ABB 16. April Slide 1

Size: px
Start display at page:

Download "ABB 16. April Slide 1"

Transcription

1 Lennart Merkert, Antti Saarela, Alf J. Isaksson, Simo Säynevirta, ABB Opportunities in energy aware TMP scheduling Scheduling thermo mechanical pulping (TMP) production with respect to volatile energy cost Slide 1

2 Changing market energy markets Challenges and opportunities on electricity market Consumption & generation Renewable generation Market liberalization Covering consumption peaks Grid availability and stability Volatile energy prices source: dena Integration EE EEX Day Ahead Price Demand side management offers benefits in new market environment Slide 3

3 New opportunities of industrial demand side management (idsm) Saving cost with intelligent planning Using process flexibility for idsm Shifting loads of energy intensive process steps to low cost times EEX Day Ahead Price idsm allows important cost savings Slide 5

4 Industrial demand side management in pulp and paper industry Coordination of production planning and energy management Typical (simplified) pulping process in an integrated pulp and paper mill Pulp refiner Wood chips Pulp tank Bleaching Pulp tank Paper machine Pulp refiner Reject pulp refiner Big electricity consumer Storage for intermediate product Storages and tanks offer flexibilities for industrial demand side management Slide 6

5 idsm for mechanical pulp mill Considerations Need to take into account Future production plan of the paper machine(s) Total steam demand Capacity and cost of alternative steam sources The maximum production of each refiner line The minumum feasible production per refiner line Results in constrained mixed integer optimization problem Slide 7

6 Discrete time Resource Task Network (RTN) A flexible and versatile scheduling formulation System representation using RTN Superstructure Sets & decision variables: r R (resources), i I (tasks) and θ, t T (Time Slots) Re(r, t) R (resource excess), ξ(i, t) R (processed quantity), N(i, t) N (processing state) and Π(r, t) (incoming and outgoing resource) Interaction description using Structural Parameters: continuous interactions λ(r, i, θ) discrete interactions μ r, i, θ Resource excess balance equation r R, t T: Re r, t = Re r, t 1 r EL + (μ r, i N i, t + λ r, i ξ i, t i Task ) + Π in r, t Π out r, t Slide 8

7 Discrete time RTN formulation Handling of starting and stopping machines Integration into RTN superstructure A starting task taking 3 time slots Additional tasks with defined duration for starting and stopping equipment IDLE_EQ Stopping Starting EQ RA T RB Slide 9

8 Discrete time RTN formulation Constraints and objective function Processing Rates & Resource Storage Cost & Objective Function Processing rates Electricity cost i Production Tasks t: ElCost = Π in r = EL, t elprice(t) MinRate(i) N i, t ξ i, t MaxRate(i) N(i, t) Steam cost t Resource Storage MinVolume(r) Re r, t MaxVolume(r) SteamCost = steamprice Objective function Obj = ElCost + SteamCost t Π in r = Steam, t Slide 11

9 Electricity Price [ /MWh] t1 t5 t9 t13 t17 t25 t29 t33 t37 t45 t49 t53 t57 t65 t69 t73 t77 t85 t89 t93 t97 t11 t15 t19 t113 t117 t125 t129 t133 t137 t145 t149 t153 t157 t165 Electricity Price [ /MWh] t1 t5 t9 t13 t17 t25 t29 t33 t37 t45 t49 t53 t57 t65 t69 t73 t77 t85 t89 t93 t97 t11 t15 t19 t113 t117 t125 t129 t133 t137 t145 t149 t153 t157 t165 Industrial demand side management in pulp and paper industry Evaluating market opportunities for thermo mechanical pulping (TMP) mills Case study with TMP mill Real world plant and production data of a Nordic paper mill Different scenarios evaluated Scenario Energy cost Allowed pulp storage levels S No 2%-8% S1 Yes 2%-8% S2 Yes 5%-95% Spot Market Hourly Prices (1st week, August 214) Time [hours] Spot Market Hourly Prices (1st week, December 214) Time [hours] Slide 12

10 t1 t5 t9 t13 t17 t25 t29 t33 t37 t45 t49 t53 t57 t65 t69 t73 t77 t85 t89 t93 t97 t11 t15 t19 t113 t117 t125 t129 t133 t137 t145 t149 t153 t157 t165 t1 t5 t9 t13 t17 t25 t29 t33 t37 t45 t49 t53 t57 t65 t69 t73 t77 t85 t89 t93 t97 t11 t15 t19 t113 t117 t125 t129 t133 t137 t145 t149 t153 t157 t165 Electricity Price [ /MWh] Industrial demand side management in pulp and paper industry Coordination of production planning and energy management Pulp production Pulp production is highly integrated with other parts of paper plant Most energy consuming production steps are moved to low cost times Paper output of plant is not reduced Reduced pulp production Spot Market Hourly Prices (1st week, December 214) Time [hours] Running Tasks with idsm Slide 13 Shifting production to low cost times

11 Electricity Price [ /MWh] t1 t6 t11 t16 t26 t31 t36 t46 t51 t56 t66 t71 t76 t86 t91 t96 t11 t16 t111 t116 t126 t131 t136 t146 t151 t156 t166 Electricity Price [ /MWh] t1 t6 t11 t16 t26 t31 t36 t46 t51 t56 t66 t71 t76 t86 t91 t96 t11 t16 t111 t116 t126 t131 t136 t146 t151 t156 t166 Industrial demand side management in pulp and paper industry Evaluating market opportunities for thermo mechanical pulping (TMP) mills Case study with TMP mill Real world plant and production data of a Nordic paper mill Different scenarios evaluated Scenario Energy cost Allowed pulp storage levels S No 2%-8% S1 Yes 2%-8% S2 Yes 5%-95% Spot Market Hourly Prices (1st week, August 214) Time [hours] Spot Market Hourly Prices (1st week, December 214) Time [hours] No of starts Savings S 8 % S1 24 6% S2 26 5% No of starts Savings S 7 % S1 34 4% S2 33 4% Slide 14

