URBANAIR. An operational modelling system for survey and forecasting of air quality at urban scale NUMTECH

Size: px
Start display at page:

Download "URBANAIR. An operational modelling system for survey and forecasting of air quality at urban scale NUMTECH"

Transcription

1 URBANAIR An operational modelling system for survey and forecasting of air quality at urban scale Frédéric PRADELLE 1, Alexandre ARMENGAUD 2, Céline PESIN 1, Marie-Noëlle ROLLAND 1, Jonathan VIRGA 2, Gaëlle LUNEAU 2, David POULET 1, Charles SCHILLINGER 3 1, Clermont-Ferrand, France 2 Atmo PACA, Marseille, France 3 ASPA, Strasbourg, France Harmo 13, Paris, 1-4 June 2010

2 PRESENTATION Outline DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA Presentation of the system Deployment methodology Examples of operational applications Current developments Applied use in the PACA Region (Atmo PACA)

3 PRESENTATION DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA Presentation URBANAIR : high resolution modeling system An operational modeling system developed by (2005) with the support of ADEME, in collaboration with Ecole Centrale de Lyon since Based on high resolution dispersion models : ADMS-Urban (Mc Hugh et al., 1997) and SIRANE (Soulhac, 2000). The system provides pollutant concentrations (NO 2, O 3, PM 10, C 6 H 6, SO 2 ) at street scale on the whole urban area, generally at hourly time step.

4 Presentation Air quality observations Meteo observations and predictions Background concentrations Emission inventory Surface topography URBAN Air operational forecasts URBANAIR ADMS-Urban Daily pollution map Text & data summaries UAS performances Land use Alerts and informations

5

6 PRESENTATION DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA Presentation Operating modes Diagnostic mode Operational mode study of pollution episode AQ directive / reporting Mitigation / source apportionnement Nowcasting calculation of concentrations 48-hour forecasting

7 PRESENTATION Deployment of the system DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA

8 PRESENTATION Deployment of the system DEPLOYMENT APPLICATIONS DEVELOPMENTS Step 1: Modeling phase and first calculations PACA

9 Measured NO 2 concentrations PRESENTATION Deployment of the system DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA Step 1: Modeling phase and first calculations Step 2: capacity of the system to reproduce the spatial distribution of the concentrations? y=0.9734x R=0.856 Période hivernale modèle Modelled NO 2 concentrations

10 concentration en NO 2 (ug/m 3 ) PRESENTATION Deployment of the system DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA Step 1: Modeling phase and first calculations Step 2: capacity of the system to reproduce the spatial distribution of the concentrations? Step 3: capacity of the system to reproduce the temporal evolution of the concentrations? mesure ADMS-Urban Jours juliens

11 PRESENTATION Deployment of the system DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA Step 1: Modeling phase and first calculations Step 2: capacity of the system to reproduce the spatial distribution of the concentrations? Step 3: capacity of the system to reproduce the temporal evolutions of the concentrations? Step 4: quality of the results in forecast mode (which depends on meteorological and background pollution prediction)

12 PRESENTATION Deployment of the system DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA Step 1: Modeling phase and first calculations Step 2: capacity of the system to reproduce the spatial distribution of the concentrations? Step 3: capacity of the system to reproduce the temporal evolutions of the concentrations? Step 4: quality of the results in forecast mode (which depends on meteorological and background pollution prediction) Step 5: Implementation of the operational system

13 PRESENTATION DEPLOYMENT Adjustment of the system Sensitivity tests and evaluation of the system APPLICATIONS DEVELOPMENTS PACA Input data topography site meteorological data - wind components - minimal LMO background concentrations emission data ADMS-Urban Output data Short/long term results Focus on pollution Episodes Pollution maps Observations stations tubes passifs Statistical validation Comparison of model results and measurements step 1 Sensitivity tests step 4 step 3 System modifications adjustment of input data that influences the dispersion integration of new input data system simplification Take decisions based on the statistical analysis R 2? 1 BIAIS, RMSE? 0 step 2

14

15 % PRESENTATION DEPLOYMENT APPLICATIONS Some results for Strasbourg Proportion of good prediction (%) of AQ indexes for the year 2009 DEVELOPMENTS PACA AQI O3 NO2 PM D D + 1 D + 2

16 % PRESENTATION DEPLOYMENT APPLICATIONS Some results for Strasbourg Proportion of good prediction (%) of AQ indexes +/- 1 for the year 2009 DEVELOPMENTS PACA AQI O3 NO2 PM D D + 1 D + 2

17 PRESENTATION FUNCTIONING DEPLOYMENT ADUJSTING APPLICATIONS

18 % PRESENTATION DEPLOYMENT APPLICATIONS Some results for Aix-en-Provence Comparison between UAS and regional modeling platform (AIRES/PREVAIR) DEVELOPMENTS PACA Proportion of good prediction (index +/-1) for all forecasted indexes From Januray to May 2010 UAS AIRES/PREVAIR O3 NO2 PM AQI

19 % PRESENTATION DEPLOYMENT APPLICATIONS Some results for Aix-en-Provence Comparison between UAS and regional modeling platform (AIRES/PREVAIR) DEVELOPMENTS PACA Proportion of good prediction (index +/-1) in case of observed indexes = 5 5 From Januray to May 2010 UAS AIRES/PREVAIR O3 NO2 PM AQI

20 PRESENTATION Current developments DEPLOYMENT APPLICATIONS DEVELOPMENTS PACA Optimization of the codes Development of a tool box for the users Assimilation of observation data (partnership with INRIA) Current implementation of the system on several cities: Aix-en- Provence, Nice, Orléans, Tours, Clermont- Ferrand

21 4 urban platforms dedicated to air quality survey in PACA region Alexandre Armengaud, Frédéric Pradelle, Gaëlle Luneau, Céline Pesin, Marie Noëlle Rolland, Jonathan Virga, 21/12 Benjamin Rocher

22 ATMO PACA 38 observatories approved by the French Ministry of the Environment and gathered within federation ATMO Atmo PACA 22/12

23 MISSIONS We have to : Know the air quality on the territory and its evolution in time, Characterize the levels by report/ratio with health and environmental standards, Forecast episodes of pollution, Inform population within the best time, Sensitize with the air quality, To be used as point of support with research, To take part in the reflexions on urban development : tools of decision-making aid. NO x 10 % 51 % 12 % 13 % Agriculture /forestry Energy transform ation Industry and waste treatm ent Residential/tertiary O ther transport Road transport 10 % 4 % 23/12

