RESPOND Session. Customers Response to Electricity Price Variations Caused by Intermittent Generation

Size: px
Start display at page:

Download "RESPOND Session. Customers Response to Electricity Price Variations Caused by Intermittent Generation"

Transcription

1 1 th IAEE European Conference, Vienna, Austria, 7-1 September 29! RESPOND Session Customers Response to Electricity Price Variations Caused by Intermittent Generation Frits Møller Andersen, Poul Erik Grohnheit and Helge V. Larsen Risø DTU, Technical University of Denmark

2 Demand response Demand response is to get customers to react to variations in the cost of production: Increase demand when costs are low Decrease demand when costs are high In a thermal based electricity system, increased intermittent production e.g. increase share of wind implies an increased variation in production and in the marginal costs of production. In a liberalized market, marginal costs of production are revealed through the market price. That is, customers should react on market prices. In this presentation we focus on Denmark and day ahead hourly market prices. 2

3 A general description of the hourly electricity market Demand [MW] Denmark 27 6, 5, 4, 3, 2, 1, Time of day Workdays Weekend [MW] 3, 2,5 2, 1,5 1, 5 16 Jan 18 Jan Denmark, January 27 2 Jan 22 Jan 24 Jan 26 Jan 28 Jan Wind production 3 Jan Demand: Systematic daily variation, shifts the demand curve, positive correlation between price and quantity. Figure 1. Average hourly consumption curve for Denmark 27, and variation of the wind power production in second half of January 27 for West Denmark Price of electricity p peak p* p low Off-peak demand q low q * q peak Supply curve Peak demand Price electricity p 1 p 2 p 3 of Peak demand q 1 q 2 q 3 Supply curves Supply: Unsystematic variation in the supply of wind, shifts the supply curve, negative correlation between price and quantity. Figure 2. Effects of changes in the demand and supply of electricity. 3

4 6, DK West, January , 5 Demand [MW] 4, 3, 2, 1, Price [DKK/MWh] Combining effects (in a system with considerable wind and at the border of thermal and water-based production) and looking at hourly prices, consumption and the share of wind. [%] Jan 17 Jan 18 Jan 19 Jan 2 Jan 21 Jan 22 Jan 23 Jan 24 Jan 25 Jan 26 Jan Consumption Price Wind/Consumption 27 Jan 28 Jan 29 Jan 3 Jan Observations: a systematic daily and weekly variation in demand and the price of electricity unsystematic peak prices often related to limited wind power unsystematic low or even zero prices often related to a large production from wind Hourly Nord Pool prices, consumption, and wind power production in West Denmark, the second half of January 27. Concerning intermittent production the main observation is the unsystematic variation in production and prices. Conclusion: To increase the share of intermittent production customers should react to unsystematic variations in production and prices. Requires hourly metering of consumption and billing according to hourly market prices 4

5 Descriptive statistics for hourly electricity prices and consumption in the Danish area Average Average abs. deviation Skewness coefficient Price Quantity Price Quantity Price Quantity DK West DK East DK West DK East DK West DK East DK West DK East DK West DK East DK West DK East DK West DK East DK West DK East Prices and the distribution of prices vary between years, consumption is relatively constant. The distribution of prices has a tail of high prices. 5 Table 1. Descriptive statistics for observed prices [ /MWh] and quantities [MW] traded at Nord Pool

6 Effects of changing from average prices to hourly prices Price of electricity p B p C p avg p C p B demand Off-peak demand A B qb C qc Welfare gain Effects of going from average pricing to hourly prices at the market. C q C B A qb Supply curve Peak demand Quantity of electricity With average prices customers will demand at point A incurring costs at point B. With hourly pricing the optimal demand is at point C, implying lower variations in prices and consumption and a welfare gain represented by the shaded area of the figure. The size of the effects depend on the slope of the demand and supply curves. In this study we assume constant elasticities, approximate the supply curve with constant elasticities in three levels and perform a sensitivity analysis of demand elasticities. 6

7 Effects on prices, the case DK 27 Average of prices. Index: 27 = Prices DK West DK East Average abs. dev. of prices. Index: 27 = Prices DK West DK East Demand elasticity Demand elasticity Skewness of prices Prices DK West DK East Average prices change marginally, only. Variation in hourly prices are reduced considerably. Especially the tail of high prices is reduced for even very small demand-price-elasticities Demand elasticity Demand price elasticity and changes in the average, the average absolute deviation and skewness coefficient for the distribution of hourly prices, 27. 7

8 Demand price elasticity Average abs. dev. Skewness in in Nord Pool prices Nord Pool prices West East Total West East Total West East Total West East Total West East Total West East Average DK West DK East Welfare gain [M ] Short-term Welfare Gains Demand elasticity: Nordpool price, Average abs. dev. [ /MWh] Welfare gain [M ] Demand elasticity: Nordpool price, Average abs. dev. [ /MWh] Short-term gains seen in the market so far very small (< ½%), vary between years and depend on the volatility of prices, effect > the effect of demand-elasticity. Long-term gains evaluated to be large related to a reduced need for peak-capacity. 8

9 Gains in price-intervals and effects of fixed price-additives M /year Demand p rice elasticity West East Total West East Total West East Total West East Total Below average price Average to two times average price Above two times average price Total Below average price Average to two times average price Above two times average price Total M /year Priceaddition Demand p rice elasticity /M Wh West East Total West East Total West East Total West East Total Large consumers Small consumers Households Total For households the fixed additive is app. 6 times the market price Having a tail of high prices in 27, for small priceelasticities most of the welfare gain comes from reducing high prices. In a symmetric pricedistribution (28) most of the welfare gain comes from prices below the average Fixed price-additives reduce the relative variation in prices and this reduces the gain from changing consumption. (Each category consumes 1/3 each hour) 9

