energy Control Center. How technologies have boosted remote operations. Agder Energi-konferansen

CECOER. Renewable Energy Control Center. How technologies have boosted remote operations. Agder Energi-konferansen CECOER Renewable Energy Control Center How technologies have boosted remote operations Agder Energi-konferansen 2018 30.-31. mai, Kristiansand GLOBAL LEADER IN INFRASTRUCTURE, WATER, SERVICES AND RENEWABLE

More information

Alps Results from the ESPON Project. Common spatial perspectives for the Alpine area. Towards a common vision

Alps Results from the ESPON Project. Common spatial perspectives for the Alpine area. Towards a common vision Results from the ESPON Project Alps 2050 Common spatial perspectives for the Alpine area. Towards a common vision Tobias Chilla, University of Erlangen Cooperation Alps 2020+ 1 & 2 October 2018 Salzburg

More information

Forecast Postalised Tariff 2015/ /20. Utility Regulator Explanatory Note. August Introduction

Forecast Postalised Tariff 2015/ /20. Utility Regulator Explanatory Note. August Introduction Forecast Postalised Tariff 2015/16 2019/20 Utility Regulator Explanatory Note August 2015 1 Introduction Pursuant to condition 2A.4.3.1 (b) of the Gas Conveyance licences granted to GNI (UK) 1, Premier

More information

Systems Operations. PRAMOD JAIN, Ph.D. Consultant, USAID Power the Future. Astana, September, /6/2018

Systems Operations. PRAMOD JAIN, Ph.D. Consultant, USAID Power the Future. Astana, September, /6/2018 Systems Operations PRAMOD JAIN, Ph.D. Consultant, USAID Power the Future Astana, September, 26 2018 7/6/2018 Economics of Grid Integration of Variable Power FOOTER GOES HERE 2 Net Load = Load Wind Production

More information

Renewable integration and primary control reserve demand in the Indian power system

Renewable integration and primary control reserve demand in the Indian power system Renewable integration and primary control reserve demand in the Indian power system Arun Kannan Division Systems Engineering and Distribution Grids Fraunhofer IWES Kassel, Germany arun.kannan@iwes.fraunhofer.de

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

Day Ahead Hourly Load and Price Forecast in ISO New England Market using ANN

Day Ahead Hourly Load and Price Forecast in ISO New England Market using ANN 23 Annual IEEE India Conference (INDICON) Day Ahead Hourly Load and Price Forecast in ISO New England Market using ANN Kishan Bhushan Sahay Department of Electrical Engineering Delhi Technological University

More information

The OSCE s Role in Trade and Transport Facilitation

The OSCE s Role in Trade and Transport Facilitation 1 The OSCE s Role in Trade and Transport Facilitation Roel Janssens,, Economic and Environmental Adviser Office of the Co-ordinator ordinator of OSCE Economic and Environmental Activities 14 th OSCE Economic

More information

Optimization of the forecasting of wind energy production Focus on the day ahead forecast

Optimization of the forecasting of wind energy production Focus on the day ahead forecast Optimization of the forecasting of wind energy production Focus on the day ahead forecast Market Processes, EnBW Transportnetze AG Mirjam Eppinger, Dietmar Graeber, Andreas Semmig Quantitative Methods,

More information

HTS Cable Integration into Rural Networks with Renewable Energy Resources

HTS Cable Integration into Rural Networks with Renewable Energy Resources Platzhalter für Bild, Bild auf Titelfolie hinter das Logo einsetzen HTS Cable Integration into Rural Networks with Renewable Energy Resources Dr.-Ing. Nasser Hemdan Outline Introduction Objectives Network

More information

OIML R 50-3 RECOMMENDATION. Edition 2014 (E) ORGANISATION INTERNATIONALE INTERNATIONAL ORGANIZATION

OIML R 50-3 RECOMMENDATION. Edition 2014 (E) ORGANISATION INTERNATIONALE INTERNATIONAL ORGANIZATION INTERNATIONAL RECOMMENDATION OIML R 50-3 Edition 2014 (E) Continuous totalizing automatic weighing instruments (belt weighers). Part 3: Test report format Instruments de pesage totalisateurs continus à

