SlideShare une entreprise Scribd logo
Universidade de São Paulo 
Instituto de Astronomia, Geofísica e Ciências Atmosféricas 
Air pollution modeling in the Estado de São Paulo 
using a bottom-up emissions inventory 
Orientadora: Rita Yuri Ynoue 
Aluno: Sergio Ibarra Espinosa 
2/10/14
1 Background 
 Expanded Area: Sao Paulo, 
Campinas, Santos and more
1 Background 
E=FE∗VF∗TV∗L 
Activity Level
Top-Down 
Where are the 
cars?
But in reality...
Bottom-up 
Dynamics of 
vehicular flux 
should be 
incorporated to 
emissions models
1 Background 
E=FE∗VF∗TV∗L 
Activity Level
Road 
Network 
Activity 
Vehicular 
flow 
Vehicular 
Technology 
Standards 
Municipality 
Street 
Models 
Traffic Counts 
Regression 
and Traffic 
Simulations 
Statistical Evaluation 
IAG 
HBEFA 
Emissions 
Estimation 
Vehicular 
flow 
Copert 4 
CETESB 
WRF 
Chem 
24 hours 
profile 
Meteorology 
Emissions 
Street-hour
Metodos 
206 points for 
counting 
Regressions: 
●Distribution Poisson 
●Zero Inflated 
Negative Binomial 
●Normal
Model 
βo: intercept; β1: estimate; TR: Type of Street; ε: Error 
0 5 10 15 20 25 30 
2.5 
2 
1.5 
1 
0.5 
0 
Distribuição normalizada 800:900 segunda São Paulo 
RM São Paulo 
seg 
ter 
qua 
qui 
sex 
sab 
dom 
0 5 10 15 20 25 30 
3 
2.5 
2 
1.5 
1 
0.5 
0 
Distribuição normalizada 800:900 segunda São Paulo 
RM Campinas 
seg 
ter 
qua 
qui 
sex 
sab 
do 
m
RMSP RMC RML RMS RMSP RMC RML RMS Santiago AMBA 
IAG CETESB DICTUC D'Angiola 
1400000 
1200000 
1000000 
800000 
600000 
400000 
200000 
0 
Emissions inventories (t/y) 
CO (t/a) Nox (t/a) COV (t/a)

Contenu connexe

Tendances

Tendances (17)

CDG - Paris Charles De Gaulle Airport
CDG - Paris Charles De Gaulle AirportCDG - Paris Charles De Gaulle Airport
CDG - Paris Charles De Gaulle Airport
 
Macroscopic Fundamental Diagram using Traffic Simulation and Control (AIMSUN ...
Macroscopic Fundamental Diagram using Traffic Simulation and Control (AIMSUN ...Macroscopic Fundamental Diagram using Traffic Simulation and Control (AIMSUN ...
Macroscopic Fundamental Diagram using Traffic Simulation and Control (AIMSUN ...
 
Traffic state estimation with multi-sensor data for large networks with macro...
Traffic state estimation with multi-sensor data for large networks with macro...Traffic state estimation with multi-sensor data for large networks with macro...
Traffic state estimation with multi-sensor data for large networks with macro...
 
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' ...
 
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
 
“How QuantCube Technology uses alternative data to create macroeconomic, fina...
“How QuantCube Technology uses alternative data to create macroeconomic, fina...“How QuantCube Technology uses alternative data to create macroeconomic, fina...
“How QuantCube Technology uses alternative data to create macroeconomic, fina...
 
Ch8 ror of_multiple_alternatives_rev1
Ch8 ror of_multiple_alternatives_rev1Ch8 ror of_multiple_alternatives_rev1
Ch8 ror of_multiple_alternatives_rev1
 
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
 
OWF14 - Plenary Session : Christian Quest, President, Open Street Map & "BANO...
OWF14 - Plenary Session : Christian Quest, President, Open Street Map & "BANO...OWF14 - Plenary Session : Christian Quest, President, Open Street Map & "BANO...
OWF14 - Plenary Session : Christian Quest, President, Open Street Map & "BANO...
 
