Estimating icing in Finnish climate conditions

Size: px
Start display at page:

Download "Estimating icing in Finnish climate conditions"

Transcription

1 VTT TECHNICAL RESEARCH CENTRE OF FINLAND LTD Estimating icing in Finnish climate conditions Ville Lehtomäki, Timo Karlsson, Simo Rissanen, VTT Teppo Hilakivi, Puhuri Oy Staffan Asplund, Etha Wind Wind Finland 2015 seminar 29 th October 2015, Helsinki

2 Content Presentation 1) by VTT: Comparing different turbine SCADA to Finnish Icing Atlases Definitions & Introduction to icing Three different Icing Atlases for Finland Case Puhuri Results Conclusions Presentation 2) by Etha Wind: ON ICING: Techno-Commercial Aspects

3 Definitions 3

4 Meteorological and instrumental icing IEA Wind Task 19 international expert group, goal: Gather and provide information about wind energy in cold climates Download free Best practices for wind energy in cold climates Resource assessment and site classification Task 19 website

5 Ice classes: IEA Ice Classification¹ IEA ice class Duration of Meteorological icing [% of year] Duration of Instrumental icing [% of year] Production loss [% of AEP] 5 >10 >20 > < ¹: IEA Wind Recommended Practices for wind energy projects in cold climates edition 2011, Task

6 Introduction

7 Wind farm development process & lifetime costs Site prospecting & site assessment the most critical decision gate in project development for AEP & risk assessment Topic Today Decision gate Prospecting Planning & Resource assessment Turbine purchase Constructions O&M Decomission X1 x6 x50 x20 x20?

8 Icing effects for wind power in Finland Manual de-icing

9 Icing effects for wind power in Finland AEP losses in Finland are expensive for developer because of FIT = 83.5 /MWh starting 2016-> 3MW turbine, -5 % AEP due to icing = 35 k /turbine/year lost Future issues? Ice throw risks need to be assessed Ice hit not an option Results from Sweden: iced turbine noise

10 Icing atlases for Finland 10

11 Three icing atlases for Finland Ø Used for site prospecting & initial risk assessment Method Approach Validation Advantage FMI Icing atlas Kjeller Icing atlas VTT WiceAtlas v1.0 - Numerical weather modelling with AROME - Icing hours for vertical Ø3cm, 1m tall cylinder (ISO 12494) - threshold 10g/m/h - 5yr average conditions - Publically available Only one 15 h icing event - Long-term experience of weather modelling in FI - Numerical weather modelling with WRF - Icing hours for vertical Ø3cm, 1m tall cylinder (ISO 12494) - threshold 10g/m/h - Detail simulation 7/2008-7/2009, 20yrs correction - Publically available Multiple validation points in Sweden & Norway - Internationally known & world-class expertize in icing modelling - Cloud and temperature measurements - Point measurements from met stations N=44 - Icing hours when T<0 C and low level clouds present - No threshold - 20yr mean conditions - Interpolate between points -> color map - Non-public available Multiple validation points in Sweden, Canada - No simulations, only measurements

12 Three icing atlases for Finland Icing hours [% of year] FMI Icing atlas 100m agl FI Ave: 1.1 % Kjeller Icing atlas 140m agl FI Ave: 1.6 % VTT WiceAtlas v m agl FI Ave: 6.7 % 12

13 Case Puhuri 13

14 Case Puhuri - overview Puhuri Oy is a utility owned developer with portfolio of 4 wind farms in Finland Several projects in pipeline Case wind farm: Turbines A & B (3MW, HH140m, D120m) A & B close to each other

15 Case Puhuri datasets used for analysis SCADA from two turbines: A & B Instrumental Icing (heated/unheated anemometers) on top of turbine A nacelle Meteorological Icing (Labkotec LID) on top of turbine A nacelle 3 x icing atlases: FMI, Kjeller, VTT WiceAtlas

16 Methods used Use IEA Wind Task 19 open source software, download T19IceLossMethod here Input Standard SCADA data Ws, temp, pwr, nacdir, mode Software Calc non-iced, ref power Calc icing events Calc AEP losses due to icing Output Icing timeseries AEP losses Turbine A heated/unheated anemometry as ice detector: if unheated < 20 % of heated, then Instrumental Icing Turbine A meteorological ice detector (Labkotec LID): if warning, then Meteorological Icing

17 Site prospecting analysis: 2, 5 or 10 % losses? FMI met ice Kjeller met ice % of year Wice met ice FMI inst ice FMI AEP loss IEA ice class Duration of Meteorological icing [% of year] Duration of Instrumental icing [% of year] Production loss [% of AEP] Turbine A Turbine B Turbine A Ave Production losses due to icing [% of AEP] (3+12) /2 = >20 Turbine B >20 Ice meas needed? Yes Yes/No Yes Yes Met icing ave p-loss = 9.3 % AEP Inst icing ave p-loss = > 20 % AEP AEP loss (FMI) = 5.8 % AEP 5 >10 >20 > < Best estimate: ( )/2 = 7.6 % of AEP Decision: perform icing measurements at site!

18 Results 18

19 Power curve, turbine A

20 Power curve, turbine B

21 Measurement results regarding icing % of year Sublimation! 9-12/ /2015 A losses B losses Rotor ice Met ice Inst Ice Good correlation to measured icing (met & inst) to AEP losses More icing with warmer winter temperatures?