10 Summary and conclusions Intermittent production increases the volatility of production and market prices. Demand response is one way to balance variations in production and to reduce the volatility of prices. Especially the tail of high prices is reduced by even limited demand response. Requires hourly metering of consumption, billing according to hourly market prices, and a sufficient large incentive for customers to respond to prices. So far, the short-term gain from demand response has been quite limited, but it varies considerably from one year to the next. Increased volatility of prices and a long tail of high prices increase short-term gains. Long-term gains (reduced need for peak-capacity) are evaluated to be substantial, and increasing intermittent production will increase both short- and long-term gains. Short-term gains are not sufficient for replacing old meters by new hourly meters, but given hourly metering customers should face hourly market prices. Fixed price-additives e.g. a fixed tax per kwh. reduces the relative volatility of prices seen by the customer and reduces incentives for demand response. Taxes may be changed to a percent on hourly market prices. Enabling technologies e.g. automatic cut off of consumption when prices become high may ease demand response in the future. 1

Potential for RTP in Sweden

Potential for RTP in Sweden Potential for RTP in Sweden Mattias Vesterberg Chandra Kiran Krishnamurthy Umeå University, Sweden Oben Bayrak SLU Umeå, Sweden 37th IAEE, New York June 16 2014 Introduction Real time pricing (RTP) of

More information

Modelling energy demand related to economic activities. Frits Møller Andersen. Head of research program Energy Systems Analysis, DTU

Modelling energy demand related to economic activities. Frits Møller Andersen. Head of research program Energy Systems Analysis, DTU Modelling energy demand related to economic activities. Frits Møller Andersen. Head of research program Energy Systems Analysis, DTU Energy Systems Analysis, Technical University of Denmark, Risø 20 researchers

More information

Setting the Energy Bid Floor

Setting the Energy Bid Floor Setting the Energy Bid Floor Frank A. Wolak Department of Economics Stanford University wolak@zia.stanford.edu http://www.stanford.edu/~wolak Chairman, Market Surveillance Committee California ISO 1 Outline

More information

Laura M. Andersen a Lars Gårn Hansen a Carsten Lynge Jensen a Frank A. Wolak b

Laura M. Andersen a Lars Gårn Hansen a Carsten Lynge Jensen a Frank A. Wolak b Shifting Electricity Demand Into versus Away from Hours of the Day Using Real-time Electricity Pricing and Information Provision: Experimental Evidence from Denmark * Laura M. Andersen a Lars Gårn Hansen

More information

Transmission grid tariffs for 2018

Transmission grid tariffs for 2018 Transmission grid tariffs for 2018 Model description and rates Photo: Statnett Tariffs 2018 Changes in the Energy Act were adopted with effect from 1 July 2016. Among other things, the Act defines changes

More information

Power market integration, focusing on the CHP switch to biomass and electric heating to replace fossil-fuelled heating

Power market integration, focusing on the CHP switch to biomass and electric heating to replace fossil-fuelled heating Power market integration, focusing on the CHP switch to biomass and electric heating to replace fossil-fuelled heating Capacity building for Renewable Energy Technologies and Policy in Ethiopia Henrik

More information

California Independent System Operator Corporation. California ISO. Import resource adequacy. Department of Market Monitoring

California Independent System Operator Corporation. California ISO. Import resource adequacy. Department of Market Monitoring k California Independent System Operator Corporation California ISO Import resource adequacy September 10, 2018 Department of Market Monitoring Summary This report provides an update of analysis and trends

More information

Economic model of consumption. Electricity Market Analysis, EG2060 L3-L4. Economic model of consumption. Economic model of consumption

Economic model of consumption. Electricity Market Analysis, EG2060 L3-L4. Economic model of consumption. Economic model of consumption Electricity Market Analysis, EG26 L3-L4 Lennart Söder Professor in Electric Power Systems Economic model of consumption The cost side of consumption consists of direct costs as: Investment costs (e.g.

More information

Economic solutions to improve frequency quality

Economic solutions to improve frequency quality Norwegian School of Economics Bergen, Spring 2013 Economic solutions to improve frequency quality A discussion of Statnetts challenges in the power system Fredrik Vigeland Christoffersen Supervisor: Linda

More information

Variability and smoothing effect of wind power production compared to load variability in the Nordic countries

Variability and smoothing effect of wind power production compared to load variability in the Nordic countries Downloaded from orbit.dtu.dk on: Dec 20, 2017 Variability and smoothing effect of wind power production compared to load variability in the Nordic countries Holttinen, Hannele ; Rissanen, Simo ; Giebel,

More information

Risø Energy Report 8. The intelligent energy system infrastructure for the future Conclusions and recommendations

Risø Energy Report 8. The intelligent energy system infrastructure for the future Conclusions and recommendations Downloaded from orbit.dtu.dk on: Dec 17, 2017 Risø Energy Report 8. The intelligent energy system infrastructure for the future Conclusions and recommendations Larsen, Hans Hvidtfeldt; Sønderberg Petersen,

More information

Exercises and assignments

Exercises and assignments Exercises and assignments Risø DTU course 45003: Energy Economics, Markets, and Policies 1 August 8, 2011/JHJA/LLPH/SASC Contents Energy Economics background: Markets, Definitions, Properties and Assumptions...5

