SlideShare a Scribd company logo
1 of 29
Pollutant Emissions and DRT Systems Towards the Integration of a Spatial Dimension in the Estimations Julie Prud’homme, Didier Josselin, JagannathAryal julie.prud-homme@etd.univ-avignon.fr UMR ESPACE – CNRS 6012 – University of Avignon
Outline Introduction  Simulation and results Conclusions 2
Introduction
Cumul des émissions 4
5
6
7
8
9
10
11
12
13
Emission Models MEET (Methodology of Emission Estimation from Transports) set up at the conclusion of an European collaboration [J.Hickmanet al. (2003)] GREEN-DRT model (Geographical Reasoning on Emission Estimation from transports based on road Network shape) adapted from MEET [J.Prud’homme (2011)] 14
Calculation of Start Emissions 15
Consideration of the Road Network in the Calculation of Emissions in Traffic 16
17
18 Calculation of Unit Emissions A fair repartition of emissions EC2= ES4/2 + ES5+ (ES1 + ES2 + ES6 )/2 Emissions in service Cumulative emissions S1 S2 S3 S4 S5 S6 Emissions without client Sections of journey Effective emissions EC1= ES3+ ES4/2 +(ES1 + ES2 + ES6 )/2
Simulations and results
Workflow of GREEN-DRT Model 20
21 Simulations
Simulations Simulation of a DRT in three different scales (different density of stops) 22 Level 1 : Britany 34 stops ; 0.0013 stop/km² Scale = 1:7500000  Level 2 : Agglomeration of Rennes 33 stops ; 0.054 stop/km² Scale = 1:800000  Level 3 : City of Rennes  79 stops ; 1.58 stop/km² Scale = 1:130000
Simulations Scalability(number of client demands) Grouping rate (deviation time allowed) Unlimited number of vehicle in fleet 50% gasoline, 50% diesel 23
Results y = 29,47x-1,298
R² = 0,7953 y = 47,559x-1,411
R² = 0,7356 Confirmation of a reduced vehicles number and emissions with the increased grouping rate 24 Grouping average in actual DRT services in Europe 1,3 2 1,3 2
Results 25 ,[object Object],[object Object]
Breaking point of efficiency,[object Object]
Conclusions DRT : a solution for an economy of pollutants and vehicle in traffic Grouping ,[object Object]
increase of distance travelled by vehicles
dependent on characteristics of the road network   « environmental » threshold 28

More Related Content

What's hot

Queuing (Transportation Engineering)
Queuing (Transportation Engineering)Queuing (Transportation Engineering)
Queuing (Transportation Engineering)Hossam Shafiq I
 
Sean Beevers DMUG 2014
Sean Beevers DMUG 2014 Sean Beevers DMUG 2014
Sean Beevers DMUG 2014 IES / IAQM
 
Roger Barrowcliff - Chairman's introduction to vehicle section - DMUG17
Roger Barrowcliff - Chairman's introduction to vehicle section - DMUG17Roger Barrowcliff - Chairman's introduction to vehicle section - DMUG17
Roger Barrowcliff - Chairman's introduction to vehicle section - DMUG17IES / IAQM
 
Dr James Tate - Better estimation of vehicle emissions for modelling - DMUG17
Dr James Tate - Better estimation of vehicle emissions for modelling - DMUG17Dr James Tate - Better estimation of vehicle emissions for modelling - DMUG17
Dr James Tate - Better estimation of vehicle emissions for modelling - DMUG17IES / IAQM
 
Dr Glyn Rhys-Tyler - Road vehicle exhaust emissions; 'an age of uncertainty' ...
Dr Glyn Rhys-Tyler - Road vehicle exhaust emissions; 'an age of uncertainty' ...Dr Glyn Rhys-Tyler - Road vehicle exhaust emissions; 'an age of uncertainty' ...
Dr Glyn Rhys-Tyler - Road vehicle exhaust emissions; 'an age of uncertainty' ...IES / IAQM
 
Mapping vehicle emissions through streets and intersections application of ...
Mapping vehicle emissions through streets and intersections   application of ...Mapping vehicle emissions through streets and intersections   application of ...
Mapping vehicle emissions through streets and intersections application of ...Institute for Transport Studies (ITS)
 