22 Monthly R^2 correlations Meteorological icing: Wice vs Labko has best correlation Instrumental icing: FMI 5-yr average values Labko Wice FMI Inst meas Labko Wice FMI Inst FMI Inst meas Inst FMI

23 Monthly meteorological icing 0,3 May May 2015 R^2=0.79 0,3 % of time 0,2 0,2 0,1 0,1 0,0 met ice Wice met ice Wice overpredicts but correlation good -> calibration needed

24 Monthly instrumental icing % of time 0,7 0,6 0,5 0,4 0,3 0,2 0,1 0,0 May May 2015 R^2=0.50 FMI large values all winter inst ice FMI inst ice

25 Long-term icing from WiceAtlas timeseries mean Last two winters on same level as long-term average

26 IEA Ice Classification of site Icing atlases Source Kjeller 2 Wice 4 FMI (meteorological) 3 FMI (instrumental) 4 FMI (losses) 3 AVE= 3 Ice class Icing atlases results > measurements Each atlas has pros/cons Instrumental icing atlas an answer? Source Case Met icing (Labko) & Rotor icing Instrumental icing 2-3 A losses B losses 2 AVE= 2 Ice class Prospecting estimate Mean meas losses % (atlases) % Ice Class 3 Ice Class

27 Conclusions (1/2) Large scatter of results for one site from 2015: Different meteorological icing atlases 2-8 % of year Turbine A Icing 6 % of year Instrumental icing 7-19 % AEP losses due to icing 1-9 % Are long-term effects same? Site prospecting study: Met icing atlases + IEA ice class Good idea to use more than one icing atlas Kjeller ice class close to case study results FMI and VTT need tuning? Long-term WiceAtlas analysis shows similar icing also in future

28 Conclusions (2/2) Different turbines react diffently to same icing conditions Turbine A = -5.6 % mean AEP losses due to icing Turbine B = -1.3 % mean AEP losses due to icing Prospected losses (-7.6 % AEP) were higher than measured ( % AEP) when using atlases with IEA ice classes Next: Etha Wind continues

29 TECHNOLOGY FOR BUSINESS Ville Lehtomäki

30 Extra slides

31 Low temperature & Icing map of world 150m IEA Ice class AEP loss [%] >

32 Cold climate markets Cumula&ve installed capacity by end of 2012 [MW] Forecasted capacity [MW] Low temperature Light icing: safety risk, some economic risk Moderate to heavy icing: economic and safety risk Low temperature Light icing: safety risk, some economic risk Moderate to heavy icing: economic and safety risk 18,945 41,079 11,478 20,025 22,083 8,003 Total 69,000 (*) Total 45,000 50,000 (*) The total capacity is less than the sum of individual capacities because some of the sites have both low temperatures and icing conditions. 30GW of new installagons to icing condigons by 2017 Ø Compare: new offshore 29GW by 2017! source: BTM World market Update

33 Measurement results A lot of short icing events Ave temps rising Global warming?

34 Icing event example Turbine A stops for one week, turbine B only lightly affected

Validation of Icing atlases using SCADA data

Validation of Icing atlases using SCADA data VTT TECHNICAL RESEARCH CENTRE OF FINLAND LTD Validation of Icing atlases using SCADA data Timo Karlsson Research Scientist, VTT Technical Research Center of Finland Winterwind 2016, Åre, Sweden Aim Compare

More information

EWEA 2016 Methods for Detection of Icing Losses in Scada Data. Staffan Asplund, Christian Granlund Etha Wind Oy Teppo Hilakivi, Puhuri Oy

EWEA 2016 Methods for Detection of Icing Losses in Scada Data. Staffan Asplund, Christian Granlund Etha Wind Oy Teppo Hilakivi, Puhuri Oy EWEA 2016 Methods for Detection of Icing Losses in Scada Data Staffan Asplund, Christian Granlund Etha Wind Oy Teppo Hilakivi, Puhuri Oy Understanding Icing Extreme difference between WTG suppliers operational

More information

Site assessment for a type certification icing class Fraunhofer IWES Kassel, Germany

Site assessment for a type certification icing class Fraunhofer IWES Kassel, Germany Site assessment for a type certification icing class Kai Freudenreich 1, Michael Steiniger 1, Zouhair Khadiri-Yazami 2, Ting Tang 2, Thomas Säger 2 1 DNV GL Renewables Certification, Hamburg, Germany kai.freudenreich@dnvgl.com,

More information

Achieving Reliable Energy Production During Winter Months

Achieving Reliable Energy Production During Winter Months Achieving Reliable Energy Production During Winter Months Monelle Comeau CanWEA 2017 2017-10-05 1 AGENDA 1 Overview of ENERCON s Icing and Cold Climate Innovations 2 Ice Detection System Evaluations Technology

More information

Forecasting of icing for wind power applications. Øyvind Byrkjedal, Johan Hansson and Henrik van der Velde

Forecasting of icing for wind power applications. Øyvind Byrkjedal, Johan Hansson and Henrik van der Velde Forecasting of icing for wind power applications Øyvind Byrkjedal, Johan Hansson and Henrik van der Velde oyvind.byrkjedal@vindteknikk.no EWEA Wind Power Forecasting, Leuven, Belgium, 1-2 October 2015

More information

EVALUATION OF OPERATIONAL DATA IN RESPECT TO PRODUCTION LOSSES DUE TO ICING

EVALUATION OF OPERATIONAL DATA IN RESPECT TO PRODUCTION LOSSES DUE TO ICING EVALUATION OF OPERATIONAL DATA IN RESPECT TO PRODUCTION LOSSES DUE TO ICING Annette Westerhellweg, Kai Mönnich DEWI GmbH, Wilhelmshaven, Germany, Tel. 0049 4421 4808 828, Fax. 0049 4421 4808 43, a.westerhellweg@

More information

DNV GL s empirical icing map of Sweden and methodology for estimating annual icing losses