More information

RTP and demand-side bidding in restructured electricity markets

RTP and demand-side bidding in restructured electricity markets RTP and demand-side bidding in restructured electricity markets Robert H. Patrick Rutgers University rpatrick@andromeda.rutgers.edu http://www.rci.rutgers.edu/~rpatrick/hp.html Energy Modeling Conference

More information

Outline of Talk. Dynamic vs. Time-of-use pricing. Dynamic vs. Time-of-use pricing

Outline of Talk. Dynamic vs. Time-of-use pricing. Dynamic vs. Time-of-use pricing Symmetric Treatment of Load and Generation: A Necessary Condition for Demand Response to Benefit Wholesale Market Efficiency and Manage Intermittency Frank A. Wolak Director, Program on Energy Sustainable

More information

Managing Demand and Supply Dynamics - Increasing Flexibility in the North European Energy System

Managing Demand and Supply Dynamics - Increasing Flexibility in the North European Energy System Managing Demand and Supply Dynamics - Increasing Flexibility in the North European Energy System Peter Markussen, DONG Energy Thermal Power EPG 2012, 3-5 December 2012 DONG Energy is an integrated utility

More information

Intermittent Renewable Energy Sources and Wholesale Electricity Prices

Intermittent Renewable Energy Sources and Wholesale Electricity Prices Intermittent Renewable Energy Sources and Wholesale Electricity Prices Felix Müsgens, Thomas Möbius FERC and TAI Workshop Washington, October 30, 2015 Motivation How will intermittent renewable energy

More information

Dedicated focus on Renewables

Dedicated focus on Renewables Dedicated focus on Renewables Anders Dahl Head of Renewables London, 22 September 2010 Vattenfall Today s Focus Delivering Vattenfall s Vision A major and expanding Wind player Developing the business

More information

Overview of Energy Efficiency Obligation Schemes in the EU Countries

Overview of Energy Efficiency Obligation Schemes in the EU Countries Overview of Energy Efficiency Obligation Schemes in the EU Countries Zsuzsanna Pató European Utility Week Session 27: The impacts of EU policies on utilities 4 November, 2015 - Vienna Why do we have the

More information

Neas Energy A/S. Electrolysis for grid balancing - BioCat European Power-to-Gas Platform: Second meeting Square Hotel, Copenhagen, 22 June 2016

Neas Energy A/S. Electrolysis for grid balancing - BioCat European Power-to-Gas Platform: Second meeting Square Hotel, Copenhagen, 22 June 2016 Neas Energy A/S Electrolysis for grid balancing - BioCat European Power-to-Gas Platform: Second meeting Square Hotel, Copenhagen, 22 June 2016 Agenda Neas Energy Electricity markets Trading strategy and

More information

Heat Pumps as a support technology for large Wind Power integration

Heat Pumps as a support technology for large Wind Power integration Danish Pilot Project with integration of Heat Pumps into the Electricity Smart Grid Heat Pumps as a support technology for large Wind Power integration April 2011 Steen Kramer Jensen energinet.dk TSO of

More information

Using Real-Time Pricing and Information Provision to Shift Intra-Day Electricity Consumption: Evidence from Denmark *

Using Real-Time Pricing and Information Provision to Shift Intra-Day Electricity Consumption: Evidence from Denmark * Using Real-Time Pricing and Information Provision to Shift Intra-Day Electricity Consumption: Evidence from Denmark * Laura M. Andersen a Lars Gårn Hansen a Carsten Lynge Jensen a Frank A. Wolak b a University

More information

Aalborg Universitet. Publication date: Document Version Publisher's PDF, also known as Version of record

Aalborg Universitet. Publication date: Document Version Publisher's PDF, also known as Version of record Aalborg Universitet Danish Wind Power Lund, Henrik; Hvelplund, Frede Kloster; Østergaard, Poul Alberg; Møller, Bernd; Mathiesen, Brian Vad; Andersen, Anders N.; Morthorst, Poul Erik; Karlsson, Kenneth;

More information

E&AS Offset Proposal Example

E&AS Offset Proposal Example E&AS Offset Proposal Example Paul M. Sotkiewicz, Ph.D CSTF July 25, 2014 Revised and annotated August 1, 2014 Brattle Recommendation Develop a forward looking E&AS methodology 3 year historical can be

More information

Quantitative Valuation of Demand Response in Power Markets

Quantitative Valuation of Demand Response in Power Markets Quantitative Valuation of Demand Response in Power Markets Stine Grenaa Jensen *, Mikael Togeby **, and Thomas Engberg Pedersen *** This paper presents results of an assessment of a Monte Carlo approach

More information

Market Based demand Response

Market Based demand Response Market Based demand Response Results from Norwegian Research Projects IAE/DSM workshop, Trondheim 18 Ove April, S. Grande 2012 Senior Research Scientist SINTEF Energy Research Technology for a better society

More information

An econometric analysis of electricity demand response to price changes at the intra-day horizon: The case of manufacturing industry in West Denmark

An econometric analysis of electricity demand response to price changes at the intra-day horizon: The case of manufacturing industry in West Denmark MPRA Munich Personal RePEc Archive An econometric analysis of electricity demand response to price changes at the intra-day horizon: The case of manufacturing industry in West Denmark Niels Framroze Møller

More information

Flexibility in the Swiss Electricity Markets. Jan Abrell Energieforschungsgespräche Disentis 2019,

Flexibility in the Swiss Electricity Markets. Jan Abrell Energieforschungsgespräche Disentis 2019, Flexibility in the Swiss Electricity Markets Jan Abrell Energieforschungsgespräche Disentis 2019, 24.01.2019 Motivation Share of renewable energy sources in electricity supply is increasing Wind and solar

More information

Potential Methodology to Account for OFO Penalties Incurred due to Real-time Energy Dispatches

Potential Methodology to Account for OFO Penalties Incurred due to Real-time Energy Dispatches Potential Methodology to Account for OFO Penalties Incurred due to Real-time Energy Dispatches Department of Market Monitoring White Paper February 2012 Copyright 2012 California ISO Contents Introduction...