More information

Power System Seminar Presentation Wind Forecasting and Dispatch 7 th July, Wind Power Forecasting tools and methodologies

Power System Seminar Presentation Wind Forecasting and Dispatch 7 th July, Wind Power Forecasting tools and methodologies Power System Seminar Presentation Wind Forecasting and Dispatch 7 th July, 2011 Wind Power Forecasting tools and methodologies Amanda Kelly Principal Engineer Power System Operational Planning Operations

More information

Transmission capacity allocation in zonal electricity markets

Transmission capacity allocation in zonal electricity markets Transmission capacity allocation in zonal electricity markets Anthony Papavasiliou (UC Louvain) Collaborators: Ignacio Aravena (LLNL), Yves Smeers (UC Louvain) Workshop on Flexible Operation and Advanced

More information

International Workshop on Wind Energy Development Cairo, Egypt. ERCOT Wind Experience

International Workshop on Wind Energy Development Cairo, Egypt. ERCOT Wind Experience International Workshop on Wind Energy Development Cairo, Egypt ERCOT Wind Experience March 22, 21 Joel Mickey Direcr of Grid Operations Electric Reliability Council of Texas jmickey@ercot.com ERCOT 2 2

More information

SOUTH AUSTRALIAN WIND STUDY REPORT SOUTH AUSTRALIAN ADVISORY FUNCTIONS

SOUTH AUSTRALIAN WIND STUDY REPORT SOUTH AUSTRALIAN ADVISORY FUNCTIONS SOUTH AUSTRALIAN WIND STUDY REPORT SOUTH AUSTRALIAN ADVISORY FUNCTIONS Published: October 2015 IMPORTANT NOTICE Purpose The purpose of this publication is to provide information about wind generation in

More information

REPORT FCR-N DESIGN OF REQUIREMENTS AUTHORS ROBERT ERIKSSON NIKLAS MODIG ANDREAS WESTBERG SVENSKA KRAFTNÄT VERSION 1-4 JULY 2017

REPORT FCR-N DESIGN OF REQUIREMENTS AUTHORS ROBERT ERIKSSON NIKLAS MODIG ANDREAS WESTBERG SVENSKA KRAFTNÄT VERSION 1-4 JULY 2017 REPORT FCR-N DESIGN OF REQUIREMENTS VERSION 1-4 JULY 2017 AUTHORS ROBERT ERIKSSON NIKLAS MODIG ANDREAS WESTBERG SVENSKA KRAFTNÄT SVENSKA KRAFTNÄT SVENSKA KRAFTNÄT Contents INTRODUCTION...4 BACKGROUND OF

More information

Maine Learning Results Science Grade: 4 - Adopted: 2007

Maine Learning Results Science Grade: 4 - Adopted: 2007 Main Criteria: Maine Learning Results Secondary Criteria: Subjects: Science, Social Studies Grade: 4 Correlation Options: Show Correlated Maine Learning Results Science Grade: 4 - Adopted: 2007 STRAND

More information

Wind Power Forecast based on ARX Model with Multi Time Scale Parameter

Wind Power Forecast based on ARX Model with Multi Time Scale Parameter Wind Power Forecast based on ARX Model with Multi Time Scale Parameter Atsushi YAMAGUCHI Research Associate, Takeshi ISHIHARA Professor, Typical Model flow NWP data Geographic information Prediction of

More information

ESPON evidence on European cities and metropolitan areas

ESPON evidence on European cities and metropolitan areas BEST METROPOLISES Final Conference 18 April 2013, Warsaw ESPON evidence on European cities and metropolitan areas Michaela Gensheimer Structure of Intervention Content Part I: What is the ESPON 2013 Programme?