DNV GL s empirical icing map of Sweden and methodology for estimating annual icing losses ENERGY DNV GL s empirical icing map of Sweden and methodology for estimating annual icing losses An update with further Nordic data Till Beckford 1 SAFER, SMARTER, GREENER Contents Experience from operational

More information

Estimating icing losses at proposed wind farms

Estimating icing losses at proposed wind farms ENERGY Estimating icing losses at proposed wind farms An update of DNV GL s empirical methods for estimating icing losses at proposed wind farms Till Beckford 1 SAFER, SMARTER, GREENER Contents Operational

More information

Enhanced Wind Power Forecasts using New Methods for Predicting Turbine Icing

Enhanced Wind Power Forecasts using New Methods for Predicting Turbine Icing Enhanced Wind Power Forecasts using New Methods for Predicting Turbine Icing Lars Landberg and Jeremy Parkes EWEA Wind Power Forecasting Workshop 2013 Rotterdam, Netherlands Background NERC report (Sep,

More information

Wind Resource Assessment in Icing Environments

Wind Resource Assessment in Icing Environments Presentation from www.rerinfo.ca Wind Resource Assessment in Icing Environments Vadim Belotserkovsky & Michael Ross GPCo Inc. 1421 boul. Lionel-Boulet, Suite 26 Varennes, Québec J3X 1P7 Canada www.gpco.ca

More information

Wind Resource Assessment Practical Guidance for Developing A Successful Wind Project

Wind Resource Assessment Practical Guidance for Developing A Successful Wind Project December 11, 2012 Wind Resource Assessment Practical Guidance for Developing A Successful Wind Project Michael C Brower, PhD Chief Technical Officer Presented at: What We Do AWS Truepower partners with

More information

A comparative and quantitative assessment of South Africa's wind resource the WASA project

A comparative and quantitative assessment of South Africa's wind resource the WASA project A comparative and quantitative assessment of South Africa's wind resource the WASA project Jens Carsten Hansen Wind Energy Division Risø DTU Chris Lennard Climate Systems Analysis Group University of Cape

More information

Application and verification of ECMWF products at the Finnish Meteorological Institute

Application and verification of ECMWF products at the Finnish Meteorological Institute Application and verification of ECMWF products 2010 2011 at the Finnish Meteorological Institute by Juhana Hyrkkènen, Ari-Juhani Punkka, Henri Nyman and Janne Kauhanen 1. Summary of major highlights ECMWF

More information

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

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

More information

IceWind final scientific report

IceWind final scientific report Downloaded from orbit.dtu.dk on: Dec 25, 2018 IceWind final scientific report Clausen, Niels-Erik; Giebel, Gregor Publication date: 2017 Document Version Publisher's PDF, also known as Version of record

More information

Extremely cold weather events caused by arctic air mass and its synoptic situation in Finland from the year 1950 onwards

Extremely cold weather events caused by arctic air mass and its synoptic situation in Finland from the year 1950 onwards Extremely cold weather events caused by arctic air mass and its synoptic situation in Finland from the year 1950 onwards Senior meteorologist Henri Nyman Finnish Meteorological Institute, Weather and Safety

More information

Application and verification of ECMWF products 2017

Application and verification of ECMWF products 2017 Application and verification of ECMWF products 2017 Finnish Meteorological Institute compiled by Weather and Safety Centre with help of several experts 1. Summary of major highlights FMI s forecasts are

More information

Benchmark of forecasting models

Benchmark of forecasting models Benchmark of forecasting models Reviewing and improving the state of the art Daniel Cabezón Head of Meteorological Models and Special Tasks (Energy Assessment Department) Santiago Rubín Energy Forecasting

More information

Assessing the Likelihood of Hail Impact Damage on Wind Turbine Blades

Assessing the Likelihood of Hail Impact Damage on Wind Turbine Blades Assessing the Likelihood of Hail Impact Damage on Wind Turbine Blades Hamish Macdonald Prof. Margaret Stack, Prof. David Nash Environmental Conditions Temperature Salinity in the air UV radiation from

More information

The Montague Doppler Radar, An Overview

The Montague Doppler Radar, An Overview ISSUE PAPER SERIES The Montague Doppler Radar, An Overview June 2018 NEW YORK STATE TUG HILL COMMISSION DULLES STATE OFFICE BUILDING 317 WASHINGTON STREET WATERTOWN, NY 13601 (315) 785-2380 WWW.TUGHILL.ORG

More information

WYANDOTTE MUNICIPAL SERVICES COMMUNITY WIND ENERGY PROJECT WIND RESOUCE SUMMARY

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

More information

Chapter 5: Weather. Only Section 1: What is Weather?

Chapter 5: Weather. Only Section 1: What is Weather? Chapter 5: Weather Only Section 1: What is Weather? Find the definitions of: Meteorology, meteorologist, weather, climate Not in book? Use the dictionaries **Meteorology - Meteorology is the study of the

More information

Examples of the use of operational WTG data

Examples of the use of operational WTG data Examples of the use of operational WTG data Mark Žagar, Ph.D., Specialist Plant Siting & Forecasting Vestas Wind Systems A/S mazag@vestas.com [14 April 2016, EWEA Technology Workshop, Bilbao] Vestas in

More information

Wind Resource Analysis

Wind Resource Analysis Wind Resource Analysis An Introductory Overview MGA/NWCC Midwestern Wind Energy: Moving It to Markets July 30, 2008 Detroit, Michigan Mark Ahlstrom 1 WindLogics Background Founded 1989 - supercomputing