24 AIRES-MEDITERRANEE.ORG 27 km 9 km Inter REGIONAL SYSTEM AIRES METEO & CHIMISTRY MM5 CHIMERE WRF System Integrated, Modular for Forecast (48h), Survey and Scenarios at different scales, O 3, NO 2, PM 3 km AIRES : from occitan «Aire» [ajre] : n.m. air ; Atmospheric Integrated REgional System 3 km 24/12

25 REGIONAL TO URBAN SCALE 25/12

26 Mesured Conc. NO2 SIMPYC (µg/m3) TOULON y = 0,9872x + 0,1963 R 2 = 0, Simulated Conc. NO2 with ADMS URBAN (µg/m3) No background concentrations (cadastre approach) ; 103 observations Bias : -3 mg/m 3 (annual) Correlation : 0.8 (annual) 26/12

27 AIX EN PROVENCE PAYS D AIX 6000 roads calculation pts 340 industrials sources vol. sources No background concentrations (cadastre approach) ; 200 observations Bias : -1 mg/m 3 (summer) +1.3 mg/m 3 (winter) Correlation : 0.84 (summer) (winter) 27/12

28 M odelled concentration (mg/m 3 ) ANTIBES SOPHIA ANTIPOLIS 4000 roads calculation pts 80 Com parison for observations vs.m ode ling ofno 2 Antibes and its suburb M esured concentration (mg/m 3 ) No background concentrations (cadastre approach) ; 102 observations Bias : +4.6 mg/m 3 (summer) -0.8 mg/m 3 (winter) 28/12 Correlation : 0.89 (summer) (winter)

29 M odelled concentration (mg/m 3 ) NICE CÔTE D AZUR 8000 Roads calculation pts 80 Com parison for observations vs.m ode ling ofno 2 Nice and its suburb M esured concentration (mg/m 3 ) No background concentrations (cadastre approach) ; 160 observations Bias : +3 mg/m 3 (summer) -8 mg/m 3 (winter) Correlation : 0.7 (summer & winter) 29/12

30 EXPOLOGY Soil occupation, buildings, population 30/12

31 CONCLUSIONS Mapping Air Quality & Survey territory Forecast and Communication Regulation & actions plans Urban and Metropolitan Air Quality platforms are necessary National, European Reporting European Directives and Urban Health impacts Scenarios Decision making aid 31/12

32 THANK YOU FOR YOUR ATTENTION More details Atmo PACA Le Noilly Paradis 146 rue Paradis Marseille Cedex 06 Téléphone : +33(0) Allée Alan Turing BP Parc technologique de la Pardieu Aubière Cedex 32/12

The results of CAIMANs project FUTURE TIME AIR DISPERSION MODEL RESULTS FOR THE TREND SCENARIO. Anastasia Poupkou AUTH

The results of CAIMANs project FUTURE TIME AIR DISPERSION MODEL RESULTS FOR THE TREND SCENARIO. Anastasia Poupkou AUTH The results of CAIMANs project FUTURE TIME AIR DISPERSION MODEL RESULTS FOR THE TREND SCENARIO Anastasia Poupkou AUTH Mitigation Air Pollution in the Mediterranean Port Cities Venice, 12th June 2015 Air

More information

5.39 AN EVALUATION OF THE URBAN DISPERSION MODELS SIRANE AND ADMS URBAN, USING FIELD DATA FROM LYON.

5.39 AN EVALUATION OF THE URBAN DISPERSION MODELS SIRANE AND ADMS URBAN, USING FIELD DATA FROM LYON. 5.39 AN EVALUATION OF THE URBAN DISPERSION MODELS SIRANE AND ADMS URBAN, USING FIELD DATA FROM LYON. Soulhac, L. 1., Pradelle, F. 2 & Perkins, R.J. 1 1 Laboratoire de Mécanique des Fluides et d Acoustique,

More information

MISTRALS Mediterranean Integrated STudies at Regional And Local Scales

MISTRALS Mediterranean Integrated STudies at Regional And Local Scales MISTRALS Mediterranean Integrated STudies at Regional And Local Scales WORKSHOP OVERVIEW MISTRALS, INTERNATIONAL WORKSHOP MALTA 30 MARCH-1 ST APRIL 2011 1 15/12/2010 Contents 1- Scientific and geopolitical

More information

New commitments to solve the air quality problems in Europe?

New commitments to solve the air quality problems in Europe? New commitments to solve the air quality problems in Europe? Laurence ROUÏL, Head of the «Environmental modelling and decision making» department, Laurence.rouil@ineris.fr Institut National de l Environnement

More information

Urban form, mobility and segregation: keys for the future

Urban form, mobility and segregation: keys for the future COST Exploratoy workshop The Futures of the City: Towards a sustainable built environment and mobility Amsterdam - 24-25 November 2010 Urban form, mobility and segregation: keys for the future Dominique

More information

REGIONAL AIR QUALITY FORECASTING AT THE ORAMIP

REGIONAL AIR QUALITY FORECASTING AT THE ORAMIP REGIONAL AIR QUALITY FORECASTING AT THE (MIDI-PYRENEESAIR QUALITY OBSERVATORY) 2nd CHIMERE workshop LMD Palaiseau Adrien Royer - Vincent Crassier air pollution monitoring stations 19 permanent stations

More information

Present time air dispersion model results ARPAV, IDAEA, AirPACA, UNIGE, AUTH

Present time air dispersion model results ARPAV, IDAEA, AirPACA, UNIGE, AUTH Present time air dispersion model results ARPAV, IDAEA, AirPACA, UNIGE, AUTH Federico Cassola - UNIGE Mitigating Air Pollution in the Mediterranean Port Cities The results of CAIMANs Project Venice, 12th

More information

Monitoring air pollution and public information in Paris Region. Karine LEGER, Directrice Partenariats et communication EIONET 24-25/10/16

Monitoring air pollution and public information in Paris Region. Karine LEGER, Directrice Partenariats et communication EIONET 24-25/10/16 Monitoring air pollution and public information in Paris Region Karine LEGER, Directrice Partenariats et communication EIONET 24-25/10/16 Air pollution monitoring in France According to the French air