Emma Gibbons - Model uncertainty in the assessment of major infrastructure pr...
Emma Gibbons - Model uncertainty in the assessment of major infrastructure pr...Emma Gibbons - Model uncertainty in the assessment of major infrastructure pr...
Emma Gibbons - Model uncertainty in the assessment of major infrastructure pr...IES / IAQM
 
Marc stettler modelling of instantaneous vehicle emissions - dmug17
Marc stettler   modelling of instantaneous vehicle emissions - dmug17Marc stettler   modelling of instantaneous vehicle emissions - dmug17
Marc stettler modelling of instantaneous vehicle emissions - dmug17IES / IAQM
 
Energy and Environment Laboratory, RCE Curitiba Parana, Brazil
Energy and Environment Laboratory, RCE Curitiba Parana, BrazilEnergy and Environment Laboratory, RCE Curitiba Parana, Brazil
Energy and Environment Laboratory, RCE Curitiba Parana, BrazilHanna Stahlberg
 
Critical issues in estimating human exposure to traffic related air pollution...
Critical issues in estimating human exposure to traffic related air pollution...Critical issues in estimating human exposure to traffic related air pollution...
Critical issues in estimating human exposure to traffic related air pollution...Institute for Transport Studies (ITS)
 
GreenSwirl: Combining Traffic Signal Control and Route Guidance for Reducing ...
GreenSwirl: Combining Traffic Signal Control and Route Guidance for Reducing ...GreenSwirl: Combining Traffic Signal Control and Route Guidance for Reducing ...
GreenSwirl: Combining Traffic Signal Control and Route Guidance for Reducing ...Naoki Shibata
 
Transportation Planning & Travel Demand Forecasting (Transportation Engineering)
Transportation Planning & Travel Demand Forecasting (Transportation Engineering)Transportation Planning & Travel Demand Forecasting (Transportation Engineering)
Transportation Planning & Travel Demand Forecasting (Transportation Engineering)Hossam Shafiq I
 
Influence of tradable credits on travel demand and vehicle emissions
Influence of tradable credits on travel demand and vehicle emissionsInfluence of tradable credits on travel demand and vehicle emissions
Influence of tradable credits on travel demand and vehicle emissionsInstitute for Transport Studies (ITS)
 
Eval-PDU: urban traffic and its environmental impacts modelling to assess Urb...
Eval-PDU: urban traffic and its environmental impacts modelling to assess Urb...Eval-PDU: urban traffic and its environmental impacts modelling to assess Urb...
Eval-PDU: urban traffic and its environmental impacts modelling to assess Urb...Laurent Fouillé
 

What's hot (20)

Queuing (Transportation Engineering)
Queuing (Transportation Engineering)Queuing (Transportation Engineering)
Queuing (Transportation Engineering)
 
Sean Beevers DMUG 2014
Sean Beevers DMUG 2014 Sean Beevers DMUG 2014
Sean Beevers DMUG 2014
 
4. CombinedAssessment
4. CombinedAssessment4. CombinedAssessment
4. CombinedAssessment
 
Roger Barrowcliff - Chairman's introduction to vehicle section - DMUG17
Roger Barrowcliff - Chairman's introduction to vehicle section - DMUG17Roger Barrowcliff - Chairman's introduction to vehicle section - DMUG17
Roger Barrowcliff - Chairman's introduction to vehicle section - DMUG17
 
Dr James Tate - Better estimation of vehicle emissions for modelling - DMUG17
Dr James Tate - Better estimation of vehicle emissions for modelling - DMUG17Dr James Tate - Better estimation of vehicle emissions for modelling - DMUG17
Dr James Tate - Better estimation of vehicle emissions for modelling - DMUG17
 
Dr Glyn Rhys-Tyler - Road vehicle exhaust emissions; 'an age of uncertainty' ...
Dr Glyn Rhys-Tyler - Road vehicle exhaust emissions; 'an age of uncertainty' ...Dr Glyn Rhys-Tyler - Road vehicle exhaust emissions; 'an age of uncertainty' ...
Dr Glyn Rhys-Tyler - Road vehicle exhaust emissions; 'an age of uncertainty' ...
 