12 Electricity Price ( /MWh) Electricity Price [ /MWh] t1 t5 t9 t13 t17 t25 t29 t33 t37 t45 t49 t53 t57 t65 t69 t73 t77 t85 t89 t93 t97 t11 t15 t19 t113 t117 t125 t129 t133 t137 t145 t149 t153 t157 t165 Industrial demand side management in pulp and paper industry Summary & Conclusions Summary & Conclusions Resource Task Network (RTN) can be adapted for energy aware production scheduling Additional revenue stream without reduced pulp paper production Flexibility potential very often already on site Increasing price volatility will increase energy cost saving potentials >5 % cost savings possible Spot Market Hourly Prices (1st week, August 214) Time [hours] Spot Market Hourly Prices (Summer 215) Slide 15

13 Slide 16

CPSoS in Industrial Automation

CPSoS in Industrial Automation Alf Isaksson, ABB Corporate Research, 2016-04-26 CPSoS in Industrial Automation Presentation at CPSoS Workshop Hannover Fair 2016-04-26 Outline ABB & ABB Corporate Research Future of automation? Internet

More information

Energy Management and Optimization

Energy Management and Optimization Energy Management and Optimization Keith Masters, ABB PaperCon 2011 Page 1186 Presentation Topics Importance of Energy Management Obj ti f E M t Objectives of Energy Management System Functions Case History

More information

http://www.diva-portal.org This is the published version of a paper presented at 14th International Symposium on District Heating and Cooling, Stockholm, September 6-10, 2014. Citation for the original

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

Optimization of the CHP Plant EL-TO Zagreb Operation

Optimization of the CHP Plant EL-TO Zagreb Operation Optimization of the CHP Plant EL-TO Zagreb Operation Mladen Zeljko, Krešimir Komljenović, Dražen Jakšić, Ivana Milinković Turalija and Hrvoje Keko Abstract CHP plant EL-TO Zagreb consists of four cogeneration

More information

Model Predictive Control of Industrial Loads and Energy Storage for Demand Response

Model Predictive Control of Industrial Loads and Energy Storage for Demand Response 1 Model Predictive Control of Industrial Loads and Energy Storage for Demand Response Xiao Zhang, Gabriela Hug, J. Zico Kolter, and Iiro Harjunkoski Electrical and Computer Engineering, Carnegie Mellon

More information

R&D challenged by resource efficiency. PulPaper conference, 1-3 June 2010, Helsinki Kari Edelmann VTT Technical Research Centre of Finland

R&D challenged by resource efficiency. PulPaper conference, 1-3 June 2010, Helsinki Kari Edelmann VTT Technical Research Centre of Finland R&D challenged by resource efficiency PulPaper conference, 1-3 June 2010, Helsinki Kari Edelmann VTT Technical Research Centre of Finland 2 Out-line of the presentation Challenges for forest industry Profit

More information

Integrated Planning Model (IPM ) Overview

Integrated Planning Model (IPM ) Overview Integrated Planning Model (IPM ) Overview September 2010 Disclaimer This presentation, prepared by ICF under contract with RGGI, Inc., is designed to support ongoing evaluation of state RGGI programs.

More information

Overview of EE394V Restructured Electricity Markets: Locational Marginal Pricing

Overview of EE394V Restructured Electricity Markets: Locational Marginal Pricing Overview of EE394V Restructured Electricity Markets: Locational Marginal Pricing Ross Baldick Copyright 2013 Ross Baldick www.ece.utexas.edu/~baldick/classes/394v/ee394v.html 1 Outline Focus of class Challenges

More information

Comparison Between a Detailed Pinch Analysis and the Heat Load Model for Pulp and Paper Case Study for a Swedish Thermo-Mechanical Pulp and Paper Mill

Comparison Between a Detailed Pinch Analysis and the Heat Load Model for Pulp and Paper Case Study for a Swedish Thermo-Mechanical Pulp and Paper Mill A publication of CHEMICAL ENGINEERING TRANSACTIONS VOL. 29, 2012 Guest Editors: Petar Sabev Varbanov, Hon Loong Lam, Jiří Jaromír Klemeš Copyright 2012, AIDIC Servizi S.r.l., ISBN 978-88-95608-17-4; ISSN

More information

Integrated Design, Planning, and Scheduling of Renewables-based Fuels and Power Production Networks

Integrated Design, Planning, and Scheduling of Renewables-based Fuels and Power Production Networks Antonio Espuña, Moisès Graells and Luis Puigjaner (Editors), Proceedings of the 27 th European Symposium on Computer Aided Process Engineering ESCAPE 27 October 1 st - 5 th, 217, Barcelona, Spain 217 Elsevier

More information

Expanding RTN discrete-time scheduling formulations to preemptive tasks

Expanding RTN discrete-time scheduling formulations to preemptive tasks Mario R. Eden, Marianthi Ierapetritou and Gavin P. Towler (Editors) Proceedings of the 13 th International Symposium on Process Systems Engineering PSE 2018 July 1-5, 2018, San Diego, California, USA 2018