More information

Maritime Emissions & Impact on Air Quality

Maritime Emissions & Impact on Air Quality Maritime Emissions & Impact on Air Quality Air PACA Claicity & ClimAERA Alcotra projects, Genova Smart week, 22 Nov. 2017 Photo Photo Photo éventuelle éventuelle éventuelle Air & Ports : context PORTS

More information

H AIR QUALITY MODELLING OF ROAD PROJECTS USING A 3D COMPUTATIONAL FLUID DYNAMICS (CFD) MODEL. Malo Le Guellec, Lobnat Ait Hamou, Amita Tripathi

H AIR QUALITY MODELLING OF ROAD PROJECTS USING A 3D COMPUTATIONAL FLUID DYNAMICS (CFD) MODEL. Malo Le Guellec, Lobnat Ait Hamou, Amita Tripathi H13-198 AIR QUALITY MODELLING OF ROAD PROJECTS USING A 3D COMPUTATIONAL FLUID DYNAMICS (CFD) MODEL Malo Le Guellec, Lobnat Ait Hamou, Amita Tripathi FLUIDYN France, Saint-Denis, France Abstract: The air

More information

ROMAIR - Implementation of an air quality modelling and forecast system in Romania LIFE08 ENV/F/000485

ROMAIR - Implementation of an air quality modelling and forecast system in Romania LIFE08 ENV/F/000485 ROMAIR - Implementation of an air quality modelling and forecast system in Romania LIFE08 ENV/F/000485 Project description Environmental issues Beneficiaries Administrative data Read more Contact details:

More information

David Carruthers, Jenny Stocker, Christina Hood CERC Jimmy Fung and Xie Bo HKUST BAQ 2012

David Carruthers, Jenny Stocker, Christina Hood CERC Jimmy Fung and Xie Bo HKUST BAQ 2012 ADMS-Urban nested within regional models: an air quality model for all scales David Carruthers, Jenny Stocker, Christina Hood CERC Jimmy Fung and Xie Bo HKUST ADMS-Urban Model Capabilities ADMS-Urban is

More information

French National Policy Framework Directive 2014/94

French National Policy Framework Directive 2014/94 French National Policy Framework Directive 2014/94 Mathilde Tannous & Cédric Thoma Ministry for an ecological and solidary transition General Directorate for Energy and Climate Change Introduction Ministry

More information

Towards 32% renewable energy in 2030 French public policies for renewables

Towards 32% renewable energy in 2030 French public policies for renewables Towards 32% renewable energy in 2030 French public policies for renewables France s Climate Plan Seminar 20th November 2017 Stéfan Le Dû Sustainable Development Councilor Embassy of France in Japan Ministry

More information

Air Action Prioritaire Areas (ZAPA) ECOTALE seminar April 18th, 2013 Hervé LEVIFVE, APUR research analyst

Air Action Prioritaire Areas (ZAPA) ECOTALE seminar April 18th, 2013 Hervé LEVIFVE, APUR research analyst Air Action Prioritaire Areas (ZAPA) ECOTALE seminar April 18th, 2013 Hervé LEVIFVE, APUR research analyst 1 Poor air quality, a significant issue in Ile-de-France European air quality standards for NOx

More information

Air quality, urban heat islands and climate change

Air quality, urban heat islands and climate change Air quality, urban heat islands and climate change David Carruthers & Jenny Stocker Centre for Radiation, Chemical & Environmental Hazards Health Protection Agency Chilton, Didcot 12 th October 2010 Contents

More information

Numerical modeling for air quality at regional scale: the aerosol challenge.

Numerical modeling for air quality at regional scale: the aerosol challenge. Cover Numerical modeling for air quality at regional scale: the aerosol challenge. by Giaiotti Dario B. & Stel Fulvio Regional Agency for Environmental Protection of Friuli Venezia Giulia (ARPA FVG) Regional

More information

Clean Air. for. Kaliningrad

Clean Air. for. Kaliningrad Clean Air for Kaliningrad Clean Air for Kaliningrad The urban air pollution induced by traffic in Kaliningrad is raising increasing concern. KALAIR is a LIFE-Third Countries Project, co-funded by the European

More information

Controlling Pollution Episodes In Paris

Controlling Pollution Episodes In Paris Controlling Pollution Episodes In Paris King s College London LAQNC 13/07/2017 Summary 1. State of the air quality in Paris region 2. December 2016 PM pollution episode and emergency measures 3. Crit Air

More information

Ecole Centrale de Lyon. Laboratoire de Mécanique des Fluides et d'acoustique

Ecole Centrale de Lyon. Laboratoire de Mécanique des Fluides et d'acoustique Ecole Centrale de Lyon Laboratoire de Mécanique des Fluides et d'acoustique Pollutant dispersion through an obstacle array: numerical modelling and experimental investigation Soulhac L., Rios I., Garbero

More information

T h e C o p e r n i c u s A t m o s p h e r e M o n i t o r i n g S e r v i c e

T h e C o p e r n i c u s A t m o s p h e r e M o n i t o r i n g S e r v i c e T h e C o p e r n i c u s A t m o s p h e r e M o n i t o r i n g S e r v i c e Developing linkages with FAIRMODE Copernicus EU Copernicus EU Copernicus EU www.copernicus.eu C A M S : C O P E R N I C U

More information

Emission models, air pollution assessment

Emission models, air pollution assessment Emission models, air pollution assessment - French activities, needs and priorities - a point of view from IFSTTAR EMISIA COPERT workshop Lyon, 27 May 2016 Michel ANDRÉ Planning, Mobility, Environment

More information

Air Quality Indexes. Javier Garcia 1, Joëlle Colosio 2 and Philippe Jamet 3. Abstract. 1. AQ goals :

Air Quality Indexes. Javier Garcia 1, Joëlle Colosio 2 and Philippe Jamet 3. Abstract. 1. AQ goals : EnviroInfo 2002 (Wien) Environmental Communication in the Information Society - Proceedings of the 16th Conference Air Quality Indexes Javier Garcia 1, Joëlle Colosio 2 and Philippe Jamet 3 Abstract Air

More information

Real-time use of a CFD modelling system in the framework of Toxic 2014 a major civilian security exercise at a complex urban site in Paris

Real-time use of a CFD modelling system in the framework of Toxic 2014 a major civilian security exercise at a complex urban site in Paris Real-time use of a CFD modelling system in the framework of Toxic 2014 a major civilian security exercise at a complex urban site in Paris Patrick ARMAND 1, Christophe DUCHENNE 1, Yasmine BENAMRANE 1,