Mapping vehicle emissions through streets and intersections application of ...
Mapping vehicle emissions through streets and intersections   application of ...Mapping vehicle emissions through streets and intersections   application of ...
Mapping vehicle emissions through streets and intersections application of ...
 
muhsina
muhsinamuhsina
muhsina
 
Emma Gibbons - Model uncertainty in the assessment of major infrastructure pr...
Emma Gibbons - Model uncertainty in the assessment of major infrastructure pr...Emma Gibbons - Model uncertainty in the assessment of major infrastructure pr...
Emma Gibbons - Model uncertainty in the assessment of major infrastructure pr...
 
Marc stettler modelling of instantaneous vehicle emissions - dmug17
Marc stettler   modelling of instantaneous vehicle emissions - dmug17Marc stettler   modelling of instantaneous vehicle emissions - dmug17
Marc stettler modelling of instantaneous vehicle emissions - dmug17
 
Traffic flow model
Traffic flow modelTraffic flow model
Traffic flow model
 
Edward Robson
Edward RobsonEdward Robson
Edward Robson
 
Session 38 Xiaoliang Ma
Session 38 Xiaoliang MaSession 38 Xiaoliang Ma
Session 38 Xiaoliang Ma
 
Energy and Environment Laboratory, RCE Curitiba Parana, Brazil
Energy and Environment Laboratory, RCE Curitiba Parana, BrazilEnergy and Environment Laboratory, RCE Curitiba Parana, Brazil
Energy and Environment Laboratory, RCE Curitiba Parana, Brazil
 
Critical issues in estimating human exposure to traffic related air pollution...
Critical issues in estimating human exposure to traffic related air pollution...Critical issues in estimating human exposure to traffic related air pollution...
Critical issues in estimating human exposure to traffic related air pollution...
 
How can modelling help resolve transport challenges?
How can modelling help resolve transport challenges?How can modelling help resolve transport challenges?
How can modelling help resolve transport challenges?
 
GreenSwirl: Combining Traffic Signal Control and Route Guidance for Reducing ...
GreenSwirl: Combining Traffic Signal Control and Route Guidance for Reducing ...GreenSwirl: Combining Traffic Signal Control and Route Guidance for Reducing ...
GreenSwirl: Combining Traffic Signal Control and Route Guidance for Reducing ...
 
Transportation Planning & Travel Demand Forecasting (Transportation Engineering)
Transportation Planning & Travel Demand Forecasting (Transportation Engineering)Transportation Planning & Travel Demand Forecasting (Transportation Engineering)
Transportation Planning & Travel Demand Forecasting (Transportation Engineering)
 
Influence of tradable credits on travel demand and vehicle emissions
Influence of tradable credits on travel demand and vehicle emissionsInfluence of tradable credits on travel demand and vehicle emissions
Influence of tradable credits on travel demand and vehicle emissions
 
Eval-PDU: urban traffic and its environmental impacts modelling to assess Urb...
Eval-PDU: urban traffic and its environmental impacts modelling to assess Urb...Eval-PDU: urban traffic and its environmental impacts modelling to assess Urb...
Eval-PDU: urban traffic and its environmental impacts modelling to assess Urb...
 

Viewers also liked

Yingxu Wang Towards the Next Generation of Cognitive Computers: Knowledge v...
Yingxu Wang   Towards the Next Generation of Cognitive Computers: Knowledge v...Yingxu Wang   Towards the Next Generation of Cognitive Computers: Knowledge v...
Yingxu Wang Towards the Next Generation of Cognitive Computers: Knowledge v...Beniamino Murgante
 
View - and Scale-Based Progressive Transmission of Vector Data
View - and Scale-Based Progressive Transmission of Vector DataView - and Scale-Based Progressive Transmission of Vector Data
View - and Scale-Based Progressive Transmission of Vector DataBeniamino Murgante
 
Modelling Proximal Space in Urban Cellular Automata
Modelling Proximal Space in Urban Cellular AutomataModelling Proximal Space in Urban Cellular Automata
Modelling Proximal Space in Urban Cellular AutomataBeniamino Murgante
 