More information

Analyses on the effects of implementing implicit grid losses in the Nordic CCR

Analyses on the effects of implementing implicit grid losses in the Nordic CCR Analyses on the effects of implementing implicit grid losses in the Nordic CCR Publication date, 30 April 2018 Executive summary The purpose of this study is to analyze the effects of implementing implicit

More information

Mandatory Real-Time Pricing: What California Can Do to Reduce the Cost of the Summer of 2001

Mandatory Real-Time Pricing: What California Can Do to Reduce the Cost of the Summer of 2001 Mandatory Real-Time Pricing: What California Can Do to Reduce the Cost of the Summer of 2001 Frank A. Wolak Department of Economics Stanford University Stanford, CA 94305-6072 wolak@zia.stanford.edu http://www.stanford.edu/~wolak

More information

Opportunity-cost-pricing of reserves for a simple hydropower system

Opportunity-cost-pricing of reserves for a simple hydropower system Opportunity-cost-pricing of reserves for a simple hydropower system Ellen Krohn Aasgård Department of Industrial Economics and Technology Management Norwegian University of Science and Technology Trondheim,

More information

Syddansk Universitet. Danish Wind Power Export and Cost

Syddansk Universitet. Danish Wind Power Export and Cost Syddansk Universitet Danish Wind Power Export and Cost Lund, Henrik; Hvelplund, Frede; Alberg Østergaard, Poul; Möller, Bernd; Vad Mathiesen, Brian; N. Andersen, Anders; Morthorst, Poul Erik; Karlsson,

More information

An Econometric Analysis of Electricity Demand Response to Price Changes at the Intra-Day Horizon: The Case of Manufacturing Industry in West Denmark

An Econometric Analysis of Electricity Demand Response to Price Changes at the Intra-Day Horizon: The Case of Manufacturing Industry in West Denmark Downloaded from orbit.dtu.dk on: Dec 06, 2018 An Econometric Analysis of Electricity Demand Response to Price Changes at the Intra-Day Horizon: The Case of Manufacturing Industry in West Denmark Møller,

More information

Total Market Demand Wed Aug 08 Thu Aug 09 Fri Aug 10 Sat Aug 11 Sun Aug 12 Mon Aug 13 Tue Aug 14

Total Market Demand Wed Aug 08 Thu Aug 09 Fri Aug 10 Sat Aug 11 Sun Aug 12 Mon Aug 13 Tue Aug 14 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

Vattenfall s views on the electricity market 2005

Vattenfall s views on the electricity market 2005 Vattenfall s views on the electricity market 25 Stockholm, Lars G. 25-11-16 Josefsson, President and CEO, Vattenfall AB Effects of the Swedish market reform (1) New study: Regulatory Reform in the Swedish

More information

The Danish Way to 100 Percent renewable Energy

The Danish Way to 100 Percent renewable Energy Institut für Energie- und Klimaforschung Forschungszentrum Jülich 20 September 2011 The Danish Way to 100 Percent renewable Energy Wind Power Photo Voltaic Solar thermal 2,1 TWh Biomass 90,4 TWh Danish

More information

Managing Energy Use and Cost with Integrated Metering

Managing Energy Use and Cost with Integrated Metering Managing Energy Use and Cost with Integrated Metering Regional Municipality of Durham October 29, 2015 Joe Green P.Eng, CEM Overview Duffin Creek WPCP Jointly owned by York and Durham Regions Capacity

More information

Optimizing the Generation Capacity Expansion. Cost in the German Electricity Market

Optimizing the Generation Capacity Expansion. Cost in the German Electricity Market Optimizing the Generation Capacity Expansion Cost in the German Electricity Market Hamid Aghaie Research Scientist, AIT Austrian Institute of Technology Novemebr 2017 1 Motivation Energy-only Market Generators

More information

The Future of Electricity: A Market with Costs of Zero? Marginal

The Future of Electricity: A Market with Costs of Zero? Marginal The Future of Electricity: A Market with Costs of Zero? Marginal Richard Green, IAEE European Conference, 217 1 Supply /MWh Marginal Cost Nuclear CCGT OCGT GW 2 Demand and Supply Prices reflect Marginal

More information

Intelligent Energy Systems Integration

Intelligent Energy Systems Integration Intelligent Energy Systems Integration Chinese Mayors Visit on DTU Henrik Madsen, DTU Compute http://www.henrikmadsen.org http://www.smart-cities-centre.org http://smartnet-project.eu Potentials and Challenges

More information

The catalog is updated at least when new data is published in the Energi Data Service, and consists of the following two parts:

The catalog is updated at least when new data is published in the Energi Data Service, and consists of the following two parts: This data catalog provides a comprehensive overview of the data and datasets in Energi Data Service. The data catalog is based entirely on metadata, and is aimed at all present and potential users of Energi

More information

ERCOT in 2018: Challenges & Opportunities

ERCOT in 2018: Challenges & Opportunities ERCOT in 2018: Challenges & Opportunities Bill Magness President & CEO ERCOT Texas-Germany Bilateral Dialogue on Challenges and Opportunities in the Electricity Market February 27, 2108 What is ERCOT?