More information

Optimal Multi-scale Capacity Planning under Hourly Varying Electricity Prices

Optimal Multi-scale Capacity Planning under Hourly Varying Electricity Prices Optimal Multi-scale Capacity Planning under Hourly Varying Electricity Prices Sumit Mitra Ignacio E. Grossmann Jose M. Pinto Nikhil Arora EWO Meeting Carnegie Mellon University 9/28/21 1 Motivation of

More information

Energy from renewable sources in mature markets

Energy from renewable sources in mature markets Energy from renewable sources in mature markets Lecture notes for State University of Novi Pazar ENERESE Jan C. Bongaerts Energy from renewable sources in emerging and mature markets Lecture notes for

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

Industrial Demand Response as a Source for Operational Flexibility

Industrial Demand Response as a Source for Operational Flexibility Industrial Demand Response as a Source for Operational Flexibility Demand Response Workshop, Lausanne, 11.9.2015 Prof. Gabriela Hug, ghug@ethz.ch Xiao Zhang (CMU), Zico Kolter (CMU), Iiro Harjunkoski (ABB)

More information

1.818J/2.65J/3.564J/10.391J/11.371J/22.811J/ESD166J SUSTAINABLE ENERGY

1.818J/2.65J/3.564J/10.391J/11.371J/22.811J/ESD166J SUSTAINABLE ENERGY 1.818J/2.65J/3.564J/10.391J/11.371J/22.811J/ESD166J SUSTAINABLE ENERGY Prof. Michael W. Golay Nuclear Engineering Dept. 1 Energy Supply, Demand, and Storage Planning The Example of Electricity PRESENTATION

More information

PINCH ANALYSIS: For the Efficient Use of Energy, Water & Hydrogen. PULP AND PAPER INDUSTRY Energy Recovery and Effluent Cooling at a TMP Plant

PINCH ANALYSIS: For the Efficient Use of Energy, Water & Hydrogen. PULP AND PAPER INDUSTRY Energy Recovery and Effluent Cooling at a TMP Plant PINCH ANALYSIS: For the Efficient Use of Energy, Water & Hydrogen PULP AND PAPER INDUSTRY Energy Recovery and Effluent Cooling at a TMP Plant PINCH ANALYSIS: For the Efficient Use of Energy, Water & Hydrogen

More information

Absorption cooling An analysis of the competition between industrial excess heat, waste incineration, biofuelled

Absorption cooling An analysis of the competition between industrial excess heat, waste incineration, biofuelled Absorption cooling An analysis of the competition between industrial excess heat, waste incineration, biofuelled CHP and NGCC. Inger-Lise Svensson 1, Bahram Moshfegh 2 1,2 Energy Systems, Department of

More information

Overview of EE394V Restructured Electricity Markets: Locational Marginal Pricing

Overview of EE394V Restructured Electricity Markets: Locational Marginal Pricing Overview of EE394V Restructured Electricity Markets: Locational Marginal Pricing Ross Baldick Copyright 2014 Ross Baldick www.ece.utexas.edu/~baldick/classes/394v/ee394v.html 1 Outline Focus of class Challenges

More information

Roadmaps for Demand Response & Storage

Roadmaps for Demand Response & Storage 1 Roadmaps for Demand Response & Storage Jim Price, California ISO Senior Advisor, Market Development & Analysis jprice@caiso.com PSERC Summer Planning Workshop Market Stem July 15, 2015 CAISO markets

More information

PJM s Clean Power Plan Modeling Reference Model and Sensitivities

PJM s Clean Power Plan Modeling Reference Model and Sensitivities PJM s Clean Power Plan Modeling Reference Model and Sensitivities Muhsin K. Abdur-Rahman Senior Market Strategist MC Webinar April 25, 2016 What it is Reference Model Robust modeling representation of

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

Assessing the long-term impact of PI measures in industrial process systems

Assessing the long-term impact of PI measures in industrial process systems Assessing the long-term impact of PI measures in industrial process systems Simon Harvey Professor of Industrial Energy Systems Division of Energy Technology Chalmers University of Technology Göteborg,

More information

1.818J/2.65J/3.564J/10.391J/11.371J/22.811J/ESD166J SUSTAINABLE ENERGY. Prof. Michael W. Golay Nuclear Engineering Dept.

1.818J/2.65J/3.564J/10.391J/11.371J/22.811J/ESD166J SUSTAINABLE ENERGY. Prof. Michael W. Golay Nuclear Engineering Dept. 1.818J/2.65J/3.564J/10.391J/11.371J/22.811J/ESD166J SUSTAINABLE ENERGY Prof. Michael W. Golay Nuclear Engineering Dept. Energy Supply, Demand, and Storage Planning The Example of Electricity 1 PRESENTATION

More information

Toward Full Integration of Demand-Side Resources in Joint Forward Energy/Reserve Electricity Markets

Toward Full Integration of Demand-Side Resources in Joint Forward Energy/Reserve Electricity Markets Toward Full Integration of Demand-Side Resources in Joint Forward Energy/Reserve Electricity Markets Efthymios Karangelos 1 François Bouffard 2 1 Department of Electrical Engineering and Computer Science

More information

PJM Fixed Transmission Rights (FTRs)

PJM Fixed Transmission Rights (FTRs) PJM Fixed Transmission Rights (FTRs) Andrew Ott Manager, Market Development 1 What Are FTRs? Fixed Transmission Rights are a financial contract that entitles holder to a stream of revenues (or charges)

More information

Energy Efficiency in Wholesale Markets

Energy Efficiency in Wholesale Markets Energy Efficiency in Wholesale Markets Capturing the Multiple Benefits of Energy Efficiency Roundtable on Energy Provider and Consumer Benefits 16 October 2013 Doug Hurley Synapse Energy Economics, Inc.