More information

Frequency control experience in French NPPs

Frequency control experience in French NPPs Frequency control experience in French NPPs IAEA Technical Meeting September 2013, Paris Daniel SOUQUE EDF DTG 1 H-44201021-2013-00500-A Contents Reminder : frequency control Grid requirements : ENTSOe

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

Software Tools: Congestion Management

Software Tools: Congestion Management Software Tools: Congestion Management Tom Qi Zhang, PhD CompuSharp Inc. (408) 910-3698 Email: zhangqi@ieee.org October 16, 2004 IEEE PES-SF Workshop on Congestion Management Contents Congestion Management

More information

Electric Power Network Response to Random Demand Variations: A large deviations view on voltage collapse phenomena

Electric Power Network Response to Random Demand Variations: A large deviations view on voltage collapse phenomena Electric Power Network Response to Random Demand Variations: A large deviations view on voltage collapse phenomena Christopher DeMarco Electrical and Computer Engineering University of Wisconsin-Madison

More information

UN-GGIM: Strengthening Geospatial Capability

UN-GGIM: Strengthening Geospatial Capability Fifth Plenary Meeting of UN-GGIM: Europe Brussels, 6-7 June 2018 UN-GGIM: Strengthening Geospatial Capability Walking the talk to leave no one behind Greg Scott, UN-GGIM Secretariat Environmental Statistics

More information

SPLAN-Natura Towards an integrated spatial planning approach for Natura th January, 2017 Brussels. Commissioned by DG Environment

SPLAN-Natura Towards an integrated spatial planning approach for Natura th January, 2017 Brussels. Commissioned by DG Environment SPLAN-Natura 2000 Towards an integrated spatial planning approach for Natura 2000 Commissioned by DG Environment 17 th January, 2017 Brussels V. Simeonova (Ph.D.) Drivers towards integrating Biodiversity

More information

SOLAR POWER FORECASTING BASED ON NUMERICAL WEATHER PREDICTION, SATELLITE DATA, AND POWER MEASUREMENTS

SOLAR POWER FORECASTING BASED ON NUMERICAL WEATHER PREDICTION, SATELLITE DATA, AND POWER MEASUREMENTS BASED ON NUMERICAL WEATHER PREDICTION, SATELLITE DATA, AND POWER MEASUREMENTS Detlev Heinemann, Elke Lorenz Energy Meteorology Group, Institute of Physics, Oldenburg University Workshop on Forecasting,

More information

Effect of wind generation on dispatch INVESTIGATION 2

Effect of wind generation on dispatch INVESTIGATION 2 Effect of wind generation on dispatch INVESTIGATION 2 WIND GENERATION INVESTIGATION PROJECT MAY 2007 NOTICE COPYRIGHT 2007 TRANSPOWER New Zealand LIMITED ALL RIGHTS RESERVED The information contained in

More information

Report on System-Level Estimation of Demand Response Program Impact

Report on System-Level Estimation of Demand Response Program Impact Report on System-Level Estimation of Demand Response Program Impact System & Resource Planning Department New York Independent System Operator April 2012 1 2 Introduction This report provides the details

More information

A possible notion of short-term value-based reliability

A possible notion of short-term value-based reliability Energy Laboratory MIT EL 1-13 WP Massachusetts Institute of Technology A possible notion of short-term value-based reliability August 21 A possible notion of short-term value-based reliability Yong TYoon,

More information

Current best practice of uncertainty forecast for wind energy

Current best practice of uncertainty forecast for wind energy Current best practice of uncertainty forecast for wind energy Dr. Matthias Lange Stochastic Methods for Management and Valuation of Energy Storage in the Future German Energy System 17 March 2016 Overview

More information

C o p e r n i c u s M a r i n e S e r v i c e i n s u p p o r t t o s u s t a i n a b l e B l u e G r o w t h

C o p e r n i c u s M a r i n e S e r v i c e i n s u p p o r t t o s u s t a i n a b l e B l u e G r o w t h Implemented by C o p e r n i c u s M a r i n e S e r v i c e i n s u p p o r t t o s u s t a i n a b l e B l u e G r o w t h European Commission, DG MARE 19 Januray 2018 C O P E R N I C U S I N B R I E

More information

Pilot applications for Greece and Egypt related end-users

Pilot applications for Greece and Egypt related end-users GEO-CRADLE Project Meeting 2 16 th November, 2016 Pilot applications for Greece and Egypt related end-users Panagiotis Kosmopoulos & Hesham El-Askary National Observatory of Athens Chapman University Eratosthenes

More information

National workshop on Eco-efficient Water Infrastructure for Sustainable Urban Development in Nepal objectives. expected outcomes & schedule