Evolving Future Information Systems: Challenges, Perspectives and Applications
Evolving Future Information Systems: Challenges, Perspectives and ApplicationsEvolving Future Information Systems: Challenges, Perspectives and Applications
Evolving Future Information Systems: Challenges, Perspectives and ApplicationsBeniamino Murgante
 
An Adaptive Neural Network-Based Method for Tile Replacement in a Web Map Cache
An Adaptive Neural Network-Based Method for Tile Replacement in a Web Map CacheAn Adaptive Neural Network-Based Method for Tile Replacement in a Web Map Cache
An Adaptive Neural Network-Based Method for Tile Replacement in a Web Map CacheBeniamino Murgante
 
Improvement of Spatial Data Quality Using the Data Conflation
Improvement of Spatial Data Quality Using the Data ConflationImprovement of Spatial Data Quality Using the Data Conflation
Improvement of Spatial Data Quality Using the Data ConflationBeniamino Murgante
 
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...Beniamino Murgante
 
Hierarchical clustering through spatial interaction data. The case of commuti...
Hierarchical clustering through spatial interaction data. The case of commuti...Hierarchical clustering through spatial interaction data. The case of commuti...
Hierarchical clustering through spatial interaction data. The case of commuti...Beniamino Murgante
 

Viewers also liked (9)

Yingxu Wang Towards the Next Generation of Cognitive Computers: Knowledge v...
Yingxu Wang   Towards the Next Generation of Cognitive Computers: Knowledge v...Yingxu Wang   Towards the Next Generation of Cognitive Computers: Knowledge v...
Yingxu Wang Towards the Next Generation of Cognitive Computers: Knowledge v...
 
View - and Scale-Based Progressive Transmission of Vector Data
View - and Scale-Based Progressive Transmission of Vector DataView - and Scale-Based Progressive Transmission of Vector Data
View - and Scale-Based Progressive Transmission of Vector Data
 
Murgante susplan
Murgante susplanMurgante susplan
Murgante susplan
 
Modelling Proximal Space in Urban Cellular Automata
Modelling Proximal Space in Urban Cellular AutomataModelling Proximal Space in Urban Cellular Automata
Modelling Proximal Space in Urban Cellular Automata
 
Evolving Future Information Systems: Challenges, Perspectives and Applications
Evolving Future Information Systems: Challenges, Perspectives and ApplicationsEvolving Future Information Systems: Challenges, Perspectives and Applications
Evolving Future Information Systems: Challenges, Perspectives and Applications
 
An Adaptive Neural Network-Based Method for Tile Replacement in a Web Map Cache
An Adaptive Neural Network-Based Method for Tile Replacement in a Web Map CacheAn Adaptive Neural Network-Based Method for Tile Replacement in a Web Map Cache
An Adaptive Neural Network-Based Method for Tile Replacement in a Web Map Cache
 
Improvement of Spatial Data Quality Using the Data Conflation
Improvement of Spatial Data Quality Using the Data ConflationImprovement of Spatial Data Quality Using the Data Conflation
Improvement of Spatial Data Quality Using the Data Conflation
 
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
Accessibility Analysis and Modeling in Public Transport Networks - A Raster b...
 
Hierarchical clustering through spatial interaction data. The case of commuti...
Hierarchical clustering through spatial interaction data. The case of commuti...Hierarchical clustering through spatial interaction data. The case of commuti...
Hierarchical clustering through spatial interaction data. The case of commuti...
 

Similar to Quantitative Analysis of Pollutant Emissions in the Context of Demand Responsive Transport

Hk icth2016 14th_june2016_htw_website version
Hk icth2016 14th_june2016_htw_website versionHk icth2016 14th_june2016_htw_website version
Hk icth2016 14th_june2016_htw_website versionHaneen Khreis
 
6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signalDr, Madhava Madireddy
 
Analysis and Evaluation of Road Pricing Benefits and Costs
Analysis and Evaluation of Road Pricing Benefits and CostsAnalysis and Evaluation of Road Pricing Benefits and Costs
Analysis and Evaluation of Road Pricing Benefits and CostsAndre Dantas
 