(Case Study) City of Saguenay - Civil Security
(Case Study) City of Saguenay - Civil Security(Case Study) City of Saguenay - Civil Security
(Case Study) City of Saguenay - Civil Security
 
Traffic Detection Systems (Transportation Engineering)
Traffic Detection Systems (Transportation Engineering)Traffic Detection Systems (Transportation Engineering)
Traffic Detection Systems (Transportation Engineering)
 
Spillover dynamics for sistemic risk measurement using spatial financial time...
Spillover dynamics for sistemic risk measurement using spatial financial time...Spillover dynamics for sistemic risk measurement using spatial financial time...
Spillover dynamics for sistemic risk measurement using spatial financial time...
 
Tugasan 9: PISAH RAGAMAN
Tugasan 9: PISAH RAGAMANTugasan 9: PISAH RAGAMAN
Tugasan 9: PISAH RAGAMAN
 
Combat cmems ga_se_h2020_slider
Combat cmems ga_se_h2020_sliderCombat cmems ga_se_h2020_slider
Combat cmems ga_se_h2020_slider
 
Tugasan 9 Pisah Ragaman (A168202)
Tugasan 9 Pisah Ragaman (A168202)Tugasan 9 Pisah Ragaman (A168202)
Tugasan 9 Pisah Ragaman (A168202)
 
Tugasan pisah ragaman (a168892)
Tugasan pisah ragaman (a168892)Tugasan pisah ragaman (a168892)
Tugasan pisah ragaman (a168892)
 
Mapping Santa Catarina, Brazil with SPOT 5 HRS and HRG by ENGEMAP
Mapping Santa Catarina, Brazil with SPOT 5 HRS and HRG by ENGEMAPMapping Santa Catarina, Brazil with SPOT 5 HRS and HRG by ENGEMAP
Mapping Santa Catarina, Brazil with SPOT 5 HRS and HRG by ENGEMAP
 

Similaire à Emissions Inventories for SP (Brasseur) ODP

Presentation from Ahmed Benmimoun at parallel session on FOTs
Presentation from Ahmed Benmimoun at parallel session on  FOTsPresentation from Ahmed Benmimoun at parallel session on  FOTs
Presentation from Ahmed Benmimoun at parallel session on FOTs
euroFOT
 

Similaire à Emissions Inventories for SP (Brasseur) ODP (12)

A city to national-scale inverse modeling system to assess the potential of s...
A city to national-scale inverse modeling system to assess the potential of s...A city to national-scale inverse modeling system to assess the potential of s...
A city to national-scale inverse modeling system to assess the potential of s...
 
CAMS GA Regional Performance
CAMS GA Regional Performance CAMS GA Regional Performance
CAMS GA Regional Performance
 
CPANSLUNCH-TALK
CPANSLUNCH-TALKCPANSLUNCH-TALK
CPANSLUNCH-TALK
 
What You See is What You Get: In-use Measurement of Vehicle Activity, Emissio...
What You See is What You Get: In-use Measurement of Vehicle Activity, Emissio...What You See is What You Get: In-use Measurement of Vehicle Activity, Emissio...
What You See is What You Get: In-use Measurement of Vehicle Activity, Emissio...
 
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 ...
 
CAMS GA Emissions
CAMS GA EmissionsCAMS GA Emissions
CAMS GA Emissions
 
Spatiotemporal modeling of personal exposure to particulate matter
Spatiotemporal modeling of personal exposure to particulate matterSpatiotemporal modeling of personal exposure to particulate matter
Spatiotemporal modeling of personal exposure to particulate matter
 
Presentation from Ahmed Benmimoun at parallel session on FOTs
Presentation from Ahmed Benmimoun at parallel session on  FOTsPresentation from Ahmed Benmimoun at parallel session on  FOTs
Presentation from Ahmed Benmimoun at parallel session on FOTs
 
A strategy for estimating the components of the carbon and water budgets for ...
A strategy for estimating the components of the carbon and water budgets for ...A strategy for estimating the components of the carbon and water budgets for ...
A strategy for estimating the components of the carbon and water budgets for ...
 