More information

Kommerciel arbejde med WAsP

Kommerciel arbejde med WAsP Downloaded from orbit.dtu.dk on: Dec 19, 2017 Kommerciel arbejde med WAsP Mortensen, Niels Gylling Publication date: 2002 Document Version Peer reviewed version Link back to DTU Orbit Citation (APA): Mortensen,

More information

Validation of 2-meters temperature forecast at cold observed conditions by different NWP models

Validation of 2-meters temperature forecast at cold observed conditions by different NWP models Validation of 2-meters temperature forecast at cold observed conditions by different NWP models Evgeny Atlaskin Finnish Meteorological Institute / Russian State Hydrometeorological University OUTLINE Background

More information

THE IMPORTANCE OF FORECASTING REGIONAL WIND POWER RAMPING: A CASE STUDY FOR THE UK

THE IMPORTANCE OF FORECASTING REGIONAL WIND POWER RAMPING: A CASE STUDY FOR THE UK Department of Meteorology THE IMPORTANCE OF FORECASTING REGIONAL WIND POWER RAMPING: A CASE STUDY FOR THE UK Daniel Drew, Janet Barlow, Phil Coker, Tom Frame and Dirk Cannon d.r.drew@reading.ac.uk 1 Copyright

More information

The benefits and developments in ensemble wind forecasting

The benefits and developments in ensemble wind forecasting The benefits and developments in ensemble wind forecasting Erik Andersson Slide 1 ECMWF European Centre for Medium-Range Weather Forecasts Slide 1 ECMWF s global forecasting system High resolution forecast

More information

O2.3 Cold-season thunderstorms and aviation

O2.3 Cold-season thunderstorms and aviation O2.3 Cold-season thunderstorms and aviation NMM31 10-20 June2018 Robert Mäkitie Finnish Meteorological Institute Aviation and Military Weather Service Overview of my masters thesis Research question: Is

More information

DNVGL-RP-0175 Edition December 2017

DNVGL-RP-0175 Edition December 2017 RECOMMENDED PRACTICE DNVGL-RP-0175 Edition December 2017 The electronic pdf version of this document, available free of charge from http://www.dnvgl.com, is the officially binding version. FOREWORD DNV

More information

HoloOptics 1 February 2011

HoloOptics 1 February 2011 Wind power in cold regions To De Ice or Not To De Ice Wind power in cold regions benefits from high winds, high air density due to low temperature and often spaciously populated areas [1][2]. The main

More information

Speedwell High Resolution WRF Forecasts. Application

Speedwell High Resolution WRF Forecasts. Application Speedwell High Resolution WRF Forecasts Speedwell weather are providers of high quality weather data and forecasts for many markets. Historically we have provided forecasts which use a statistical bias

More information

Benchmark study of Icing Forecasts Do they add value? Ben Martinez, Pierre Julien Trombe Vattenfall R&D

Benchmark study of Icing Forecasts Do they add value? Ben Martinez, Pierre Julien Trombe Vattenfall R&D Benchmark study of Icing Forecasts Do they add value? Ben Martinez, Pierre Julien Trombe Vattenfall R&D Winterwind 2016, Åre, 2016.02.09 Outline o Background / project motivation o Description of benchmark

More information

Icing prediction on blade wind turbine using forecast data

Icing prediction on blade wind turbine using forecast data Icing prediction on blade wind turbine using forecast data From Antoine Amossé, instrumentation and control Engineer Summary 1. Context & Challenge 2. Data integration and algorithm 3. Results 4. Conclusion

More information

Why WASA an introduction to the wind atlas method and some applications

Why WASA an introduction to the wind atlas method and some applications Why WASA an introduction to the wind atlas method and some applications Jens Carsten Hansen and Niels G. Mortensen DTU Wind Energy (Dept of Wind Energy, Technical University of Denmark) Eugene Mabille,

More information

Carbon Trust Offshore Wind Accelerator (OWA) Designing an Offshore Wind Measurement Campaign to Promote the Development of Wake Effects Models

Carbon Trust Offshore Wind Accelerator (OWA) Designing an Offshore Wind Measurement Campaign to Promote the Development of Wake Effects Models Carbon Trust Offshore Wind Accelerator (OWA) Designing an Offshore Wind Measurement Campaign to Promote the Development of Wake Effects Models Brian Gribben and Breanne Gellatly 13 June 2012, London 1

More information

Tokyo Climate Center Website (TCC website) and its products -For monitoring the world climate and ocean-

Tokyo Climate Center Website (TCC website) and its products -For monitoring the world climate and ocean- Tokyo, 14 November 2016, TCC Training Seminar Tokyo Climate Center Website (TCC website) and its products -For monitoring the world climate and ocean- Yasushi MOCHIZUKI Tokyo Climate Center Japan Meteorological

More information

Integrating METRo into a winter maintenance weather forecast system covering Finland, Sweden and Russia

Integrating METRo into a winter maintenance weather forecast system covering Finland, Sweden and Russia ID: 0051 Integrating METRo into a winter maintenance weather forecast system covering Finland, Sweden and Russia S. Karanko, I. Alanko and M. Manninen Foreca Ltd, Helsinki, Finland Corresponding author

More information

Energy Resource Group, DIT

Energy Resource Group, DIT Energy Resource Group, DIT Wind Urchin: An Innovative Approach to Wind Resource Measurement Dr. Derek Kearney 11.05 am E: derek.kearney@dit.ie Introduction Energy Resource Group (ERG) The problem with

More information

Vindkraftmeteorologi - metoder, målinger og data, kort, WAsP, WaSPEngineering,

Vindkraftmeteorologi - metoder, målinger og data, kort, WAsP, WaSPEngineering, Downloaded from orbit.dtu.dk on: Dec 19, 2017 Vindkraftmeteorologi - metoder, målinger og data, kort, WAsP, WaSPEngineering, meso-scale metoder, prediction, vindatlasser worldwide, energiproduktionsberegninger,

More information

The Vaisala AUTOSONDE AS41 OPERATIONAL EFFICIENCY AND RELIABILITY TO A TOTALLY NEW LEVEL.