European Air Quality Experience: Example Berlin, Germany by Martin Lutz
European Air Quality Experience: Example Berlin, Germany  by Martin LutzEuropean Air Quality Experience: Example Berlin, Germany  by Martin Lutz
European Air Quality Experience: Example Berlin, Germany by Martin LutzMedi Ambient. Generalitat de Catalunya
 
Ermes-group presentation
Ermes-group presentationErmes-group presentation
Ermes-group presentationermes-group
 
[English]sae convergence2010 final2
[English]sae convergence2010 final2[English]sae convergence2010 final2
[English]sae convergence2010 final2Tsuguo Nobe
 
Modelling Motorway Emissions v2
Modelling Motorway Emissions v2Modelling Motorway Emissions v2
Modelling Motorway Emissions v2Mark Chapman
 
[English]sae convergence2010 final2
[English]sae convergence2010 final2[English]sae convergence2010 final2
[English]sae convergence2010 final2Tsuguo Nobe
 
COORDINATION OF ACTUATED SIGNALS FOR A CORRIDOR
COORDINATION OF ACTUATED SIGNALS FOR A CORRIDORCOORDINATION OF ACTUATED SIGNALS FOR A CORRIDOR
COORDINATION OF ACTUATED SIGNALS FOR A CORRIDORRakesh Venkateswaran
 
ChengDu University Invited Conference
ChengDu University Invited Conference ChengDu University Invited Conference
ChengDu University Invited Conference Olivier Orfila
 
DYNAMIC TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING CO2EMISSIONS EMPLOYING ETC ...
DYNAMIC TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING CO2EMISSIONS EMPLOYING ETC ...DYNAMIC TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING CO2EMISSIONS EMPLOYING ETC ...
DYNAMIC TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING CO2EMISSIONS EMPLOYING ETC ...ijmpict
 
Wctr2016 innovation grantpaper_its_webpage
Wctr2016 innovation grantpaper_its_webpageWctr2016 innovation grantpaper_its_webpage
Wctr2016 innovation grantpaper_its_webpageHaneen Khreis
 
ETC ASSISTED TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING VEHICLES’ CO2 EMISSIONS
ETC ASSISTED TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING VEHICLES’ CO2 EMISSIONSETC ASSISTED TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING VEHICLES’ CO2 EMISSIONS
ETC ASSISTED TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING VEHICLES’ CO2 EMISSIONSIJMIT JOURNAL
 
Etc assisted traffic light control scheme for reducing vehicles co2 emissions
Etc assisted traffic light control scheme for reducing vehicles co2 emissionsEtc assisted traffic light control scheme for reducing vehicles co2 emissions
Etc assisted traffic light control scheme for reducing vehicles co2 emissionsIJMIT JOURNAL
 
Effects of Errors on Vehicle Emission Rates from Portable Emissions Measure...
  Effects of Errors on Vehicle Emission Rates from Portable Emissions Measure...  Effects of Errors on Vehicle Emission Rates from Portable Emissions Measure...
Effects of Errors on Vehicle Emission Rates from Portable Emissions Measure...Gurdas Sandhu
 

Similar to Quantitative Analysis of Pollutant Emissions in the Context of Demand Responsive Transport (20)

Hk icth2016 14th_june2016_htw_website version
Hk icth2016 14th_june2016_htw_website versionHk icth2016 14th_june2016_htw_website version
Hk icth2016 14th_june2016_htw_website version
 
6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal6. Assessment of impact of speed limit reduction and traffic signal
6. Assessment of impact of speed limit reduction and traffic signal
 
Analysis and Evaluation of Road Pricing Benefits and Costs
Analysis and Evaluation of Road Pricing Benefits and CostsAnalysis and Evaluation of Road Pricing Benefits and Costs
Analysis and Evaluation of Road Pricing Benefits and Costs
 
How to Measure the Impact of Transport Interventions - Maria Cordeiro
How to Measure the Impact  of Transport Interventions - Maria CordeiroHow to Measure the Impact  of Transport Interventions - Maria Cordeiro
How to Measure the Impact of Transport Interventions - Maria Cordeiro
 
How to Measure the Impact of Transport Interventions - Maria Cordeiro
How to Measure the Impact  of Transport Interventions - Maria CordeiroHow to Measure the Impact  of Transport Interventions - Maria Cordeiro
How to Measure the Impact of Transport Interventions - Maria Cordeiro
 