More information

INVEST IN CÔTE D AZUR

INVEST IN CÔTE D AZUR INVEST IN CÔTE D AZUR Smart Grid companies The European laboratory of research, experimentation and standardization in the Smart Grid industry CÔTE D AZUR AN ACTIVE NETWORK FOR YOUR GREEN BUSINESS INNOVATE

More information

HARMO September 2014, Varna, Bulgaria ATMOTERM:

HARMO September 2014, Varna, Bulgaria ATMOTERM: 2014 Pixabay ATMOTERM: HARMO16 8-11 September 2014, Varna, Bulgaria 10 years experience in Air Quality Action Plan preparation Experience in using the models (ADMS Urban and Calmet/Calpuff) for air quality

More information

ASSESSMENT OF DUST EMISSIONS FROM QUARRIES FOR INVENTORIES AND AIR QUALITY IMPACT STUDIES

ASSESSMENT OF DUST EMISSIONS FROM QUARRIES FOR INVENTORIES AND AIR QUALITY IMPACT STUDIES April 2018 ASSESSMENT OF DUST EMISSIONS FROM QUARRIES FOR INVENTORIES AND AIR QUALITY IMPACT STUDIES Nadine Allemand, CITEPA Task Force on Emission Inventories and Projections 25/04/2018-27/04/2018 1 Outline

More information

9 th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes

9 th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes 9 th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes, Germany June 1-4, 24 Harmonisation within Atmospheric Dispersion Modelling for Regulatory

More information

Men and women are the future

Men and women are the future Y O U R P A R T N E R F O R S O C I A L L A W The Edit With 50 years of existence, Barthélémy Avocats is a firm built on the conviction that men and women are the crux of a company s wealth. We work to

More information

CFD Workflows + OS CLOUD with OW2 ProActive

CFD Workflows + OS CLOUD with OW2 ProActive CFD Workflows + OS CLOUD with OW2 ProActive Denis Caromel Agenda 1. Background: INRIA, ActiveEon 2. ProActive Parallel Suite 3. Use Cases & Demos Renault OMD2 Use Cases Workflow Acceleration -- Parallelism

More information

CALIOPE-urban: coupling R-LINE with CMAQ for urban air quality forecasts over Barcelona

CALIOPE-urban: coupling R-LINE with CMAQ for urban air quality forecasts over Barcelona www.bsc.es Chapel Hill, 25 October 2017 CALIOPE-urban: coupling R-LINE with CMAQ for urban air quality forecasts over Barcelona Jaime Benavides1, Michelle Snyder2, Marc Guevara1, Carlos Pérez García-Pando1,

More information

REPRESENTATIVENESS OF URBAN MONITORING STATIONS

REPRESENTATIVENESS OF URBAN MONITORING STATIONS REPRESENTATIVENESS OF URBAN MONITORING STATIONS JL Santiago, F Martín, A Martilli Atmospheric Pollution Division, Environmental Department, CIEMAT, Spain jl.santiago@ciemat.es fernando.martin@ciemat.es

More information

EVALUATION OF THE AIR QUALITY FORECAST SYSTEM CALIOPE IN SPAIN FOR 2011

EVALUATION OF THE AIR QUALITY FORECAST SYSTEM CALIOPE IN SPAIN FOR 2011 www.bsc.es EVALUATION OF THE AIR QUALITY FORECAST SYSTEM CALIOPE IN SPAIN FOR 2011 J. M. Baldasano, M. T. Pay, G. Arévalo, S. Gassó Geneva, 13 December 2012 CALIOPE Air Quality Forecasting System (www.bsc.es/caliope)

More information

Greater Lyon. Integrated Climate Protection Policy. Bad Ischl, september 5th, 2006

Greater Lyon. Integrated Climate Protection Policy. Bad Ischl, september 5th, 2006 Greater Lyon Integrated Climate Protection Policy Bad Ischl, september 5th, 2006 57 communes which act together First country of Europe for the number of its communes ( = municipalities) (36000), France

More information

A Multi-model Operational Air Pollution Forecast System for China Guy P. Brasseur

A Multi-model Operational Air Pollution Forecast System for China Guy P. Brasseur A Multi-model Operational Air Pollution Forecast System for China Guy P. Brasseur Max Planck Institute for Meteorology Hamburg, Germany and National Center for Atmospheric Research, Boulder, CO Ying Xie

More information

SHERPA and SHERPA-city: screening tools for air quality modelling in Europe

SHERPA and SHERPA-city: screening tools for air quality modelling in Europe SHERPA and SHERPA-city: screening tools for air quality modelling in Europe B. Degraeuwe, E. Peduzzi, E. Pisoni, P. Thunis The European Commission s science and knowledge service Joint Research Centre

More information

THE DEVELOPMENT AND EVALUATION OF AN AUTOMATED SYSTEM FOR NESTING ADMS-URBAN IN REGIONAL PHOTOCHEMICAL MODELS

THE DEVELOPMENT AND EVALUATION OF AN AUTOMATED SYSTEM FOR NESTING ADMS-URBAN IN REGIONAL PHOTOCHEMICAL MODELS THE DEVELOPMENT AND EVALUATION OF AN AUTOMATED SYSTEM FOR NESTING URBAN IN REGIONAL PHOTOCHEMICAL MODELS Jenny Stocker, Christina Hood*, David Carruthers, Martin Seaton and Kate Johnson Cambridge Environmental

More information

INFLUX (The Indianapolis Flux Experiment)

INFLUX (The Indianapolis Flux Experiment) INFLUX (The Indianapolis Flux Experiment) A top-down/bottom-up greenhouse gas quantification experiment in the city of Indianapolis Paul Shepson, Purdue University Kenneth Davis, Natasha Miles and Scott

More information

Building comparable synthetic health-related indicators of air quality in cities

Building comparable synthetic health-related indicators of air quality in cities Air Pollution XVIII 261 Building comparable synthetic health-related indicators of air quality in cities C. Aschan-Leygonie 1 & S. Baudet-Michel 2 1 Université de Lyon, UMR Environnement, Ville, Société,

More information

ANNEX. General. Please provide the name, address, telephone and fax number and address of two contact persons. all