More information

Presentation outline

Presentation outline Joint ETSAP TERI workshop Delhi, January 20-22, 2010 Tax incidence from environmental taxation Henrik Klinge Jacobsen & Poul Erik Grohnheit Presentation outline Designing tax policies for emission abatement

More information

Wind Update. Renewable Energy Integration Lessons Learned. March 28, 2012

Wind Update. Renewable Energy Integration Lessons Learned. March 28, 2012 Wind Update Renewable Energy Integration Lessons Learned March 28, 212 Contents Summary Review of Historical Wind Growth and Output Impact of Wind on Operations Wind Curtailments Dispatchable Intermittent

More information

Section 3 Characteristics of Credits Types of units. Economic Noneconomic Generation.

Section 3 Characteristics of Credits Types of units. Economic Noneconomic Generation. Section 3 Operating Reserve Operating Reserve Day-ahead and real-time operating reserve credits are paid to market participants under specified conditions in order to ensure that resources are not required

More information

A Brief Introduction to EIM Bidding and Market Design 9/7/2017

A Brief Introduction to EIM Bidding and Market Design 9/7/2017 A Brief Introduction to EIM Bidding and Market Design 9/7/2017 Susan Hill But First a disclaimer This presentation should not be considered a recommendation for EIM bidding strategy. The context of this

More information

Keynote,Tuesday October 18. Lennart Söder

Keynote,Tuesday October 18. Lennart Söder On the Value of SmartGrids for Pow wer Systems Keynote,Tuesday October 18 Lennart Söder Electricc Power Systems, KTH Metering in my ho ouse (5500 kwh/year) Everyone has a type of this in Sweden Grid invoice

More information

Price Formation. PJM Market Participants February 14, Joe Bowring Catherine Tyler

Price Formation. PJM Market Participants February 14, Joe Bowring Catherine Tyler Price Formation PJM Market Participants February 14, 2019 Joe Bowring Catherine Tyler ISSUES WITH PJM ORDC 2019 www.monitoringanalytics.com 2 PJM ORDC Shape PJM s ORDCs persistently raise prices and procure

More information

The Benefits of Integrating Electricity Markets Why and How Canadian Provinces Should Reform their Electricity Sector

The Benefits of Integrating Electricity Markets Why and How Canadian Provinces Should Reform their Electricity Sector The Benefits of Integrating Electricity Markets Why and How Canadian Provinces Should Reform their Electricity Sector Pierre-Olivier Pineau DEPARTEMENT OF DECISION SCIENCES Department of Economics: Visiting

More information

The Future of Electricity: A Market with Costs of Zero? Marginal

The Future of Electricity: A Market with Costs of Zero? Marginal The Future of Electricity: A Market with Costs of Zero? Marginal Imperial College Business School Richard Green, IAEE European Conference, 217 1 Running your mouse over the bubble in the top left corner

More information

PG&E Residential New Construction Program Impact Evaluation

PG&E Residential New Construction Program Impact Evaluation PG&E Residential New Construction Program Impact Evaluation Timothy O. Caulfield, Quantum Consulting Inc. Anne Gummerlock Lee, Pacific Gas and Electric Company Pacific Gas & Electric s 1992 Residential

More information

FB external report for w1, 2017

FB external report for w1, 2017 FB external report for w, 27 Contents of the report Subject Page Comments Market analysis 2 Socio-economical welfare 3-5 Cross-border capacities 6-2 Congestion rent 3 Non-intuitive flow 4 Net positions

More information

Electricity Market Design : Experience from the Nordic electricity market NORDPOOL

Electricity Market Design : Experience from the Nordic electricity market NORDPOOL Electricity Market Design : Experience from the Nordic electricity market NORDPOOL Kurt Jörnsten Department of Business and Management Science, Norwegian School of Economics 1 Objectives for the deregulated

More information

ERCOT Public LTRA Probabilistic Reliability Assessment. Final Report

ERCOT Public LTRA Probabilistic Reliability Assessment. Final Report ERCOT Public 2016 LTRA Probabilistic Reliability Assessment Final Report November 21, 2016 Contents Summary... 1 Software Model Description... 3 Demand Modeling... 3 Controllable Capacity Demand Response

More information

Dynamic Price, Product and Messaging Specification

Dynamic Price, Product and Messaging Specification 1 2 3 4 5 6 7 8 Retail Dynamic Price, Product and Messaging Specification (DRAFT) Draft Memo to by Ed Cazalet on Sept 7, 2009. During the August 2nd 2009, OASIS Energy Interoperation Technical Committee

More information

Power System & Markets introduction

Power System & Markets introduction Power System & Markets introduction Lars Henrik Hansen DONG Energy Smart & Cool project Skærbæk, January 18 th, 2012 Outline Current power markets in DK VPP market integration BRP Price signal market integration

More information

REPLACEMENT OF THE REGULATED PRICE OF OIL SHALE-BASED ELECTRICITY WITH OPEN-MARKET PRICE AND REAL-TIME TARIFF SYSTEM OPPORTUNITIES