National workshop on Eco-efficient Water Infrastructure for Sustainable Urban Development in Nepal objectives. expected outcomes & schedule GEO-REF Information Sharing Eco-Efficient water Infrastructure, National workshop on Eco-efficient Water Infrastructure for Sustainable Urban Development in Nepal objectives. expected outcomes & schedule

More information

The DC Optimal Power Flow

The DC Optimal Power Flow 1 / 20 The DC Optimal Power Flow Quantitative Energy Economics Anthony Papavasiliou The DC Optimal Power Flow 2 / 20 1 The OPF Using PTDFs 2 The OPF Using Reactance 3 / 20 Transmission Constraints Lines

More information

IEEE TRANSACTIONS ON POWER ELECTRONICS, VOL. 31, NO. 5, MAY Xiaolong Chen and Yongli Li

IEEE TRANSACTIONS ON POWER ELECTRONICS, VOL. 31, NO. 5, MAY Xiaolong Chen and Yongli Li IEEE TRANSACTIONS ON POWER ELECTRONICS, VOL. 31, NO. 5, MAY 2016 3559 An Islanding Detection Method for Inverter-Based Distributed Generators Based on the Reactive Power Disturbance Xiaolong Chen and Yongli

More information

CHAPTER 2 MATHEMATICAL MODELLING OF AN ISOLATED HYBRID POWER SYSTEM FOR LFC AND BPC

CHAPTER 2 MATHEMATICAL MODELLING OF AN ISOLATED HYBRID POWER SYSTEM FOR LFC AND BPC 20 CHAPTER 2 MATHEMATICAL MODELLING OF AN ISOLATED HYBRID POWER SYSTEM FOR LFC AND BPC 2.1 INTRODUCTION The technology of the hybrid power system is at an exciting stage of development. Much research effort

More information

Hybrid organic solvent nanofiltration membranes on ceramic and polymeric supports

Hybrid organic solvent nanofiltration membranes on ceramic and polymeric supports Hybrid organic solvent nanofiltration membranes on ceramic and polymeric supports H.M. van Veen (ECN) J.P. Overbeek (ECN) M.M.A. van Tuel (ECN) F.P. Cuperus (Solsep) I.M. Wienk (Solsep) P.H.T. Ngamou (TU/e)

More information

UNCTAD Single-year Expert Meeting on Tourism s Contribution to Sustainable Development

UNCTAD Single-year Expert Meeting on Tourism s Contribution to Sustainable Development UNCTAD Single-year Expert Meeting on Tourism s Contribution to Sustainable Development Geneva, Palais des Nations, Salle XXVI, 14-15 March 2013 Zoritsa Urosevic Head, Institutional & Corporate Relations,

More information

Mid-term Adequacy Forecast 2018

Mid-term Adequacy Forecast 2018 Appendix 1: Methodology and Detailed Results 2018 edition Table of Contents 1 Methodology and assumptions... 3 1.1 Methodology advanced tools for probabilistic market modelling...4 Adequacy Indices...7

More information

ECG 740 GENERATION SCHEDULING (UNIT COMMITMENT)

ECG 740 GENERATION SCHEDULING (UNIT COMMITMENT) 1 ECG 740 GENERATION SCHEDULING (UNIT COMMITMENT) 2 Unit Commitment Given a load profile, e.g., values of the load for each hour of a day. Given set of units available, When should each unit be started,

More information

2010/53. Market coupling and the organization of counter-trading: separating energy and transmission again? Giorgia Oggioni and Yves Smeers

2010/53. Market coupling and the organization of counter-trading: separating energy and transmission again? Giorgia Oggioni and Yves Smeers 2010/53 Market coupling and the organization of counter-trading: separating energy and transmission again? Giorgia Oggioni and Yves Smeers DISCUSSION PAPER Center for Operations Research and Econometrics

More information

A Price-Based Approach for Controlling Networked Distributed Energy Resources

A Price-Based Approach for Controlling Networked Distributed Energy Resources A Price-Based Approach for Controlling Networked Distributed Energy Resources Alejandro D. Domínguez-García (joint work with Bahman Gharesifard and Tamer Başar) Coordinated Science Laboratory Department

More information

ECE 422/522 Power System Operations & Planning/ Power Systems Analysis II 4 Active Power and Frequency Control