ANNEX. General. Please provide the name, address, telephone and fax number and  address of two contact persons. all ANNEX Ref. Ares(2012)504703-24/04/2012 Member States must according to Article 22(4) of Directive 2008/50/EC provide relevant information necessary for the Commission to assess whether or not the relevant

More information

HAQT- Helsinki AQ Testbed Ari Karppinen; Athens 6/2017

HAQT- Helsinki AQ Testbed Ari Karppinen; Athens 6/2017 HAQT- Helsinki AQ Testbed Ari Karppinen; Athens 6/2017 HAQT The existing reference-level air quality monitoring network is supplemented by two types of commercial air quality instruments. The added value

More information

NETWORK ACCESS OFFERS YOUR MOST RELIABLE AND EFFECTIVE TRANSPORT SOLUTIONS

NETWORK ACCESS OFFERS YOUR MOST RELIABLE AND EFFECTIVE TRANSPORT SOLUTIONS NETWORK ACCESS OFFERS YOUR MOST RELIABLE AND EFFECTIVE SOLUTIONS NETWORK ACCESS OFFERS JUNE 2017 OUR NETWORK AT YOUR SERVICE SNCF Réseau is responsible for network access and maintenance, traffic management

More information

Modelling Airport Air Quality

Modelling Airport Air Quality Modelling Airport Air Quality David Carruthers Cambridge Environmental Research Consultants Safeguarding Airport Air Quality Manchester 12 April 27 Outline of talk Key factors affecting air quality at

More information

Example of mitigation and adaptation measures in the transportation sector. Transportation AND

Example of mitigation and adaptation measures in the transportation sector. Transportation AND Research programme: Adaptation to climate change and infrastructure choice 왘 What future climate changes are forecast and what will be their impacts? As highlighted by the 4th IPCC report, actions to reduce

More information

modeling using the Pollution Climate Mapping (PCM) model UK NO X and NO 2

modeling using the Pollution Climate Mapping (PCM) model UK NO X and NO 2 UK NO X and NO 2 modeling using the Pollution Climate Mapping (PCM) model Susannah Grice, John Stedman, Sally Cooke, Andrew Kent, Daniel Brookes, Helen Walker and Keith Vincent 8th December 2010 Presentation

More information

ARIA Technologies. Jacques MOUSSAFIR - President & CEO Cleantuesday November 2014

ARIA Technologies. Jacques MOUSSAFIR - President & CEO Cleantuesday November 2014 ARIA Technologies Jacques MOUSSAFIR - President & CEO jmoussafir@aria.fr Cleantuesday November 2014 ARIA Technologies SA 8-10, rue de la Ferme 92100 Boulogne Billancourt France Telephone: +33 (0)1 46 08

More information

SHERPA for e-reporting

SHERPA for e-reporting SHERPA for e-reporting C.A. Belis D. Pernigotti P. Thunis JRC Directorate C Energy, Transport and Climate Unit Air and Climate E- reporting Plans & Programmes Data flow H: air quality plans Data flow I:

More information

US Air Quality Forecasting Program Research, Transition, Operation and Socio-Economic Benefits

US Air Quality Forecasting Program Research, Transition, Operation and Socio-Economic Benefits US Air Quality Forecasting Program Research, Transition, Operation and Socio-Economic Benefits Pai-Yei Whung Associate Director of Wx and Air Quality Office of Weather and Air Quality USA GURME AQF Workshop,

More information

Improvements in Emissions and Air Quality Modeling System applied to Rio de Janeiro Brazil

Improvements in Emissions and Air Quality Modeling System applied to Rio de Janeiro Brazil Presented at the 9th Annual CMAS Conference, Chapel Hill, NC, October 11-13, 2010 Improvements in Emissions and Air Quality Modeling System applied to Rio de Janeiro Brazil Santolim, L. C. D; Curbani,

More information

EMISSION INVENTORY IN ALSACE : A TOOL TO CONTROL THE ATMOSPHERIC POLLUTION AND THE CLIMATIC CHANGE

EMISSION INVENTORY IN ALSACE : A TOOL TO CONTROL THE ATMOSPHERIC POLLUTION AND THE CLIMATIC CHANGE EMISSION INVENTORY IN ALSACE : A TOOL TO CONTROL THE ATMOSPHERIC POLLUTION AND THE CLIMATIC CHANGE Emmanuel RIVIERE, Sébastien CIBICK, Charles SCHILLINGER, Cyril PALLARES, Nathalie LECLERC, Sabine MAZURAIS,

More information

Working meeting Innovation Map and Pilot Projects Région Provence Alpes Côte d Azur (PACA)

Working meeting Innovation Map and Pilot Projects Région Provence Alpes Côte d Azur (PACA) Partnership of European Regions on Energy Efficiency in Buildings Working meeting Innovation Map and Pilot Projects Brussels, 22nd November 2017 Who we are? Regional Policies objectives : Increase the

More information

A model inter-comparison study focussing on episodes with elevated PM10 concentrations

A model inter-comparison study focussing on episodes with elevated PM10 concentrations A model inter-comparison study focussing on episodes with elevated PM10 concentrations R. Stern 1 P. Builtjes 1,2, M. Schaap 2, R. Timmermans 2, R.Vautard 3, A. Hodzic 4, M. Memmesheimer 5, H. Feldmann

More information

ADMS-Airport and its application to PSDH and the R3/Mixed Mode consultation for Heathrow

ADMS-Airport and its application to PSDH and the R3/Mixed Mode consultation for Heathrow ADMS-Airport and its application to PSDH and the R3/Mixed Mode consultation for Heathrow Study conducted for DfT David Carruthers Cambridge Environmental Research Consultants OMEGA International Conference

More information

INTERNATIONAL WG1-WG4 MEETING on

INTERNATIONAL WG1-WG4 MEETING on European Network on New Sensing Technologies for Air Pollution Control and Environmental Sustainability - EuNetAir COST Action TD1105 INTERNATIONAL WG1-WG4 MEETING on New Sensing Technologies and Methods

More information

Swords to Plowshares at Lawrence Livermore National Laboratory

Swords to Plowshares at Lawrence Livermore National Laboratory Swords to Plowshares at Lawrence Livermore National Laboratory Roger Werne Deputy Director Industrial Partnerships May 29, 2014 From National Security to Energy Security This work was performed under the