5. Microsimulation of Traffic
5. Microsimulation of Traffic5. Microsimulation of Traffic
5. Microsimulation of Traffic
 
Bridging the Gaps Final Event: Statistical calibration of CFD simulations in ...
Bridging the Gaps Final Event: Statistical calibration of CFD simulations in ...Bridging the Gaps Final Event: Statistical calibration of CFD simulations in ...
Bridging the Gaps Final Event: Statistical calibration of CFD simulations in ...
 
wang2009.pdf
wang2009.pdfwang2009.pdf
wang2009.pdf
 

Dernier

Gliese 12 b: A Temperate Earth-sized Planet at 12 pc Ideal for Atmospheric Tr...
Gliese 12 b: A Temperate Earth-sized Planet at 12 pc Ideal for Atmospheric Tr...Gliese 12 b: A Temperate Earth-sized Planet at 12 pc Ideal for Atmospheric Tr...
Gliese 12 b: A Temperate Earth-sized Planet at 12 pc Ideal for Atmospheric Tr...
Sérgio Sacani
 
Detectability of Solar Panels as a Technosignature
Detectability of Solar Panels as a TechnosignatureDetectability of Solar Panels as a Technosignature
Detectability of Solar Panels as a Technosignature
Sérgio Sacani
 
Jet reorientation in central galaxies of clusters and groups: insights from V...
Jet reorientation in central galaxies of clusters and groups: insights from V...Jet reorientation in central galaxies of clusters and groups: insights from V...
Jet reorientation in central galaxies of clusters and groups: insights from V...
Sérgio Sacani
 
The importance of continents, oceans and plate tectonics for the evolution of...
The importance of continents, oceans and plate tectonics for the evolution of...The importance of continents, oceans and plate tectonics for the evolution of...
The importance of continents, oceans and plate tectonics for the evolution of...
Sérgio Sacani
 
Isolation of AMF by wet sieving and decantation method pptx
Isolation of AMF by wet sieving and decantation method pptxIsolation of AMF by wet sieving and decantation method pptx
Isolation of AMF by wet sieving and decantation method pptx
GOWTHAMIM22
 
Pests of Green Manures_Bionomics_IPM_Dr.UPR.pdf
Pests of Green Manures_Bionomics_IPM_Dr.UPR.pdfPests of Green Manures_Bionomics_IPM_Dr.UPR.pdf
Pests of Green Manures_Bionomics_IPM_Dr.UPR.pdf
PirithiRaju
 

Dernier (20)

PLANT DISEASE MANAGEMENT PRINCIPLES AND ITS IMPORTANCE
PLANT DISEASE MANAGEMENT PRINCIPLES AND ITS IMPORTANCEPLANT DISEASE MANAGEMENT PRINCIPLES AND ITS IMPORTANCE
PLANT DISEASE MANAGEMENT PRINCIPLES AND ITS IMPORTANCE
 
Microbial bio Synthesis of nanoparticles.pptx
Microbial bio Synthesis of nanoparticles.pptxMicrobial bio Synthesis of nanoparticles.pptx
Microbial bio Synthesis of nanoparticles.pptx
 
Hemoglobin metabolism: C Kalyan & E. Muralinath
Hemoglobin metabolism: C Kalyan & E. MuralinathHemoglobin metabolism: C Kalyan & E. Muralinath
Hemoglobin metabolism: C Kalyan & E. Muralinath
 
A Giant Impact Origin for the First Subduction on Earth
A Giant Impact Origin for the First Subduction on EarthA Giant Impact Origin for the First Subduction on Earth
A Giant Impact Origin for the First Subduction on Earth
 
Gliese 12 b: A Temperate Earth-sized Planet at 12 pc Ideal for Atmospheric Tr...
Gliese 12 b: A Temperate Earth-sized Planet at 12 pc Ideal for Atmospheric Tr...Gliese 12 b: A Temperate Earth-sized Planet at 12 pc Ideal for Atmospheric Tr...
Gliese 12 b: A Temperate Earth-sized Planet at 12 pc Ideal for Atmospheric Tr...
 