The Vaisala AUTOSONDE AS41 OPERATIONAL EFFICIENCY AND RELIABILITY TO A TOTALLY NEW LEVEL. The Vaisala AUTOSONDE AS41 OPERATIONAL EFFICIENCY AND RELIABILITY TO A TOTALLY NEW LEVEL. Weather Data Benefit For Society The four most important things about weather prediction are quality, reliability,

More information

DECISION SUPPORT FOR OFFSHORE WIND TURBINE INSTALLATION

DECISION SUPPORT FOR OFFSHORE WIND TURBINE INSTALLATION DECISION SUPPORT FOR OFFSHORE WIND TURBINE INSTALLATION TOMAS GINTAUTAS*, AAU (tg@civil.aau.dk) PROFESSOR JOHN DALSGAARD SØRENSEN, AAU Science meets industry 2016 April 6 th, Stavanger About the DECOFF

More information

Into Avista s Electricity Forecasts. Presented by Randy Barcus Avista Chief Economist Itron s Energy Forecaster s Group Meeting

Into Avista s Electricity Forecasts. Presented by Randy Barcus Avista Chief Economist Itron s Energy Forecaster s Group Meeting Incorporating Global Warming Into Avista s Electricity Forecasts Presented by Randy Barcus Avista Chief Economist Itron s Energy Forecaster s Group Meeting May 1, 009 Las Vegas, Nevada Presentation Outline

More information

The use of earth observation technology to improve the characterization of ice and snow

The use of earth observation technology to improve the characterization of ice and snow The use of earth observation technology to improve the characterization of ice and snow Swedish Meteorological and Hydrological Institute (SMHI) Outline: EO and ice/snow CryoLand North Hydrology EO in

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

Meteorological Cooperation in the Arctic. Perspectives from Finland

Meteorological Cooperation in the Arctic. Perspectives from Finland Meteorological Cooperation in the Arctic Perspectives from Finland Improving public safety, better data coverage, enhancing arctic climate science VAWS Webinar Series Fairbanks, Alaska May 10th 2017 Finland

More information

Verification of ECMWF products at the Finnish Meteorological Institute

Verification of ECMWF products at the Finnish Meteorological Institute Verification of ECMWF products at the Finnish Meteorological Institute by Juha Kilpinen, Pertti Nurmi, Petra Roiha and Martti Heikinheimo 1. Summary of major highlights A new verification system became

More information

FINDINGS OF THE ARCTIC METEOROLOGY SUMMIT

FINDINGS OF THE ARCTIC METEOROLOGY SUMMIT FINDINGS OF THE ARCTIC METEOROLOGY SUMMIT 2018 WWW.FMI.FI CHAIR S SUMMARY: 1 2 3 We need to be curious to explore the known unknowns. Meteorology is an elemental part of international collaboration in

More information

FOWPI Metocean Workshop Modelling, Design Parameters and Weather Windows

FOWPI Metocean Workshop Modelling, Design Parameters and Weather Windows FOWPI Metocean Workshop Modelling, Design Parameters and Weather Windows Jesper Skourup, Chief Specialist, COWI 1 The Project is funded by The European Union Agenda 1. Metocean Data Requirements 2. Site

More information

Climate Change Adaptation

Climate Change Adaptation Climate Change Adaptation Adriána Hudecz, Technical University of Denmark ROADEX Final Seminar Inverness, 22 May 2012 Climate Change Adaptation Outline: 1. Background/global climate change 2. Climate change

More information

PREDICTING OVERHEATING RISK IN HOMES

PREDICTING OVERHEATING RISK IN HOMES PREDICTING OVERHEATING RISK IN HOMES Susie Diamond Inkling Anastasia Mylona CIBSE Simulation for Health and Wellbeing 27th June 2016 - CIBSE About Inkling Building Physics Consultancy Susie Diamond Claire

More information

WEATHER NORMALIZATION METHODS AND ISSUES. Stuart McMenamin Mark Quan David Simons

WEATHER NORMALIZATION METHODS AND ISSUES. Stuart McMenamin Mark Quan David Simons WEATHER NORMALIZATION METHODS AND ISSUES Stuart McMenamin Mark Quan David Simons Itron Forecasting Brown Bag September 17, 2013 Please Remember» Phones are Muted: In order to help this session run smoothly,

More information

QualiMET 2.0. The new Quality Control System of Deutscher Wetterdienst

QualiMET 2.0. The new Quality Control System of Deutscher Wetterdienst QualiMET 2.0 The new Quality Control System of Deutscher Wetterdienst Reinhard Spengler Deutscher Wetterdienst Department Observing Networks and Data Quality Assurance of Meteorological Data Michendorfer

More information

F2E Fluid & Energy Engineering GmbH & Co. KG

F2E Fluid & Energy Engineering GmbH & Co. KG F2E Fluid & Energy Engineering GmbH & Co. KG Dr.-Ing. Thomas Hahm, hahm@f2e.de Dipl.-Met. Nicole Stoffels, stoffels@f2e.de F2E Fluid & Energy Engineering GmbH & Co. KG Borsteler Chaussee 178, 22453 Hamburg