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

Renewable Energy, Power Storage, and the Importance of Modeling Partitioned Power Markets

Renewable Energy, Power Storage, and the Importance of Modeling Partitioned Power Markets Renewable Energy, Power Storage, and the Importance of Modeling Partitioned Power Markets 2009 GTSP Technical Workshop May 28, 2009 College Park, MD Marshall Wise, Kate Calvin, Page Kyle, Steve Smith Joint

More information

Onsite cogeneration options for commercial meat processing plants

Onsite cogeneration options for commercial meat processing plants final report Project code: Prepared by: P.PIP.0733 Energetics Pty Ltd Date published: 2 March 2017 PUBLISHED BY Meat and Livestock Australia Limited Locked Bag 1961 NORTH SYDNEY NSW 2059 Onsite cogeneration

More information

PINCH ANALYSIS: For the Efficient Use of Energy, Water & Hydrogen. PULP AND PAPER INDUSTRY Energy Recovery and Effluent Cooling at a TMP Plant

PINCH ANALYSIS: For the Efficient Use of Energy, Water & Hydrogen. PULP AND PAPER INDUSTRY Energy Recovery and Effluent Cooling at a TMP Plant PINCH ANALYSIS: For the Efficient Use of Energy, Water & Hydrogen PULP AND PAPER INDUSTRY Energy Recovery and Effluent Cooling at a TMP Plant PINCH ANALYSIS: For the Efficient Use of Energy, Water & Hydrogen

More information

ANALYSIS OF THE ROLE OF ENERGY STORAGE IN POWER MARKETS WITH STRATEGIC PLAYERS

ANALYSIS OF THE ROLE OF ENERGY STORAGE IN POWER MARKETS WITH STRATEGIC PLAYERS ANALYSIS OF THE ROLE OF ENERGY STORAGE IN POWER MARKETS WITH STRATEGIC PLAYERS Vegard Skonseng Bjerketvedt, Statnett and NTNU, +47 41686470, vegard.bjerketvedt@statnett.no Martin Kristiansen, NTNU, +47

More information

16019-EEF. Demand Response Potential of Electricity End-users Facing Real Time Pricing. Yiqun Ma

16019-EEF. Demand Response Potential of Electricity End-users Facing Real Time Pricing. Yiqun Ma 16019-EEF Demand Response Potential of Electricity End-users Facing Real Time Pricing Yiqun Ma 1 SOM RESEARCH REPORT 12001 SOM is the research institute of the Faculty of Economics & Business at the University

More information

cpmplus Energy Manager

cpmplus Energy Manager Mark Reed, Automation, Data Center Industry Segment Initiative cpmplus Energy Manager December 13, 2012 Slide 1 Collaborative Production Management (CPM) Collaboration: A synonym for cooperation To work

More information

Impacts of High Variable Renewable Energy (VRE) Futures on Electric-Sector Decision Making

Impacts of High Variable Renewable Energy (VRE) Futures on Electric-Sector Decision Making Impacts of High Variable Renewable Energy (VRE) Futures on Joachim Seel, Andrew Mills, Ryan Wiser Lawrence Berkeley National Laboratory Presentation at International Conference on Energy Systems Integration

More information

Overview Day One. Introduction & background. Goal & objectives. System Model. Reinforcement Learning at Service Provider

Overview Day One. Introduction & background. Goal & objectives. System Model. Reinforcement Learning at Service Provider Overview Day One Introduction & background Goal & objectives System Model Reinforcement Learning at Service Provider Energy Consumption-Based Approximated Virtual Experience for Accelerating Learning Overview

More information

OPTIMIZED OPERATION OF FLEXIBLE BIOGAS PLANTS

OPTIMIZED OPERATION OF FLEXIBLE BIOGAS PLANTS The Project is being handled by Funded by Coordinated by Supported by OPTIMIZED OPERATION OF FLEXIBLE BIOGAS PLANTS Results from the projects BioStrom& OptFflex 22nd EU BC &E 2014 Martin Dotzauer, DBFZ

More information

Property based management and optimization of water usage and discharge in industrial facilities Arwa Rabie and Mahmoud El-Halwagi

Property based management and optimization of water usage and discharge in industrial facilities Arwa Rabie and Mahmoud El-Halwagi Property based management and optimization of water usage and discharge in industrial facilities Arwa Rabie and Mahmoud El-Halwagi Department of Chemical Engineering, Texas A&M University Outline Motivation

More information

FEASIBILITY OF BALANCING RENEWABLE ELECTRICITY

FEASIBILITY OF BALANCING RENEWABLE ELECTRICITY FEASIBILITY OF BALANCING RENEWABLE ELECTRICITY TROUGH HEAT AND GASBASED STORAGE CHAINS 9th International Renewable Energy Storage Conference (IRES 2015) March 11 th 2015 in Düsseldorf Christine Brandstätt

More information

Analysis of an operating TMP mill using advanced composite curves and Heat Load Model for Pulp and Paper