REPLACEMENT OF THE REGULATED PRICE OF OIL SHALE-BASED ELECTRICITY WITH OPEN-MARKET PRICE AND REAL-TIME TARIFF SYSTEM OPPORTUNITIES Oil Shale, 2013, Vol. 30, No. 2S, pp. 195 210 ISSN 0208-189X doi: 10.3176/oil.2013.2S.02 2013 Estonian Academy Publishers REPLACEMENT OF THE REGULATED PRICE OF OIL SHALE-BASED ELECTRICITY WITH OPEN-MARKET

More information

NORTHWESTERN ENERGY 2018 ELECTRICITY RESOURCE PROCUREMENT PLAN STRAWMAN 1

NORTHWESTERN ENERGY 2018 ELECTRICITY RESOURCE PROCUREMENT PLAN STRAWMAN 1 NORTHWESTERN ENERGY 2018 ELECTRICITY RESOURCE PROCUREMENT PLAN CHAPTER 1. EXECUTIVE SUMMARY STRAWMAN 1 1. Load Service Requirements a. Peaking Capacity (Planning Reserve Margin) b. Dispatchable Capacity

More information

Environmental Aspects of Load Management

Environmental Aspects of Load Management ISRN LUTMDN/TMHP--04/3012--SE Environmental Aspects of Load Management Juozas Abaravicius Report Division of Energy Economics and Planning Department of Heat and Power Engineering Lund University PO Box

More information

charges in the Texas (ERCOT) market Draft of December 29, 2012 Jay Zarnikau *,a,b, Dan Thal a Austin, TX 78746, USA The University of Texas at Austin,

charges in the Texas (ERCOT) market Draft of December 29, 2012 Jay Zarnikau *,a,b, Dan Thal a Austin, TX 78746, USA The University of Texas at Austin, The response of large industrial energy consumers to four coincident peak (4CP) transmission charges in the Texas (ERCOT) market Draft of December 29, 2012 Jay Zarnikau *,a,b, Dan Thal a a Frontier Associates

More information

Demand for electric power in Norway

Demand for electric power in Norway Demand for electric power in Norway Estimating Price and Substitution Elasticities Ola Øyan Master thesis at the Department of Economics UNIVERSITY OF OSLO 03.05.2010 II Demand for electric power in Norway

More information

INFLUENCE OF ENVIRONMENTAL POLICY AND MARKET FORCES ON COAL-FIRED POWER PLANTS EVIDENCE ON THE DUTCH MARKET OVER

INFLUENCE OF ENVIRONMENTAL POLICY AND MARKET FORCES ON COAL-FIRED POWER PLANTS EVIDENCE ON THE DUTCH MARKET OVER 24-11-215 1 INFLUENCE OF ENVIRONMENTAL POLICY AND MARKET FORCES ON COAL-FIRED POWER PLANTS EVIDENCE ON THE DUTCH MARKET OVER 26-214 MACHIEL MULDER University of Groningen 15th IAEE European Conference

More information

Security of supply with increasing volumes of intermittent energy sources

Security of supply with increasing volumes of intermittent energy sources Security of supply with increasing volumes of intermittent energy sources 2-4-2012 Laurens de Vries Delft University of Technology Challenge the future 2-4-2012 Delft University of Technology Challenge

More information

Peaking Interest: How awareness drives the effectiveness of time-of-use electricity pricing

Peaking Interest: How awareness drives the effectiveness of time-of-use electricity pricing Peaking Interest: How awareness drives the effectiveness of time-of-use electricity pricing Brian C. Prest Ph.D. Candidate, Duke University brian.prest@duke.edu USAEE 2017 Annual Conference November 13,

More information

UTC Activity Pre and Post 162 FERC 61,139: January 1, 2017 through March 8, 2018

UTC Activity Pre and Post 162 FERC 61,139: January 1, 2017 through March 8, 2018 UTC Activity Pre and Post 162 FERC 61,139: January 1, 2017 through March 8, 2018 The Independent Market Monitor for PJM April 3, 2018 Monitoring Analytics 2018 www.monitoringanalytics.com This page intentionally

More information

Decarbonizing electricity generation with intermittent sources of energy

Decarbonizing electricity generation with intermittent sources of energy Decarbonizing electricity generation with intermittent sources of energy Stefan Ambec and Claude Crampes Toulouse School of Economics November 2017 Motivation Increased penetration of intermittent renewables

More information

REV Agenda: The Role of Residential Time-Variant Pricing

REV Agenda: The Role of Residential Time-Variant Pricing REV Agenda: The Role of Residential Time-Variant Pricing David Becker Director of Dynamic Pricing Time Variant Pricing Forum, NYU, March 31, 2015 Our Mission We promote smarter energy use for all. We give

More information

Impacts of wind on the Nordic wholesale market. Therese Gjerde- Vice President Spot Bergen Energi AS

Impacts of wind on the Nordic wholesale market. Therese Gjerde- Vice President Spot Bergen Energi AS Impacts of wind on the Nordic wholesale market Therese Gjerde- Vice President Spot Bergen Energi AS 1 Agenda Bergen Energi in brief Facts renewables Potential impacts on prices and uncertanties Summary

More information

CITIES DSF B

CITIES DSF B CITIES DSF 1305-00027B Center for IT-Intelligent Energy Systems in Cities http://www.smart-cities-centre.org Henrik Madsen, DTU Compute Quote by B. Obama: (U.N. Climate Change Summit, New York, Sept. 2014)

More information

Power Markets and Renewables Deployment in Developing Countries

Power Markets and Renewables Deployment in Developing Countries Power Markets and Renewables Deployment in Developing Countries Goran Strbac Imperial College London g.strbac@imperial.ac.uk and Frank A. Wolak Stanford University wolak@zia.stanford.edu Outline of Presentation