ECE 422/522 Power System Operations & Planning/ Power Systems Analysis II 4 Active Power and Frequency Control ECE 422/522 Power System Operations & Planning/ Power Systems Analysis II 4 Active Power and Frequency Control Spring 2014 Instructor: Kai Sun 1 References Chapter 12 of Saadat s book Chapter 11.1 of Kundur

More information

Workshop on Wind Forecasting Applications to Utility Planning and Operations. Phoenix, Arizona 19 February 2009

Workshop on Wind Forecasting Applications to Utility Planning and Operations. Phoenix, Arizona 19 February 2009 Workshop on Wind Forecasting Applications to Utility Planning and Operations Phoenix, Arizona 19 February 2009 Integrating Forecasting into the EMS and Control Center by the Portuguese TSO Rui Pestana

More information

UPDATE ELECTRICITY STATEMENT OF OPPORTUNITIES FOR THE NATIONAL ELECTRICITY MARKET

UPDATE ELECTRICITY STATEMENT OF OPPORTUNITIES FOR THE NATIONAL ELECTRICITY MARKET UPDATE ELECTRICITY STATEMENT OF OPPORTUNITIES FOR THE NATIONAL ELECTRICITY MARKET Published: 26 October 2015 ELECTRICITY STATEMENT OF OPPORTUNITIES IMPORTANT NOTICE Purpose AEMO publishes the Electricity

More information

Short-Term Electrical Load Forecasting for Iraqi Power System based on Multiple Linear Regression Method

Short-Term Electrical Load Forecasting for Iraqi Power System based on Multiple Linear Regression Method Volume 00 No., August 204 Short-Term Electrical Load Forecasting for Iraqi Power System based on Multiple Linear Regression Method Firas M. Tuaimah University of Baghdad Baghdad, Iraq Huda M. Abdul Abass

More information

Analysis of Coupling Dynamics for Power Systems with Iterative Discrete Decision Making Architectures

Analysis of Coupling Dynamics for Power Systems with Iterative Discrete Decision Making Architectures Analysis of Coupling Dynamics for Power Systems with Iterative Discrete Decision Making Architectures Zhixin Miao Department of Electrical Engineering, University of South Florida, Tampa FL USA 3362. Email:

More information

European Lignite Mines Benchmarking. Sanitized Report

European Lignite Mines Benchmarking. Sanitized Report European Lignite Mines Benchmarking Sanitized Report European lignite industry, at a glance The global lignite production is approx. 1 billion metric tons for 2012 with major production coming from Europe,

More information

Weekly Operational Constraints Update

Weekly Operational Constraints Update Weekly Operational Constraints Update Applicable from 19 November 2018 to 25 November 2018 (Week 47) 16 November 2018 Disclaimer EirGrid plc, the Transmission System Operator (TSO) for Ireland, and SONI

More information

New Mexico Content Standards Science Grade: 2 - Adopted: 2003

New Mexico Content Standards Science Grade: 2 - Adopted: 2003 Main Criteria: New Mexico Content Standards Secondary Criteria: Subjects: Science, Social Studies Grade: 2 Correlation Options: Show Correlated NM.I. BENCHMARK / I-A. I-A.3a. BENCHMARK / II-A. II-A.2a.

More information

Applying Model Predictive Control to Power System Frequency Control

Applying Model Predictive Control to Power System Frequency Control 23 4th IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), October 6-9, Copenhagen Applying Model Predictive Control to Power System Frequency Control Anne Mai Ersdal,Inês M. Cecílio, Davide

More information

DS3 System Services Scalar Design RECOMMENDATIONS PAPER. DS3 System Services Implementation Project

DS3 System Services Scalar Design RECOMMENDATIONS PAPER. DS3 System Services Implementation Project DS3 System Services Scalar Design RECOMMENDATIONS PAPER DS3 System Services Implementation Project 23 October 2017 Disclaimer EirGrid as the Transmission System Operator (TSO) for Ireland, and SONI as

More information

Power System Security. S. Chakrabarti

Power System Security. S. Chakrabarti Power System Security S. Chakrabarti Outline Introduction Major components of security assessment On-line security assessment Tools for contingency analysis DC power flow Linear sensitivity factors Line

More information