European Air Quality Experience: Example Berlin, Germany by Martin Lutz
European Air Quality Experience: Example Berlin, Germany  by Martin LutzEuropean Air Quality Experience: Example Berlin, Germany  by Martin Lutz
European Air Quality Experience: Example Berlin, Germany by Martin Lutz
 
Ermes-group presentation
Ermes-group presentationErmes-group presentation
Ermes-group presentation
 
[English]sae convergence2010 final2
[English]sae convergence2010 final2[English]sae convergence2010 final2
[English]sae convergence2010 final2
 
Modelling Motorway Emissions v2
Modelling Motorway Emissions v2Modelling Motorway Emissions v2
Modelling Motorway Emissions v2
 
zegeye2009.pdf
zegeye2009.pdfzegeye2009.pdf
zegeye2009.pdf
 
Sustainable transport - will it ever really count?
Sustainable transport - will it ever really count?Sustainable transport - will it ever really count?
Sustainable transport - will it ever really count?
 
[English]sae convergence2010 final2
[English]sae convergence2010 final2[English]sae convergence2010 final2
[English]sae convergence2010 final2
 
COORDINATION OF ACTUATED SIGNALS FOR A CORRIDOR
COORDINATION OF ACTUATED SIGNALS FOR A CORRIDORCOORDINATION OF ACTUATED SIGNALS FOR A CORRIDOR
COORDINATION OF ACTUATED SIGNALS FOR A CORRIDOR
 
ChengDu University Invited Conference
ChengDu University Invited Conference ChengDu University Invited Conference
ChengDu University Invited Conference
 
DYNAMIC TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING CO2EMISSIONS EMPLOYING ETC ...
DYNAMIC TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING CO2EMISSIONS EMPLOYING ETC ...DYNAMIC TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING CO2EMISSIONS EMPLOYING ETC ...
DYNAMIC TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING CO2EMISSIONS EMPLOYING ETC ...
 
2.2. mathew ledbury
2.2. mathew ledbury2.2. mathew ledbury
2.2. mathew ledbury
 
Wctr2016 innovation grantpaper_its_webpage
Wctr2016 innovation grantpaper_its_webpageWctr2016 innovation grantpaper_its_webpage
Wctr2016 innovation grantpaper_its_webpage
 
ETC ASSISTED TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING VEHICLES’ CO2 EMISSIONS
ETC ASSISTED TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING VEHICLES’ CO2 EMISSIONSETC ASSISTED TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING VEHICLES’ CO2 EMISSIONS
ETC ASSISTED TRAFFIC LIGHT CONTROL SCHEME FOR REDUCING VEHICLES’ CO2 EMISSIONS
 
Etc assisted traffic light control scheme for reducing vehicles co2 emissions
Etc assisted traffic light control scheme for reducing vehicles co2 emissionsEtc assisted traffic light control scheme for reducing vehicles co2 emissions
Etc assisted traffic light control scheme for reducing vehicles co2 emissions
 
Effects of Errors on Vehicle Emission Rates from Portable Emissions Measure...
  Effects of Errors on Vehicle Emission Rates from Portable Emissions Measure...  Effects of Errors on Vehicle Emission Rates from Portable Emissions Measure...
Effects of Errors on Vehicle Emission Rates from Portable Emissions Measure...
 

More from Beniamino Murgante

Analyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesAnalyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesBeniamino Murgante
 
Smart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesSmart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesBeniamino Murgante
 
The evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesThe evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesBeniamino Murgante
 
Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Beniamino Murgante
 
Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Beniamino Murgante
 
Involving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityInvolving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityBeniamino Murgante
 
Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Beniamino Murgante
 
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...Beniamino Murgante
 
Presentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triestePresentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triesteBeniamino Murgante
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...Beniamino Murgante
 
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...Beniamino Murgante
 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Beniamino Murgante
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...Beniamino Murgante
 
Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Beniamino Murgante
 
Planning and Smartness: the true challenge
Planning and Smartness: the true challengePlanning and Smartness: the true challenge
Planning and Smartness: the true challengeBeniamino Murgante
 
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...Beniamino Murgante
 
Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Beniamino Murgante
 
Tecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessTecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessBeniamino Murgante
 

More from Beniamino Murgante (20)

Analyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesAnalyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable cities
 
Smart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesSmart Cities: New Science for the Cities
Smart Cities: New Science for the Cities
 
The evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesThe evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processes
 
Smart City or Urban Science?
Smart City or Urban Science?Smart City or Urban Science?
Smart City or Urban Science?
 
Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...
 
Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...
 
Involving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityInvolving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing Walkability
 
Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg
 
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
 
Presentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triestePresentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of trieste
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
 
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
 
Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...
 
Planning and Smartness: the true challenge
Planning and Smartness: the true challengePlanning and Smartness: the true challenge
Planning and Smartness: the true challenge
 
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
 
Murgante smart energy
Murgante smart energyMurgante smart energy
Murgante smart energy
 
Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness
 
Tecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessTecnologie, Territorio, Smartness
Tecnologie, Territorio, Smartness
 

Recently uploaded

Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxnull - The Open Security Community
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsAndrey Dotsenko
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024BookNet Canada
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsPrecisely
 

Recently uploaded (20)

E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
The transition to renewables in India.pdf
The transition to renewables in India.pdfThe transition to renewables in India.pdf
The transition to renewables in India.pdf
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power Systems
 
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort ServiceHot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
 

Quantitative Analysis of Pollutant Emissions in the Context of Demand Responsive Transport

  • 1. Pollutant Emissions and DRT Systems Towards the Integration of a Spatial Dimension in the Estimations Julie Prud’homme, Didier Josselin, JagannathAryal julie.prud-homme@etd.univ-avignon.fr UMR ESPACE – CNRS 6012 – University of Avignon
  • 2. Outline Introduction Simulation and results Conclusions 2
  • 5. 5
  • 6. 6
  • 7. 7
  • 8. 8
  • 9. 9
  • 10. 10
  • 11. 11
  • 12. 12
  • 13. 13
  • 14. Emission Models MEET (Methodology of Emission Estimation from Transports) set up at the conclusion of an European collaboration [J.Hickmanet al. (2003)] GREEN-DRT model (Geographical Reasoning on Emission Estimation from transports based on road Network shape) adapted from MEET [J.Prud’homme (2011)] 14
  • 15. Calculation of Start Emissions 15
  • 16. Consideration of the Road Network in the Calculation of Emissions in Traffic 16
  • 17. 17
  • 18. 18 Calculation of Unit Emissions A fair repartition of emissions EC2= ES4/2 + ES5+ (ES1 + ES2 + ES6 )/2 Emissions in service Cumulative emissions S1 S2 S3 S4 S5 S6 Emissions without client Sections of journey Effective emissions EC1= ES3+ ES4/2 +(ES1 + ES2 + ES6 )/2
  • 22. Simulations Simulation of a DRT in three different scales (different density of stops) 22 Level 1 : Britany 34 stops ; 0.0013 stop/km² Scale = 1:7500000 Level 2 : Agglomeration of Rennes 33 stops ; 0.054 stop/km² Scale = 1:800000 Level 3 : City of Rennes 79 stops ; 1.58 stop/km² Scale = 1:130000
  • 23. Simulations Scalability(number of client demands) Grouping rate (deviation time allowed) Unlimited number of vehicle in fleet 50% gasoline, 50% diesel 23
  • 24. Results y = 29,47x-1,298 R² = 0,7953 y = 47,559x-1,411 R² = 0,7356 Confirmation of a reduced vehicles number and emissions with the increased grouping rate 24 Grouping average in actual DRT services in Europe 1,3 2 1,3 2
  • 25.
  • 26.
  • 27.
  • 28. increase of distance travelled by vehicles
  • 29. dependent on characteristics of the road network « environmental » threshold 28
  • 30. Pollutant Emissions and DRT Systems Towards the Integration of a Spatial Dimension in the Estimations Julie Prud’homme, Didier Josselin, JagannathAryal julie.prud-homme@etd.univ-avignon.fr UMR ESPACE – CNRS 6012 – University of Avignon