More information

CCA3 Modeling & Monitoring

CCA3 Modeling & Monitoring CCA3 Modeling & Monitoring Ana Isabel Miranda University of Aveiro, Portugal FAIRMODE Plenary Meeting Baveno 11-12 February 2014 WG2-SG1 To promote best practices on the combined use of models and monitoring

More information

Weather, climate & the energy sector

Weather, climate & the energy sector Panel session UAS-PA400 - Energy and transportation services, applications and decisions Weather, climate & the energy sector Laurent Dubus Expert Researcher EDF R&D laurent.dubus@edf.fr Forecast Uncertainty

More information

The London Hybrid Exposure Model

The London Hybrid Exposure Model The London Hybrid Exposure Model The Environmental Research Group King s College London Dr David Dajnak david.dajnak@kcl.ac.uk 21 217 224 231 238 245 252 259 266 273 28 287 294 211 218 Cumulative Life

More information

THE NETWORK ACCESS OFFERS YOUR MOST RELIABLE AND EFFECTIVE TRANSPORT SOLUTIONS

THE NETWORK ACCESS OFFERS YOUR MOST RELIABLE AND EFFECTIVE TRANSPORT SOLUTIONS THE NETWORK ACCESS OFFERS YOUR MOST RELIABLE AND EFFECTIVE TRANSPORT SOLUTIONS THE NETWORK ACCESS OFFERS MARCH 2018 OUR NETWORK AT YOUR SERVICE SNCF Réseau is responsible for network access and maintenance,

More information

A European model-intercomparison study in support to the CAFE programme on EU environmental legislation

A European model-intercomparison study in support to the CAFE programme on EU environmental legislation title C. Cuvelier, P. Thunis, E. Vignati (JRC-IES) A European model-intercomparison study in support to the CAFE programme on EU environmental legislation organised by JRC-IES(coordinator), IIASA, EMEP,

More information

Proceedings Urban Air Quality Monitoring with Networked Low-Cost Sensor-Systems

Proceedings Urban Air Quality Monitoring with Networked Low-Cost Sensor-Systems Proceedings Urban Air Quality Monitoring with Networked Low-Cost Sensor-Systems Michele Penza *, Domenico Suriano, Valerio Pfister, Mario Prato and Gennaro Cassano ENEA Italian National Agency for New

More information

Air Quality Forecasting from Global to Urban Scale. Guy P. Brasseur Max Planck Institute for Meteorology Hamburg, Germany

Air Quality Forecasting from Global to Urban Scale. Guy P. Brasseur Max Planck Institute for Meteorology Hamburg, Germany Air Quality Forecasting from Global to Urban Scale Guy P. Brasseur Max Planck Institute for Meteorology Hamburg, Germany Introduction Many urban areas in the developing world (Asia, Africa, South America)

More information

Evaluation of Air Quality Models with Near-Road Monitoring Data. Task 4: Data Exploration

Evaluation of Air Quality Models with Near-Road Monitoring Data. Task 4: Data Exploration Evaluation of Air Quality Models with Near-Road Monitoring Data Task 4: Data Exploration Texas A&M Transportation Institute Task 4: Data Exploration Objective Near-road monitors are installed primarily

More information

Cereals & food education in France

Cereals & food education in France Cereals & food education in France Future is Food Summer School 2013 of Taste Council of Ireland May 3, 2013 @ Cork Julien Couaillier j.couaillier@passioncereales.fr Who is Passion Céréales? Framework

More information

Dispersion Modelling Tools for Urban Air Quality and Climate Amy Stidworthy, Jenny Stocker and David Carruthers

Dispersion Modelling Tools for Urban Air Quality and Climate Amy Stidworthy, Jenny Stocker and David Carruthers Dispersion Modelling Tools for Urban Air Quality and Climate Amy Stidworthy, Jenny Stocker and David Carruthers 28 th April 2016 London CERC Software ADMS 5 ADMS-Urban ADMS-Roads ADMS-Airport EMIT FLOWSTAR-Energy

More information

ANALYSES OF HUMAN EXPOSURE TO URBAN AIR QUALITY IN A CHILDREN POPULATION

ANALYSES OF HUMAN EXPOSURE TO URBAN AIR QUALITY IN A CHILDREN POPULATION ANALYSES OF HUMAN EXPOSURE TO URBAN AIR QUALITY IN A CHILDREN POPULATION J.M.Garcia 1, L.M.R.Coelho 1, C.Gouveia 1, R.Cerdeira 1, C.Louro 1, T.Ferreira 2, M.N.Baptista 2 1 Escola Superior de Tecnologia

More information

Estimation of the extreme meteorological and hydrological conditions in Slovenia in the future

Estimation of the extreme meteorological and hydrological conditions in Slovenia in the future International Workshop on Climate Change, Budapest, 6 8 June 2016 REPUBLIC OF SLOVENIA MINISTRY OF THE ENVIRONMENT AND SPATIAL PLANNING SLOVENIAN ENVIRONMENT AGENCY Estimation of the extreme meteorological

More information

A European model-intercomparison study in support to the CAFE programme on EU environmental legislation

A European model-intercomparison study in support to the CAFE programme on EU environmental legislation title C. Cuvelier, P. Thunis, E. Vignati (JRC-IES) A European model-intercomparison study in support to the CAFE programme on EU environmental legislation organised by JRC-IES(coordinator), IIASA, EMEP,

More information

USE OF ATMOSPHERIC DISPERSION MODELS FOR URBAN AIR QUALITY MANAGEMENT IN POLAND AND OTHER CEE COUNTRIES

USE OF ATMOSPHERIC DISPERSION MODELS FOR URBAN AIR QUALITY MANAGEMENT IN POLAND AND OTHER CEE COUNTRIES USE OF ATMOSPHERIC DISPERSION MODELS FOR URBAN AIR QUALITY MANAGEMENT IN POLAND AND OTHER CEE COUNTRIES Leslaw Adamczyk, Ryszard Pazdan and Marek Rosicki ATMOTERM S.A., Opole, Poland INTRODUCTION The Air

More information

Comparisons of CMAQ and AURAMS modeling runs over coastal British Columbia

Comparisons of CMAQ and AURAMS modeling runs over coastal British Columbia Comparisons of CMAQ and AURAMS modeling runs over coastal British Columbia Robert Nissen Environment Canada Contact: robert.nissen@ec.gc.ca Collaborators: NW-AIRQUEST Meeting, Seattle, February 2, 2012

More information

Air-noise observatory: regional and local scale exposure to air and noise pollution in Rhône-Alpes

Air-noise observatory: regional and local scale exposure to air and noise pollution in Rhône-Alpes Journal of Earth Sciences and Geotechnical Engineering, vol.6, no. 4, 2016, 245-254 ISSN: 1792-9040 (print version), 1792-9660 (online) Scienpress Ltd, 2016 Air-noise observatory: regional and local scale

More information

DOES ELECTRIC VEHICLE INTRODUCTION IN THE CAR FLEET IMPROVE THE AIR QUALITY?