More information

Weather and ice information as a tool for arctic marine and offshore services

Weather and ice information as a tool for arctic marine and offshore services Weather and ice information as a tool for arctic marine and offshore services World Meteorological Organization Executive Council Panel of Experts on Polar Observations, Research and Services President

More information

Welcome to the world of wind energy. Wind Potential. Dr. D. V. Kanellopoulos OPWP Renewable Energy Training Program December 2016 Muscat, Oman

Welcome to the world of wind energy. Wind Potential. Dr. D. V. Kanellopoulos OPWP Renewable Energy Training Program December 2016 Muscat, Oman Welcome to the world of wind energy Wind Potential Dr. D. V. Kanellopoulos OPWP Renewable Energy Training Program 11-14 December 2016 Muscat, Oman 1 Solar radiation powers up the wind 2 Surface air temperatures

More information

Wind power forecast error smoothing within a wind farm

Wind power forecast error smoothing within a wind farm Journal of Physics: Conference Series Wind power forecast error smoothing within a wind farm To cite this article: Nadja Saleck and Lueder von Bremen 27 J. Phys.: Conf. Ser. 7 1 View the article online

More information

Remote Sensing and Sensor Networks:

Remote Sensing and Sensor Networks: SDG&E Meteorology Remote Sensing and Sensor Networks: Providing meteorological intelligence to support system operations Mike Espinoza Project Manager Steven Vanderburg Senior Meteorologist Brian D Agostino

More information

Training: Climate Change Scenarios for PEI. Training Session April Neil Comer Research Climatologist

Training: Climate Change Scenarios for PEI. Training Session April Neil Comer Research Climatologist Training: Climate Change Scenarios for PEI Training Session April 16 2012 Neil Comer Research Climatologist Considerations: Which Models? Which Scenarios?? How do I get information for my location? Uncertainty

More information

CAP 437 Offshore Meteorological Observer Training

CAP 437 Offshore Meteorological Observer Training CAP 437 Offshore Meteorological Observer Training Training for Meteorological Observers in support of Offshore Helicopter Operations CAP 437 Offshore Meteorological Observer Training Page 1 Meteorological

More information

Evaluation and Assimilation of Remotely- Sensed Lake Surface Temperature in the HIRLAM Weather Forecasting System

Evaluation and Assimilation of Remotely- Sensed Lake Surface Temperature in the HIRLAM Weather Forecasting System Evaluation and Assimilation of Remotely- Sensed Lake Surface Temperature in the HIRLAM Weather Forecasting System H. Kheyrollah Pour 1, C.R. Duguay 1, L. Rontu 2 with contributions from Kalle Eerola 2,

More information

Verification of ECMWF products at the Finnish Meteorological Institute

Verification of ECMWF products at the Finnish Meteorological Institute Verification of ECMWF products at the Finnish Meteorological Institute by Juha Kilpinen, Pertti Nurmi and Matias Brockmann 1. Summary of major highlights The new verification system is under pre-operational

More information

Chapter Introduction. Weather. Patterns. Forecasts Chapter Wrap-Up

Chapter Introduction. Weather. Patterns. Forecasts Chapter Wrap-Up Chapter Introduction Lesson 1 Lesson 2 Lesson 3 Describing Weather Weather Patterns Weather Forecasts Chapter Wrap-Up How do scientists describe and predict weather? What do you think? Before you begin,

More information

Anemos.Rulez: Extreme Event Prediction and Alarming to Support Stability of Energy Grids

Anemos.Rulez: Extreme Event Prediction and Alarming to Support Stability of Energy Grids Anemos.Rulez: Extreme Event Prediction and Alarming to Support Stability of Energy Grids Hans-Peter (Igor) Waldl, Philipp Brandt Overspeed GmbH & Co. KG, Marie-Curie-Straße 1, 26129 Oldenburg, Germany,

More information

Skilful seasonal predictions for the European Energy Industry

Skilful seasonal predictions for the European Energy Industry Skilful seasonal predictions for the European Energy Industry Hazel Thornton, Philip Bett, Robin Clark, Adam Scaife, Brian Hoskins, David Brayshaw WGSIP, 10/10/2017 Outline Energy industry and climate

More information

Climate Change Adaptation

Climate Change Adaptation Climate Change Adaptation Adriána Hudecz, Technical University of Denmark ROADEX Final Seminar Rovaniemi, 25 April 2012 Climate Change Adaptation Outline: 1. Background/global climate change 2. Climate

More information

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

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

More information

Wind Generation Curtailment Reduction based on Uncertain Forecasts

Wind Generation Curtailment Reduction based on Uncertain Forecasts Wind Generation Curtailment Reduction based on Uncertain Forecasts A. Alanazi & A. Khodaei University of Denver USA Authors M. Chamana & D. Kushner ComEd USA Presenter Manohar Chamana Introduction Wind

More information

TV Meteorologists are Uniquely Positioned

TV Meteorologists are Uniquely Positioned Climate Matters TV Meteorologists are Uniquely Positioned Trusted messengers (local scientist) Skilled communicators Large & dedicated audiences Weather is how many experience climate change Market Share

More information

PowerPredict Wind Power Forecasting September 2011

PowerPredict Wind Power Forecasting September 2011 PowerPredict Wind Power Forecasting September 2011 For further information please contact: Dr Geoff Dutton, Energy Research Unit, STFC Rutherford Appleton Laboratory, Didcot, Oxon OX11 0QX E-mail: geoff.dutton@stfc.ac.uk

More information

SCIENTIFIC REPORT. Universität zu Köln, Germany. Institut für Geophysik und Meteorologie, Universität zu Köln, Germany