Analysis of an operating TMP mill using advanced composite curves and Heat Load Model for Pulp and Paper CHEMICAL ENGINEERING TRANSACTIONS Volume 21, 2010 Editor J. J. Klemeš, H. L. Lam, P. S. Varbanov Copyright 2010, AIDIC Servizi S.r.l., ISBN 978-88-95608-05-1 ISSN 1974-9791 DOI: 10.3303/CET1021091 541

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

Implications of Carbon Capand-Trade. Design, with Examples from Florida. Presented by Dr. Hethie Parmesano Special Consultant, NERA

Implications of Carbon Capand-Trade. Design, with Examples from Florida. Presented by Dr. Hethie Parmesano Special Consultant, NERA Implications of Carbon Capand-Trade for Electricity Rate Design, with Examples from Florida Presented by Dr. Hethie Parmesano Special Consultant, NERA University of Florida 37 th Annual PURC Conference

More information

Energy System Planning under Uncertainty

Energy System Planning under Uncertainty Energy System Planning under Uncertainty 24 July 2013 Jose Mojica Ian Greenquist John Hedengren Brigham Young University Global Energy Production 2 90 85 Energy Production (BBOe) 80 75 70 65 60 55 50 45

More information

Energy Storage in a Grid with Fluctuating Sources : the German Perspective

Energy Storage in a Grid with Fluctuating Sources : the German Perspective Energy Storage in a Grid with Fluctuating Sources : the German Perspective Kai Hufendiek Institute of Energy Economics and Rationale Use of Energy (IER) University of Stuttgart THE ROLE OF STORAGE IN ENERGY

More information

Accounting CO 2 emissions from electricity and district heat used in buildings

Accounting CO 2 emissions from electricity and district heat used in buildings Accounting CO 2 emissions from electricity and district heat used in buildings Jarek Kurnitski, D.Sc. Docent, Research manager Helsinki University of Technology, HVAC-Technology Euroheat & Power 29 2.5.29

More information

Session V Market Driven ES Existing Business Cases give an Insight to their Revenue Streams. Business Cases for large Capacity Storage Projects

Session V Market Driven ES Existing Business Cases give an Insight to their Revenue Streams. Business Cases for large Capacity Storage Projects Session V Market Driven ES Existing Business Cases give an Insight to their Revenue Streams. Business Cases for large Capacity Storage Projects (4x4) by clicking on icon T. Buddenberg Mitsubishi Hitachi

More information

2025 California DR Potential Study

2025 California DR Potential Study 2025 California DR Potential Study May 25, 2017 Presented by: Jennifer Potter Study Team: Lawrence Berkeley National Laboratory Peter Alstone, Jennifer Potter, Mary Ann Piette, Peter Schwartz, Michael

More information

Welcome! Ulf Eliasson Senior Vice President Skoghall Boards Peter Olsson Engineering Manager Skoghall Boards

Welcome! Ulf Eliasson Senior Vice President Skoghall Boards Peter Olsson Engineering Manager Skoghall Boards Welcome! Ulf Eliasson Senior Vice President Skoghall Boards Peter Olsson Engineering Manager Skoghall Boards 1 Stora Enso in Brief A world leader 16.5 million tonnes of paper and board 7.4 million m 3

More information

Wood Pellets How a simple solid fuel is an important component of a pathway to a more decarbonized future

Wood Pellets How a simple solid fuel is an important component of a pathway to a more decarbonized future Wood Pellets How a simple solid fuel is an important component of a pathway to a more decarbonized future Presented by William Strauss, PhD President, FutureMetrics FutureMetrics Intelligent Analysis and

More information

The Energy to go Clean

The Energy to go Clean The Energy to go Clean 1 Dynamic Forces of An Industry on the Edge What if...... electricity demand grew 50% in 20 years?... 50% of skilled utility workers retired in 10 years?... carbon constraints became

More information

PJM s Challenge Scarcity Pricing in the Context of Least Cost, Security Constrained Dispatch

PJM s Challenge Scarcity Pricing in the Context of Least Cost, Security Constrained Dispatch PJM s Challenge Scarcity Pricing in the Context of Least Cost, Security Constrained Dispatch CRRI Howard J. Haas 26 th Annual Eastern Conference PJM MMU May 17, 2007 www.pjm.com Scarcity Pricing Scarcity?

More information

MISO/PJM Joint Modeling and Analysis of State Regulatory and Policy Drivers Case Study: Clean Power Plan Analysis

MISO/PJM Joint Modeling and Analysis of State Regulatory and Policy Drivers Case Study: Clean Power Plan Analysis MISO/PJM Joint Modeling and Analysis of State Regulatory and Policy Drivers Case Study: Clean Power Plan Analysis Muhsin Abdur-Rahman Senior Engineer, Emerging Markets Members Committee March 20, 2017

More information

The Role of AMI and DR in Enabling Island Renewable Integration

The Role of AMI and DR in Enabling Island Renewable Integration The Role of AMI and DR in Enabling Island Renewable Integration Smart Metering Caribbean Miami, FL February 23, 2012 Matt Lecar, Principal Lavelle Freeman, Principal GE Energy Consulting Outline Unique

More information

ENERGY MODEL FOR AN INDUSTRIAL PLANT USING GEOTHERMAL STEAM IN NEW ZEALAND

ENERGY MODEL FOR AN INDUSTRIAL PLANT USING GEOTHERMAL STEAM IN NEW ZEALAND ENERGY MODEL FOR AN INDUSTRIAL PLANT USING GEOTHERMAL STEAM IN NEW ZEALAND G.W. Hotson 1 and G. Everett 2 1 Project Engineer, Fletcher Challenge Paper Australasia Ltd, Private Bag, Kawerau, New Zealand