DOES ELECTRIC VEHICLE INTRODUCTION IN THE CAR FLEET IMPROVE THE AIR QUALITY? DOES ELECTRIC VEHICLE INTRODUCTION IN THE CAR FLEET IMPROVE THE AIR QUALITY? Stefano Alessandrini 1, Alessia Balanzino 2, Maurizio Riva 1, Enrico Ferrero 2, 1 RSE; Milano, Italy 2 Dipartimento di Scienze

More information

17th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes 9-12 May 2016, Budapest, Hungary

17th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes 9-12 May 2016, Budapest, Hungary 17th International Conference on Harmonisation within Atmospheric Dispersion Modelling for Regulatory Purposes 9-12 May 2016, Budapest, Hungary APPLICATION OF A PHOTOCHEMICAL MODEL TO THE ASSESSMENT OF

More information

The Challenges of Climate Change in a Mediterranean in Transition

The Challenges of Climate Change in a Mediterranean in Transition The Challenges of Climate Change in a Mediterranean in Transition Dr. Constantin TSAKAS General Manager Institut de la Méditerranée, General Secretary of FEMISE COP23 (BONN) 13H00 14H30 PAVILLON/PAVILION

More information

Procedure for Air Quality Models Benchmarking

Procedure for Air Quality Models Benchmarking FAIRMODE WG2 SG4 activity FAIRMODE meeting, Oslo, Sept. 2010 1 Institute for Environment and Sustainability Procedure for Air Quality Models Benchmarking P. Thunis, E. Georgieva, S. Galmarini http://ies.jrc.ec.europa.eu/

More information

NEW TRENDS AND CHALLENGES OF AIR POLLUTION MONITORING USING LOW-COST SENSORS: WHAT IDAD LEARNED?

NEW TRENDS AND CHALLENGES OF AIR POLLUTION MONITORING USING LOW-COST SENSORS: WHAT IDAD LEARNED? European Network on New Sensing Technologies for Air Pollution Control and Environmental Sustainability - EuNetAir COST Action TD1105 Final Meeting at PRAGUE (CZ), 5-7 October 2016 New Sensing Technologies

More information

Integrating regional and local modeling to create a high-resolution air quality forecasting system for Hong Kong

Integrating regional and local modeling to create a high-resolution air quality forecasting system for Hong Kong Integrating regional and local modeling to create a high-resolution air quality forecasting system for Hong Kong Christina M. Hood*, Jenny R. Stocker, David J. Carruthers, William Grayson, Jonathan Handley

More information

Mapping the sources of PM 2.5 The EU urban air quality Atlas. P. Thunis, B. Degraeuwe, E. Pisoni, C. Belis, E. Peduzzi, J. Wilson and E.

Mapping the sources of PM 2.5 The EU urban air quality Atlas. P. Thunis, B. Degraeuwe, E. Pisoni, C. Belis, E. Peduzzi, J. Wilson and E. Mapping the sources of PM 2.5 The EU urban air quality Atlas P. Thunis, B. Degraeuwe, E. Pisoni, C. Belis, E. Peduzzi, J. Wilson and E. Vignati DG JRC Directorate: Energy, Transport and Climate EU Commission

More information

Characteristics of Particulate Matter Pollution in China

Characteristics of Particulate Matter Pollution in China Characteristics of Particulate Matter Pollution in China Jingkun Jiang School of Environment Tsinghua University October 19, 2014 In 2010, ambient particulate matter pollution has become the fourth leading

More information

AN AIR QUALITY FORECASTING MODELLING SYS TEM FOR NOVARA PROVINCE, NORTHERN ITALY. Novara, Italy

AN AIR QUALITY FORECASTING MODELLING SYS TEM FOR NOVARA PROVINCE, NORTHERN ITALY. Novara, Italy AN AIR QUALITY FORECASTING MODELLING SYS TEM FOR NOVARA PROVINCE, NORTHERN ITALY Tommaso Pittini 1, Maria Grazia Morselli 1, Sandro Finardi 1, Alessio D Allura 1, Edoardo Guerrini 2, Sabrina Manazza 2,

More information

Air Quality Modelling in Environmental Impact Assessment Studies of Different Sectors

Air Quality Modelling in Environmental Impact Assessment Studies of Different Sectors Air Quality Modelling in Environmental Impact Assessment Studies of Different Sectors T.V.B.P.S. Rama Krishna and S.R. Wate Environmental Impact & Risk Assessment Division CSIR National Environmental Engineering

More information

The Real Urban Emissions (TRUE) Initiative City Symposium

The Real Urban Emissions (TRUE) Initiative City Symposium The Real Urban Emissions (TRUE) Initiative City Symposium London, june 2018 Hervé Levifve City of Paris Office of Christophe Najdovski, deputy mayor in charge of mobility Paris and his region Ile-de France

More information

From Academic to Industry for Solar Resources. MINES ParisTech Lionel Menard

From Academic to Industry for Solar Resources. MINES ParisTech Lionel Menard From Academic to Industry for Solar Resources MINES ParisTech Lionel Menard Solar Resource Assessment with the Global Atlas for Renewable Energy ISES Webinar 16/06/2016 1 MINES ParisTech MINES ParisTech

More information

Air Quality Modelling Methodology

Air Quality Modelling Methodology ENVIRONMENTAL INFORMATION REPORT VOLUME 4 APPENDIX 7. 2 Air Quality Modelling Methodology Table of Contents Section Page 1 Air Quality Modelling Methodology... 1-1 1.1 Introduction... 1-1 1.2 Meteorological

More information

The Data for Model Performance Evaluation National Climate Data Center (NCDC) contains measurement data of major meteorological parameters such as