More information

NordREG memo to EMG on the price peaks in the NPS market

NordREG memo to EMG on the price peaks in the NPS market NordREG memo to EMG on the price peaks in the NPS market September 14th, 2010 1. Introduction The Nordic wholesale power market prices peaked during the winter 2009-2010. For Sweden, Finland, Eastern Denmark,

More information

Regulation Signal Saturation Analysis

Regulation Signal Saturation Analysis Regulation Signal Saturation Analysis Scott Benner, senior engineer Markets Coordination Regulation Market Issues Senior Task Force June 1, 2016 Regulation Signal Saturation ( Pegging ) Issue Description

More information

The impact of intermittency

The impact of intermittency The impact of intermittency A presentation to IEA GHG/ Imperial College 11 November 2009 Agenda 1. About Pöyry 2. Introduction to study 3. Thoughts on an intermittent world 2 Pöyry Plc global consulting

More information

Benjamin F. Hobbs. Thanks to NSF, EPSRC, DOE for funding, & my colleagues for ideas & inspiration

Benjamin F. Hobbs. Thanks to NSF, EPSRC, DOE for funding, & my colleagues for ideas & inspiration Benjamin F. Hobbs Theodore K. and Kay W. Schad Professor of Environmental Management Whiting School of Engineering, JHU Founding Director, E 2 SHI Chairman, CAISO Market Surveillance Committee Plenary

More information

Experience of DER integration in Denmark, Role of DER in the EU and current status in the Baltic States. Vilnius, March 6 th, 2007.

Experience of DER integration in Denmark, Role of DER in the EU and current status in the Baltic States. Vilnius, March 6 th, 2007. Experience of DER integration in Denmark, Role of DER in the EU and current status in the Baltic States. Vilnius, March 6 th, 2007. Lise Nielson, R&D Programme Coordinator lise.nielson@energinet.dk www.energinet.dk

More information

Statistical Survey 2011

Statistical Survey 2011 1 Wind Power in Denmark, Germany, Ireland, Great Britain and France Preface This text supplements Wind Power and Spot Prices: German and Danish Experience 2006-2008 1 and Statistical Surveys 2009 and 2010

More information

Equity in Residential Electricity Pricing

Equity in Residential Electricity Pricing Equity in Residential Electricity Pricing Shira Horowitz and Lester Lave Department of Engineering and Public Policy, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15213 USA Wholesale

More information

THE IMPACT OF EU ETS IN THE NORDIC ELECTRICITY MARKET

THE IMPACT OF EU ETS IN THE NORDIC ELECTRICITY MARKET THE IMPACT OF EU ETS IN THE NORDIC ELECTRICITY MARKET 2005-2009 80 /MWh 70 60 50 40 30 20 10 0 2005 2006 2007 2008 2009 Marginal cost of Coal Condensing power incl. CO2 Marginal cost of Coal Condensing

More information

Oligopsony Analysis in the Italian Electricity Market. Preliminary Results

Oligopsony Analysis in the Italian Electricity Market. Preliminary Results Oligopsony Analysis in the Italian Electricity Market. Preliminary Results Simona Bigerna and Carlo Andrea Bollino 37th IAEE International Conference New York City, NY, USA, June 15-18, 2014 The aim of

More information

Principles of cost recovery: electricity tariff design

Principles of cost recovery: electricity tariff design ERRA Tailor-made Training Course: Principles of Tariff Regulation Implemented for: Oman Power & Water Procurement Company Principles of cost recovery: electricity tariff design David Williams www. erranet.org

More information

NORDENERGI SECRETARIAT

NORDENERGI SECRETARIAT Your ref. Our ref. CHS ERGEG Electricity_transparency@ergeg.org Copenhagen, October 28, 2010 Nordenergi response to ERGEG consultation on draft Comitology Guideline on Fundamental Electricity Data Transparency

More information

ECONOMIC CONSTRAINTS FOR INTEGRAL RESOURCE OPTIMIZATION NETWORKS

ECONOMIC CONSTRAINTS FOR INTEGRAL RESOURCE OPTIMIZATION NETWORKS ECONOMIC CONSTRAINTS FOR INTEGRAL RESOURCE OPTIMIZATION NETWORKS Michael Stadler Energy Economics Group (EEG) Vienna University of Technology stadler@eeg.tuwien.ac.at www.eeg.tuwien.ac.at Introduction

More information

Managing Flexibility in MISO Markets

Managing Flexibility in MISO Markets Managing Flexibility in MISO Markets Clean Energy Regulatory Forum November 9, 2012 Outline Impacts of Variable Generation on Ancillary Services Dispatchable Intermittent Resources Introduction to Proposed

More information

FORECASTING PV MARKET ADOPTION AND DEMAND IMPACTS

FORECASTING PV MARKET ADOPTION AND DEMAND IMPACTS 14TH ANNUAL ENERGY FORECASTING MEETING / EFG SCOTTSDALE, ARIZONA MAY 18-20, 2016 FORECASTING PV MARKET ADOPTION AND DEMAND IMPACTS MIKE RUSSO INSTALLED SOLAR CAPACITY New Jersey Installed capacity of 1,000

More information

The Dynamic Computer-model

The Dynamic Computer-model Project Workshop The Dynamic Computer-model model Claus Huber, Thomas Faber, Energy Economics Group (EEG) Project Workshop Overview! Introduction! State of the art international simulation tools! Overview