More information

arxiv: v1 [math.oc] 25 Oct 2018

arxiv: v1 [math.oc] 25 Oct 2018 arxiv:1810.10774v1 [math.oc] 25 Oct 2018 Operational planning and bidding for district heating systems with uncertain renewable energy production Ignacio Blanco 1, Daniela Guericke 1,*, Anders N. Andersen

More information

Hiilidioksidin hyötykäytön teknistaloudellinen kannattavuus Case sellutehdas. BioCO 2 -projektin loppuseminaari elokuuta 2018, Jyväskylä

Hiilidioksidin hyötykäytön teknistaloudellinen kannattavuus Case sellutehdas. BioCO 2 -projektin loppuseminaari elokuuta 2018, Jyväskylä Hiilidioksidin hyötykäytön teknistaloudellinen kannattavuus Case sellutehdas BioCO 2 -projektin loppuseminaari - 30. elokuuta 2018, Jyväskylä Markus Hurskainen Case studies Purpose: study the economic

More information

cpmplus Energy Manager

cpmplus Energy Manager Jouko Karjalainen, 31.01.2013 cpmplus Energy Manager February 1, 2013 Slide 1 Why is Energy Management essential? World electricity generation by fuel, 2007-2035 trillion kilowatthours 40 30 20 10 0 Nuclear

More information

P L. Power Systems Laboratory. Andrés Vargas Serrano

P L. Power Systems Laboratory. Andrés Vargas Serrano P L Power Systems Laboratory Andrés Vargas Serrano Economic Benefit Analysis of Retrofitting a Fixed-Speed Pumped Storage Hydropower Plant with an Adjustable-Speed Machine Master Thesis PSL 1617 Power

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

COGENERATION Opportunities in Today s Power Markets

COGENERATION Opportunities in Today s Power Markets COGENERATION Opportunities in Today s Power Markets R. W. Meidel, Vice-President-Power Projects ExxonMobil Power and Gas Services Inc March 17, 2003 Presentation Outline Cogeneration at ExxonMobil Investment

More information

USING A BATTERY ENERGY STORAGE SYSTEM AND DEMAND RESPONSE CONTROL TO INCREASE WIND POWER PENETRATION IN AN ISLAND POWER SYSTEM

USING A BATTERY ENERGY STORAGE SYSTEM AND DEMAND RESPONSE CONTROL TO INCREASE WIND POWER PENETRATION IN AN ISLAND POWER SYSTEM USING A BATTERY ENERGY STORAGE SYSTEM AND DEMAND RESPONSE CONTROL TO INCREASE WIND POWER PENETRATION IN AN ISLAND POWER SYSTEM ABSTRACT This paper defines a study where the wind power generation in an

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

MISO Energy Storage Study DRAFT Scope

MISO Energy Storage Study DRAFT Scope MISO Energy Storage Study DRAFT Scope MISO Energy Storage Study DRAFT Scope July 19, 2011 MISO Page 1 Table of Contents 1. Introduction... 3 2. Study Objectives... 3 3. Study Drivers... 4 4. Study Description...

More information

Sensitivity Analysis Of The National Electricity Market

Sensitivity Analysis Of The National Electricity Market Sensitivity Analysis Of The National Electricity Market C. A. Baloi, J. A. Belward and M. Bulmer University of Queensland, Australia (s007678@student.uq.edu.au) Abstract: This paper presents a sensitivity

More information

Business Process. BP_SO_12.1 Unit Testing

Business Process. BP_SO_12.1 Unit Testing Business Process BP_SO_12.1 Unit Testing EirGrid and SONI support the provision of information to the marketplace by publishing operational data, processes, methodologies and reports. This information

More information

Ist die Talsole erreicht? - Die Auswirkungen des PV Ausbaus auf die Preisvarianz und Wirtschaftlichkeit von Speichern im Stromsystem

Ist die Talsole erreicht? - Die Auswirkungen des PV Ausbaus auf die Preisvarianz und Wirtschaftlichkeit von Speichern im Stromsystem Ist die Talsole erreicht? - Die Auswirkungen des PV Ausbaus auf die Preisvarianz und Wirtschaftlichkeit von Speichern im Stromsystem 14 revenues [ /kw] 12 1 8 6 4 4h 8h 2h 2h Michael Hartner Andreas Permoser

More information

Bulk Energy Storage Resource Case Study Update with the 2016 LTPP Assumptions

Bulk Energy Storage Resource Case Study Update with the 2016 LTPP Assumptions Bulk Energy Storage Resource Case Study Update with the 2016 LTPP Assumptions Shucheng Liu Principal, Market Development 2016-2017 Transmission Planning Process Stakeholder Meeting February 28, 2017 Page

More information

Water-Energy Nexus: Economics of Hydropower

Water-Energy Nexus: Economics of Hydropower Water-Energy Nexus: Economics of Hydropower George F. McMahon, Ph.D., PE, D.WRE ARCADIS-US, Atlanta GA 1 2014 NWRA Annual Conference Efficiency and Optimization Session February 6, 2014 8 February 2014

More information

Alexandra Adam. Hourly Price Forward Curve Calculation with Market Coupling. Master Thesis Department: EEH Power Systems Laboratory, ETH Zürich

Alexandra Adam. Hourly Price Forward Curve Calculation with Market Coupling. Master Thesis Department: EEH Power Systems Laboratory, ETH Zürich eeh power systems laboratory Alexandra Adam Hourly Price Forward Curve Calculation with Market Coupling Master Thesis 1301 Department: EEH Power Systems Laboratory, ETH Zürich Examiner: Prof. Dr. Göran