The Data for Model Performance Evaluation National Climate Data Center (NCDC) contains measurement data of major meteorological parameters such as Supplement of Atmos. Chem. Phys., 15, 2031 2049, 2015 http://www.atmos-chem-phys.net/15/2031/2015/ doi:10.5194/acp-15-2031-2015-supplement Author(s) 2015. CC Attribution 3.0 License. Supplement of Heterogeneous

More information

Estimating traffic flows and environmental effects of urban commercial supply in global city logistics decision support

Estimating traffic flows and environmental effects of urban commercial supply in global city logistics decision support Estimating traffic flows and environmental effects of urban commercial supply in global city logistics decision support Jesus Gonzalez-Feliu, Frédéric Henriot, Jean-Louis Routhier To cite this version:

More information

Seuils hydro-climatiques critiques au déclenchement de mouvements de terrain le long des côtes Normandes du Calvados

Seuils hydro-climatiques critiques au déclenchement de mouvements de terrain le long des côtes Normandes du Calvados Seuils hydro-climatiques critiques au déclenchement de mouvements de terrain le long des côtes Normandes du Calvados Candide Lissak*, Olivier Maquaire*, Jean-Philippe Malet**, Robert Davidson* *Laboratoire

More information

Challenges for a New Air Quality Directive: The Role of Monitoring and Modelling Techniques

Challenges for a New Air Quality Directive: The Role of Monitoring and Modelling Techniques European Network on New Sensing Technologies for Air Pollution Control and Environmental Sustainability - EuNetAir COST Action TD1105 INTERNATIONAL WG1-WG4 MEETING on New Sensing Technologies and Methods

More information

AIR QUALITY MODELLING OF STRATEGIC TRAFFIC DEMAND MANAGEMENT STRATEGIES

AIR QUALITY MODELLING OF STRATEGIC TRAFFIC DEMAND MANAGEMENT STRATEGIES ABSTRACT AIR QUALITY MODELLING OF STRATEGIC TRAFFIC DEMAND MANAGEMENT STRATEGIES Anil Namdeo and Margaret C Bell Institute for Transport Studies University of Leeds, Leeds LS2 9JT, UK anamdeo@its.leeds.ac.uk

More information

Building comparable synthetic health-related indicators of air quality in cities

Building comparable synthetic health-related indicators of air quality in cities Building comparable synthetic health-related indicators of air quality in cities Christina Aschan-Leygonie, Sophie Baudet-Michel To cite this version: Christina Aschan-Leygonie, Sophie Baudet-Michel. Building

More information

EPA Regional Modeling for National Rules (and Beyond) CAIR/ CAMR / BART

EPA Regional Modeling for National Rules (and Beyond) CAIR/ CAMR / BART EPA Regional Modeling for National Rules (and Beyond) CAIR/ CAMR / BART 1 Emissions & Modeling Contacts Pat Dolwick Meteorology and Episodic Ozone Modeling Brian Timin Speciated Modeled Attainment Test

More information

Multiscale modelling system for pollutant concentration predictions in urban areas

Multiscale modelling system for pollutant concentration predictions in urban areas Multiscale modelling system for pollutant concentration predictions in urban areas Stefano Bande1, Massimo Muraro1, Matteo Giorcelli2, Roberta De Maria1, Monica Clemente1, Sandro Finardi2, Maria Grazia

More information

Evaluation of numerical models used to simulate atmospheric pollution near roadways

Evaluation of numerical models used to simulate atmospheric pollution near roadways Evaluation of numerical models used to simulate atmospheric pollution near roadways Laure Malherbe, André Wroblewski, Laurent Letinois, Laurence Rouil To cite this version: Laure Malherbe, André Wroblewski,

More information

A new method to combine atmospheric reanalysis and observations to study the multi-decadal variability of the Seine river

A new method to combine atmospheric reanalysis and observations to study the multi-decadal variability of the Seine river A new method to combine atmospheric reanalysis and observations to study the multi-decadal variability of the Seine river Rémy Bonnet¹, Julien Boé¹ ¹CECI-CERFACS, Toulouse, France remy.bonnet@cerfacs.fr

More information

AIR QUALITY IN PARIS REGION

AIR QUALITY IN PARIS REGION AIR QUALITY IN PARIS REGION Summary 216 June 217 Paris regional air observatory AIRPARIF Air quality observatory in the Paris region Page 2 AIR QUALITY IN THE PARIS REGION Summary 216 June 217 This report

More information

Diesel Powered Generators for STOR & Balancing Market: NO X Modelling & Impact Assessment Guidance

Diesel Powered Generators for STOR & Balancing Market: NO X Modelling & Impact Assessment Guidance Diesel Powered Generators for STOR & Balancing Market: NO X Modelling & Impact Assessment Guidance Alun Roberts-Jones Advisor, Air Quality Modelling and Assessment Unit (AQMAU) Environment Agency 4 December

More information

The GMES Project PASODOBLE

The GMES Project PASODOBLE The GMES Project PASODOBLE Support and Development of Local and Regional Air Quality Services www.myair-eu.org Thilo Erbertseder & PASODOBLE consortium 15th EIONET Workshop Umweltbundesamt, Dessau, Germany

More information

APPLICATION OF WRF-CMAQ MODELING SYSTEM TO STUDY OF URBAN AND REGIONAL AIR POLLUTION IN BANGLADESH

APPLICATION OF WRF-CMAQ MODELING SYSTEM TO STUDY OF URBAN AND REGIONAL AIR POLLUTION IN BANGLADESH APPLICATION OF WRF-CMAQ MODELING SYSTEM TO STUDY OF URBAN AND REGIONAL AIR POLLUTION IN BANGLADESH M. A. Muntaseer Billah Ibn Azkar*, Satoru Chatani and Kengo Sudo Department of Earth and Environmental

More information

SolarKeymark-II. Large open EU market for solar thermal products. Deliverable D 15. Calculation procedures based on the EN

SolarKeymark-II. Large open EU market for solar thermal products. Deliverable D 15. Calculation procedures based on the EN SolarKeymark-II Large open EU market for solar thermal products Deliverable D 15 Calculation procedures based on the EN 15316-4.3 Dominique CACCAVELLI CSTB Project co-ordination: ESTIF 30 th, July 2007

More information

Anna Katinka Petersen et al.

Anna Katinka Petersen et al. Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2018-234-ac1, 2019 Author(s) 2019. This work is distributed under the Creative Commons Attribution 4.0 License. Interactive comment on Ensemble

More information