SCIENTIFIC REPORT. Universität zu Köln, Germany. Institut für Geophysik und Meteorologie, Universität zu Köln, Germany SCIENTIFIC REPORT 1 ACTION: ES1303 TOPROF STSM: COST-STSM-ES1303-30520 TOPIC: Boundary layer classification PERIOD: 9-13 November 2015 VENUE: Institut für Geophysik und Meteorologie, Universität zu Köln,

More information

Vaisala AviMet Automated Weather Observing System

Vaisala AviMet Automated Weather Observing System Vaisala AviMet Automated Weather Observing System Solutions to meet your challenges Our mission: to help you operate succesfully Safe, economical, reliable and flexible operation of your airport is ensured

More information

Alberto Troccoli, Head of Weather and Energy Research Unit, CSIRO, Australia ICCS 2013 Jamaica, 5 December 2013 (remotely, unfortunately)

Alberto Troccoli, Head of Weather and Energy Research Unit, CSIRO, Australia ICCS 2013 Jamaica, 5 December 2013 (remotely, unfortunately) 013 Alberto Troccoli, Head of Weather and Energy Research Unit, CSIRO, Australia ICCS 013 Jamaica, 5 December 013 (remotely, unfortunately) Historical and projected changes in World primary energy demand

More information

Complete Weather Intelligence for Public Safety from DTN

Complete Weather Intelligence for Public Safety from DTN Complete Weather Intelligence for Public Safety from DTN September 2017 White Paper www.dtn.com / 1.800.610.0777 From flooding to tornados to severe winter storms, the threats to public safety from weather-related

More information

Winter Maintenance Report

Winter Maintenance Report 98.4 Official State Snowfall 150 Truck Stations 1,813 Full-time and Backup Snowfighters 840 Plow trucks - includes 47 reserve plows 30,585 Lane Miles 85% Frequency Achieving Bare Lanes 2017-18 Winter Maintenance

More information

MTO s Road Weather Information System (RWIS)

MTO s Road Weather Information System (RWIS) MTO s Road Weather Information System (RWIS) Ontario Good Roads Association Managing Winter Operations Workshop October 19, 2017 Overview of MTO s Road Weather Information Station (RWIS) RWIS for Winter

More information

Introduction to TIGGE and GIFS. Richard Swinbank, with thanks to members of GIFS-TIGGE WG & THORPEX IPO

Introduction to TIGGE and GIFS. Richard Swinbank, with thanks to members of GIFS-TIGGE WG & THORPEX IPO Introduction to TIGGE and GIFS Richard Swinbank, with thanks to members of GIFS-TIGGE WG & THORPEX IPO GIFS-TIGGE/NCAR/NOAA Workshop on EPS developments, June 2012 TIGGE THORPEX Interactive Grand Global

More information

Offshore wind power prediction in critical weather conditions

Offshore wind power prediction in critical weather conditions Offshore wind power prediction in critical weather conditions Nicolaos A. Cutululis, Nina K. Detlefsen, Poul Sørensen Abstract In critical weather conditions, when wind turbines or even whole wind farms

More information

Pilot briefing ENTC - Tromsø airport, Langnes

Pilot briefing ENTC - Tromsø airport, Langnes Pilot briefing ENTC - Tromsø airport, Langnes NOTE: The content in this briefing will not be updated as frequently as AIP Norway. Make sure you always check relevant information in the latest edition of

More information

SNOW COVER MAPPING USING METOP/AVHRR DATA

SNOW COVER MAPPING USING METOP/AVHRR DATA SNOW COVER MAPPING USING METOP/AVHRR DATA Niilo Siljamo, Markku Suomalainen, Otto Hyvärinen Finnish Meteorological Institute, Erik Palménin Aukio 1, FI-00101 Helsinki, Finland Abstract LSA SAF snow cover

More information

Wind Resource Assessment in Cold Climate Regions

Wind Resource Assessment in Cold Climate Regions Faculty of Engineering Science & Technology Institute of Industrial Engineering Wind Resource Assessment in Cold Climate Regions Jiayi Jin Master s thesis in Industrial Engineering 2015, June 2017 Title:

More information

Exercise Brunswick ALPHA 2018

Exercise Brunswick ALPHA 2018 ALPHA Exercise Brunswick ALPHA 2018 Who we are (our structure) What we do (our forecasts) How you can access the information Tropical cyclone information (basic) Overview of the products used for Exercise

More information

RESULTS OF THE NEW ICETOOLS INQUIRY ON OPERATOR S EXPERIENCE WITH TURBINE ICING

RESULTS OF THE NEW ICETOOLS INQUIRY ON OPERATOR S EXPERIENCE WITH TURBINE ICING RESULTS OF THE NEW ICETOOLS INQUIRY ON OPERATOR S EXPERIENCE WITH TURBINE ICING Michael Durstewitz Institut für Solare Energieversorgungstechnik e.v. (ISET) Division Information and Energy Economy Königstor

More information

MaxiMet. Compact Weather Stations. gillinstruments.com

MaxiMet. Compact Weather Stations. gillinstruments.com MaxiMet Compact Weather Stations gillinstruments.com Compact Weather Stations MaxiMet is an advanced compact weather station, designed and manufactured by Gill Instruments using proven technology to measure

More information

New weather forecast system makes predictions faster and more accurate

New weather forecast system makes predictions faster and more accurate Published on ScienceNordic (http://sciencenordic.com) Home > Printer-friendly PDF > Printer-friendly PDF New weather forecast system makes predictions faster and more accurate Natural Sciences[1] Natural

More information

MESOSCALE MODELLING OVER AREAS CONTAINING HEAT ISLANDS. Marke Hongisto Finnish Meteorological Institute, P.O.Box 503, Helsinki