More information

Economic Dispatch of Hydrogen Systems in Energy Spot Markets

Economic Dispatch of Hydrogen Systems in Energy Spot Markets Journal of Clean Energy Technologies, Vol. 4, No. 2, March 2016 Economic Dispatch of Hydrogen Systems in Energy Spot Markets Shi You and Per Bromand Nørgård storage alternative keeps growing. The first

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

arxiv: v1 [math.oc] 25 Oct 2018

arxiv: v1 [math.oc] 25 Oct 2018 arxiv:1810.10764v1 [math.oc] 25 Oct 2018 A two-phase stochastic programming approach to biomass supply planning for combined heat and power plants Ignacio Blanco 1, Daniela Guericke 1,*, Juan M. Morales

More information

The Need for Flexibility in Power Plants with CCS

The Need for Flexibility in Power Plants with CCS The Need for Flexibility in Power Plants with CCS John Davison IEA Greenhouse Gas R&D Programme Workshop on operating flexibility of power plants with CCS Imperial College, London, 11 th -12 th November

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

STATE OF THE MARKET REPORT 2005

STATE OF THE MARKET REPORT 2005 STATE OF THE MARKET REPORT 2005 MRC Baltimore, MD March 15, 2006 Joseph E. Bowring Market Monitor Figure 4-4 - PJM s evolving footprint and its interfaces 1 PJM Market Monitoring Unit Independent Internal

More information

INDUSTRIAL-RESIDENTIAL HEAT INTEGRATION BEST PRACTICE SOLUTIONS. Dr. Valter Mantelli. Technical Manager Iplom S.p.A. EFENIS Project Partner

INDUSTRIAL-RESIDENTIAL HEAT INTEGRATION BEST PRACTICE SOLUTIONS. Dr. Valter Mantelli. Technical Manager Iplom S.p.A. EFENIS Project Partner INDUSTRIAL-RESIDENTIAL HEAT INTEGRATION BEST PRACTICE SOLUTIONS Dr. Valter Mantelli Technical Manager Iplom S.p.A. EFENIS Project Partner Outline IPLOM: Who - Where How IPLOM Energy Balance District Heating

More information

Energy Storage Integration in Alberta s Energy Only Market. Kevin Dawson Director, Market Design Alberta Electric System Operator

Energy Storage Integration in Alberta s Energy Only Market. Kevin Dawson Director, Market Design Alberta Electric System Operator Energy Storage Integration in Alberta s Energy Only Market Kevin Dawson Director, Market Design Alberta Electric System Operator Outline The AESO and Alberta s Wholesale Electricity Market About the AESO

More information

Stakeholder Comments Template

Stakeholder Comments Template Stakeholder Comments Template Submitted by Company Date Submitted Please fill in the name, e-mail address and contact number of a specific person who can respond to any questions about these comments.

More information

Integrating Renewables and Distributed Energy Resources into California s Electricity Markets

Integrating Renewables and Distributed Energy Resources into California s Electricity Markets Integrating Renewables and Distributed Energy Resources into California s Electricity Markets Lorenzo Kristov, Ph.D. Principal, Market & Infrastructure Policy Center for Clean Air Policy Energy Sector

More information

IS BALANCING FROM HYDROPOWER A FEASIBLE IDEA

IS BALANCING FROM HYDROPOWER A FEASIBLE IDEA IS BALANCING FROM HYDROPOWER A FEASIBLE IDEA RIGA 2017-12-07 Research Manager Michael M. Belsnes A FEW WORDS ABOUT SINTEF One of Europe s largest independent research organisations and not-for-profit 2000

More information

Incorporating Flexibility into Long-term Energy System Models

Incorporating Flexibility into Long-term Energy System Models Workshop on Short term versus long term energy planning Considering temporal trade-offs in decarbonisation pathways University College London, 28 April 2016 Incorporating Flexibility into Long-term Energy

More information

DISTRICT HEATING ASSESSMENT FOR ALEWIFE CAMBRIDGE

DISTRICT HEATING ASSESSMENT FOR ALEWIFE CAMBRIDGE DISTRICT HEATING ASSESSMENT FOR ALEWIFE CAMBRIDGE Project name District heating assessment for Alewife Project no. 1690008791 Recipient Cambridge Community Development Department Document type Report Version

More information

SUPPLY RISK LIMITS FOR THE INTEGRATION OF PRODUCTION SCHEDULING AND REAL-TIME OPTIMIZATION AT AIR SEPARATION UNITS

SUPPLY RISK LIMITS FOR THE INTEGRATION OF PRODUCTION SCHEDULING AND REAL-TIME OPTIMIZATION AT AIR SEPARATION UNITS SPPLY RISK LIMITS FOR THE INTEGRATION OF PRODCTION SCHEDLING AND REAL-TIME OPTIMIZATION AT AIR SEPARATION NITS Irene Lotero *a, Thierry Roba b, Ajit Gopalakrishnan a a Air Liquide R&D, Newark DE 19702

More information

Renewable heating technology solutions including heat pumps

Renewable heating technology solutions including heat pumps Renewable heating technology solutions including heat pumps Lukas Kranzl, Andreas Müller, Michael Hartner, Gerhard Totschnig TU Wien Workshop on Regional Heating and Cooling priorities in the framework