More information

Wind Power Forecasting with a Focus on Risk and Uncertainties

Wind Power Forecasting with a Focus on Risk and Uncertainties Wind Power Forecasting with a Focus on Risk and Uncertainties Henrik Madsen 1, Marco Zugno 1, Pierre Pinson 1, Henrik Aalborg Nielsen 2, Torben Skov Nielsen 2 hm@imm.dtu.dk (1) Department for Mathematics

More information

The economic consequences of capacity limitations on the Oresund connection

The economic consequences of capacity limitations on the Oresund connection 29402 Energinet.dk The economic consequences of capacity limitations on the Oresund connection 11 December 2006 Page 1 of 78 Table of Contents Preface... 4 Summary... 5 Chapter 1 The economic consequences

More information

Renewables in Electricity Markets

Renewables in Electricity Markets 31761 - Renewables in Electricity Markets Exercise session 1: Day-ahead electricity markets [SOLUTION] The aim of this exercise session is to appraise and better understand the basic structure of electricity

More information

New Two-Variable Energy Information System to Engage Energy Consumers

New Two-Variable Energy Information System to Engage Energy Consumers New Two-Variable Energy Information System to Engage Energy Consumers Prepared August 29, 2017 Introduction Californians value the environment and want to use cleaner energy, but there is now enough solar

More information

Game-Based Simulation of Gas-Fired Generation Mix With High Renewable Energy Shares

Game-Based Simulation of Gas-Fired Generation Mix With High Renewable Energy Shares Game-Based Simulation of Gas-Fired Generation Mix With High Renewable Energy Shares Mark Thurber Associate Director, Program on Energy and Sustainable Development Stanford University NGI Annual Affiliates

More information

CHAPTER THREE. Load Curves The curve showing the variation of load on the power station (power plant) with reference to time is known as load curve.

CHAPTER THREE. Load Curves The curve showing the variation of load on the power station (power plant) with reference to time is known as load curve. CHAPTER THREE Load Curves The curve showing the variation of load on the power station (power plant) with reference to time is known as load curve. Daily Load Curve Maximum Load (Peak Load) It represents

More information

Engaging consumers in a decarbonized world with the right pricing

Engaging consumers in a decarbonized world with the right pricing Engaging consumers in a decarbonized world with the right pricing BEHAVE 2016 Coimbra, 9 th of September of 2016 Ana Quelhas Director of Energy Planning Department ana.quelhas@edp.pt Agenda Achieving decarbonization

More information

Electricity market design with thoughts for New Zealand. Peter Cramton University of Cologne and University of Maryland 12 February 2018

Electricity market design with thoughts for New Zealand. Peter Cramton University of Cologne and University of Maryland 12 February 2018 Electricity market design with thoughts for New Zealand Peter Cramton University of Cologne and University of Maryland 12 February 2018 Goal of electricity markets: Reliable electricity at least cost Short-run

More information

Integrating Solar and Net Zero Homes. EFG May 2016

Integrating Solar and Net Zero Homes. EFG May 2016 Integrating Solar and Net Zero Homes EFG May 2016 Roseville Electric Utility Municipal Utility located east of Sacramento CA. 57,000 customer (50,000 residential customers) 340 MW annual system peak High

More information

Calculating a Dependable Solar. Generation Curve for. SCE s Preferred Resources Pilot

Calculating a Dependable Solar. Generation Curve for. SCE s Preferred Resources Pilot S o u t h e r n C a l i f o r n i a E d i s o n P a g e 1 Calculating a Dependable Solar Generation Curve for SCE s Preferred Resources Pilot October 2017 S o u t h e r n C a l i f o r n i a E d i s o

More information

Integration of Renewable Energy Theoretical and Practical Aspects

Integration of Renewable Energy Theoretical and Practical Aspects Integration of Renewable Energy Theoretical and Practical Aspects Henrik Madsen, DTU Compute http://www.henrikmadsen.org http://www.smart-cities-centre.org The Danish Wind Power Case... balancing of the

More information

Viking Link will need Volatile Spot Markets

Viking Link will need Volatile Spot Markets 1 Viking Link will need Volatile Spot Markets Last year I expressed doubt about the profitability of the Viking Link between Denmark and England [1]. In Energinet s business case document from 2015, all

More information

System and market integration of wind power in Denmark

System and market integration of wind power in Denmark Downloaded from orbit.dtu.dk on: Dec 17, 2018 System and market integration of wind power in Denmark Lund, Henrik; Hvelplund, Frede; Alberg Østergaard, Poul; Möller, Bernd; Vad Mathiesen, Brian; Karnøe,

More information

REPORT NORDIC POWER MARKET DESIGN AND THERMAL POWER PLANT FLEXIBILITY

REPORT NORDIC POWER MARKET DESIGN AND THERMAL POWER PLANT FLEXIBILITY REPORT NORDIC POWER MARKET DESIGN AND THERMAL POWER PLANT FLEXIBILITY Nordic power market design and thermal power plant flexibility 2/31 TABLE OF CONTENTS 1. The Danish experience on high VRE integration...

More information

Heat transmission In Copenhagen. Jan Elleriis Vice-Director Metropolitan Copenhagen Heating Transmission Company

Heat transmission In Copenhagen. Jan Elleriis Vice-Director Metropolitan Copenhagen Heating Transmission Company Heat transmission In Copenhagen Jan Elleriis Vice-Director Metropolitan Copenhagen Heating Transmission Company The Greater Copenhagen DH system 18 municipalities 4 integrated DH systems 25 DH companies

More information