MESOSCALE MODELLING OVER AREAS CONTAINING HEAT ISLANDS. Marke Hongisto Finnish Meteorological Institute, P.O.Box 503, Helsinki MESOSCALE MODELLING OVER AREAS CONTAINING HEAT ISLANDS Marke Hongisto Finnish Meteorological Institute, P.O.Box 503, 00101 Helsinki INTRODUCTION Urban heat islands have been suspected as being partially

More information

Towards a Definitive High- Resolution Climate Dataset for Ireland Promoting Climate Research in Ireland

Towards a Definitive High- Resolution Climate Dataset for Ireland Promoting Climate Research in Ireland Towards a Definitive High- Resolution Climate Dataset for Ireland Promoting Climate Research in Ireland Jason Flanagan, Paul Nolan, Christopher Werner & Ray McGrath Outline Project Background and Objectives

More information

Big Data Analysis in Wind Power Forecasting

Big Data Analysis in Wind Power Forecasting Big Data Analysis in Wind Power Forecasting Pingwen Zhang School of Mathematical Sciences, Peking University Email: pzhang@pku.edu.cn Thanks: Pengyu Qian, Qinwu Xu, Zaiwen Wen and Junzi Zhang The Keywind

More information

Winter Season Resource Adequacy Analysis Status Report

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

More information

WORLD AREA FORECAST SYSTEM OPERATIONS GROUP (WAFSOPSG)

WORLD AREA FORECAST SYSTEM OPERATIONS GROUP (WAFSOPSG) International Civil Aviation Organization WAFSOPSG/7-WP/10 5/7/12 WORKING PAPER WORLD AREA FORECAST SYSTEM OPERATIONS GROUP (WAFSOPSG) SEVENTH MEETING Lima, Peru, 17 to 21 September 2012 Agenda Item 6:

More information

2018 FORECAST ACCURACY BENCHMARKING SURVEY AND ENERGY TRENDS. Mark Quan

2018 FORECAST ACCURACY BENCHMARKING SURVEY AND ENERGY TRENDS. Mark Quan 2018 FORECAST ACCURACY BENCHMARKING SURVEY AND ENERGY TRENDS Mark Quan Please Remember» Phones are Muted: In order to help this session run smoothly, your phones are muted.» Full Screen Mode: To make the

More information

APPENDIX 7.4 Capacity Value of Wind Resources

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

More information

Towards the Fourth GEWEX Atmospheric Boundary Layer Model Inter-Comparison Study (GABLS4)

Towards the Fourth GEWEX Atmospheric Boundary Layer Model Inter-Comparison Study (GABLS4) Towards the Fourth GEWEX Atmospheric Boundary Layer Model Inter-Comparison Study (GABLS4) Timo Vihma 1, Tiina Nygård 1, Albert A.M. Holtslag 2, Laura Rontu 1, Phil Anderson 3, Klara Finkele 4, and Gunilla

More information

Fundamentals of Radar Display. Atmospheric Instrumentation

Fundamentals of Radar Display. Atmospheric Instrumentation Fundamentals of Radar Display Outline Fundamentals of Radar Display Scanning Strategies Basic Geometric Varieties WSR-88D Volume Coverage Patterns Classic Radar Displays and Signatures Precipitation Non-weather

More information

USE OF SATELLITE INFORMATION IN THE HUNGARIAN NOWCASTING SYSTEM

USE OF SATELLITE INFORMATION IN THE HUNGARIAN NOWCASTING SYSTEM USE OF SATELLITE INFORMATION IN THE HUNGARIAN NOWCASTING SYSTEM Mária Putsay, Zsófia Kocsis and Ildikó Szenyán Hungarian Meteorological Service, Kitaibel Pál u. 1, H-1024, Budapest, Hungary Abstract The

More information

Importance of Numerical Weather Prediction in Variable Renewable Energy Forecast

Importance of Numerical Weather Prediction in Variable Renewable Energy Forecast Importance of Numerical Weather Prediction in Variable Renewable Energy Forecast Dr. Abhijit Basu (Integrated Research & Action for Development) Arideep Halder (Thinkthrough Consulting Pvt. Ltd.) September

More information

Irma Ylikangas Application Manager M.Sc., (Chem. Eng)

Irma Ylikangas Application Manager M.Sc., (Chem. Eng) Customized user interface for weather and environmental information to improve safety of industrial areas and harbours; Kokkola Industrial Park (KIP) weather Pilot Irma Ylikangas Application Manager M.Sc.,

More information

Watershed simulation and forecasting system with a GIS-oriented user interface

Watershed simulation and forecasting system with a GIS-oriented user interface HydroGIS 96: Application of Geographic Information Systems in Hydrology and Water Resources Management (Proceedings of the Vienna Conference, April 1996). IAHS Publ. no. 235, 1996. 493 Watershed simulation

More information

Effects of the NAO and other atmospheric teleconnection patterns on wind resources in Western Europe

Effects of the NAO and other atmospheric teleconnection patterns on wind resources in Western Europe Effects of the NAO and other atmospheric teleconnection patterns on wind resources in Western Europe Laura Zubiate Sologaistoa Frank McDermott, Conor Sweeney, Mark O Malley The North Atlantic Oscillation

More information

SIMMER WORKSHOP (Science, Policy & Heat-Health Decision Making) Toronto

SIMMER WORKSHOP (Science, Policy & Heat-Health Decision Making) Toronto SIMMER WORKSHOP (Science, Policy & Heat-Health Decision Making) Toronto Weather & Climate Modelling in Toronto & The Significant Results for Public Health October 24, 2013 Christopher Ll. Morgan, PhD Program

More information