More information

Economic Evaluation of Plant Upgrades Using Plant Optimization Software

Economic Evaluation of Plant Upgrades Using Plant Optimization Software g GER-4209 GE Power Systems Economic Evaluation of Plant Upgrades Using Plant Optimization Software Rodney R. Gay Steve Adelman Shrikant Chickerur Ivan Johnson Robert Bell GE Enter Software, LLC Davis,

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

MAY 1, Variable Generation Integration Costs

MAY 1, Variable Generation Integration Costs MAY 1, 2014 Variable Generation Integration Costs Executive Summary The addition of variable generation (wind and solar) to the electrical system introduces additional costs associated with unit dispatch

More information

PJM Analysis of the EPA Clean Power Plan

PJM Analysis of the EPA Clean Power Plan PJM Analysis of the EPA Clean Power Plan PJM Interconnection October 6, 2016 PJM CPP Study Objectives Evaluate potential impacts to: Resource adequacy Transmission system operations PJM energy and capacity

More information

Demand Dispatch and Probabilistic Wind Power Forecasting in Unit Commitment and Economic Dispatch: A Case Study of Illinois

Demand Dispatch and Probabilistic Wind Power Forecasting in Unit Commitment and Economic Dispatch: A Case Study of Illinois 1 Demand Dispatch and Probabilistic Wind Power Forecasting in Unit Commitment and Economic Dispatch: A Case Study of Illinois Zhi Zhou*, Audun Botterud Computational Engineer Argonne National Laboratory

More information

Revenues from Ancillary Services and the Value of Operational Flexibility

Revenues from Ancillary Services and the Value of Operational Flexibility Revenues from Ancillary Services and the Value of Operational Flexibility October 31, 2002 LCG Consulting The Issue Research Highlights In a restructured electricity industry, markets govern the operation

More information

Strengths & Drawbacks of MILP, CP and Discrete-Event Simulation based Approaches for Large-Scale Scheduling

Strengths & Drawbacks of MILP, CP and Discrete-Event Simulation based Approaches for Large-Scale Scheduling Strengths & Drawbacks of MILP, CP and Discrete-Event Simulation based Approaches for Large-Scale Scheduling Pedro M. Castro Assistant Researcher Laboratório Nacional de Energia e Geologia Lisboa, Portugal

More information

Integrated Mine Operations

Integrated Mine Operations Dr Eduardo Gallestey, Agosto de 2015 Evento Automation & Power World Brasil Integrated Mine Operations Visibility and Optimization from Mine to Port Group September 7, 2015 Slide 1 The mining industry

More information

Adjusting the energymarket

Adjusting the energymarket Adjusting the energymarket Electricity Market Conference, 24th November 2016 Bente Hagem, Executive Vice President, Statnett We agree on the main issues 1. Make energy markets work and we have to work

More information

Optimization of energy supply systems by MILP branch and bound method in consideration of hierarchical relationship between design and operation

Optimization of energy supply systems by MILP branch and bound method in consideration of hierarchical relationship between design and operation Konrad-Zuse-Zentrum für Informationstechnik Berlin Takustraße 7 D-14195 Berlin-Dahlem Germany RYOHEI YOKOYAMA, YUJI SHINANO, SYUSUKE TANIGUCHI, MASASHI OHKURA, AND TETSUYA WAKUI Optimization of energy

More information

Mechanical Pulping Sessions. Session 1 The Mechanical Pulping Process Electrical Energy Requirements

Mechanical Pulping Sessions. Session 1 The Mechanical Pulping Process Electrical Energy Requirements Mechanical Pulping Sessions Session 1 The Mechanical Pulping Process Electrical Energy Requirements Introduction Mechanical pulps used to manufacture printing papers are produced either by: > Stone Groundwood

More information

MULTIPERIOD/MULTISCALE MILP MODEL FOR OPTIMAL PLANNING OF ELECTRIC POWER INFRASTRUCTURES

MULTIPERIOD/MULTISCALE MILP MODEL FOR OPTIMAL PLANNING OF ELECTRIC POWER INFRASTRUCTURES MULTIPERIOD/MULTISCALE MILP MODEL FOR OPTIMAL PLANNING OF ELECTRIC POWER INFRASTRUCTURES Cristiana L. Lara* and Ignacio E. Grossmann* *Department of Chemical Engineering, Carnegie Mellon University Center

More information

MODELING REGIONAL DISTRICT HEATING SYSTEMS THE CASE OF SOUTH-WESTERN SWEDEN

MODELING REGIONAL DISTRICT HEATING SYSTEMS THE CASE OF SOUTH-WESTERN SWEDEN DHC13, the 13 th International Symposium on District Heating and Cooling MODELING REGIONAL DISTRICT HEATING SYSTEMS THE CASE OF SOUTH-WESTERN SWEDEN Akram Fakhri a, Martin Börjesson a, & Erik O Ahlgren

More information

ALL ISLAND GRID STUDY STUDY OVERVIEW. January 2008

ALL ISLAND GRID STUDY STUDY OVERVIEW. January 2008 ALL ISLAND GRID STUDY STUDY OVERVIEW January 2008 1 Study Overview The All Island Grid Study is the first comprehensive assessment of the ability of the electrical power system and, as part of that, the

More information

Stochastic Optimization for Unit Commitment A Review

Stochastic Optimization for Unit Commitment A Review Stochastic Optimization for Unit Commitment A Review Qipeng P. Zheng +, Jianhui Wang and Andrew L. Liu + Department of Industrial Engineering & Management Systems University of Central Florida Argonne

More information