GBSN - Biochemistry (Unit 4) Chemistry of Carbohydrates
GBSN - Biochemistry (Unit 4) Chemistry of CarbohydratesGBSN - Biochemistry (Unit 4) Chemistry of Carbohydrates
GBSN - Biochemistry (Unit 4) Chemistry of Carbohydrates
 
GBSN - Microbiology (Lab 2) Compound Microscope
GBSN - Microbiology (Lab 2) Compound MicroscopeGBSN - Microbiology (Lab 2) Compound Microscope
GBSN - Microbiology (Lab 2) Compound Microscope
 
Detectability of Solar Panels as a Technosignature
Detectability of Solar Panels as a TechnosignatureDetectability of Solar Panels as a Technosignature
Detectability of Solar Panels as a Technosignature
 
Erythropoiesis- Dr.E. Muralinath-C Kalyan
Erythropoiesis- Dr.E. Muralinath-C KalyanErythropoiesis- Dr.E. Muralinath-C Kalyan
Erythropoiesis- Dr.E. Muralinath-C Kalyan
 
Jet reorientation in central galaxies of clusters and groups: insights from V...
Jet reorientation in central galaxies of clusters and groups: insights from V...Jet reorientation in central galaxies of clusters and groups: insights from V...
Jet reorientation in central galaxies of clusters and groups: insights from V...
 
electrochemical gas sensors and their uses.pptx
electrochemical gas sensors and their uses.pptxelectrochemical gas sensors and their uses.pptx
electrochemical gas sensors and their uses.pptx
 
Tissue engineering......................pptx
Tissue engineering......................pptxTissue engineering......................pptx
Tissue engineering......................pptx
 
NuGOweek 2024 full programme - hosted by Ghent University
NuGOweek 2024 full programme - hosted by Ghent UniversityNuGOweek 2024 full programme - hosted by Ghent University
NuGOweek 2024 full programme - hosted by Ghent University
 
Gliese 12 b, a temperate Earth-sized planet at 12 parsecs discovered with TES...
Gliese 12 b, a temperate Earth-sized planet at 12 parsecs discovered with TES...Gliese 12 b, a temperate Earth-sized planet at 12 parsecs discovered with TES...
Gliese 12 b, a temperate Earth-sized planet at 12 parsecs discovered with TES...
 
Structural annotation................pptx
Structural annotation................pptxStructural annotation................pptx
Structural annotation................pptx
 
The importance of continents, oceans and plate tectonics for the evolution of...
The importance of continents, oceans and plate tectonics for the evolution of...The importance of continents, oceans and plate tectonics for the evolution of...
The importance of continents, oceans and plate tectonics for the evolution of...
 
ERTHROPOIESIS: Dr. E. Muralinath & R. Gnana Lahari
ERTHROPOIESIS: Dr. E. Muralinath & R. Gnana LahariERTHROPOIESIS: Dr. E. Muralinath & R. Gnana Lahari
ERTHROPOIESIS: Dr. E. Muralinath & R. Gnana Lahari
 
Isolation of AMF by wet sieving and decantation method pptx
Isolation of AMF by wet sieving and decantation method pptxIsolation of AMF by wet sieving and decantation method pptx
Isolation of AMF by wet sieving and decantation method pptx
 
Emergent ribozyme behaviors in oxychlorine brines indicate a unique niche for...
Emergent ribozyme behaviors in oxychlorine brines indicate a unique niche for...Emergent ribozyme behaviors in oxychlorine brines indicate a unique niche for...
Emergent ribozyme behaviors in oxychlorine brines indicate a unique niche for...
 
Pests of Green Manures_Bionomics_IPM_Dr.UPR.pdf
Pests of Green Manures_Bionomics_IPM_Dr.UPR.pdfPests of Green Manures_Bionomics_IPM_Dr.UPR.pdf
Pests of Green Manures_Bionomics_IPM_Dr.UPR.pdf
 

Emissions Inventories for SP (Brasseur) ODP

  • 1. Universidade de São Paulo Instituto de Astronomia, Geofísica e Ciências Atmosféricas Air pollution modeling in the Estado de São Paulo using a bottom-up emissions inventory Orientadora: Rita Yuri Ynoue Aluno: Sergio Ibarra Espinosa 2/10/14
  • 2. 1 Background  Expanded Area: Sao Paulo, Campinas, Santos and more
  • 4. Top-Down Where are the cars?
  • 6. Bottom-up Dynamics of vehicular flux should be incorporated to emissions models
  • 8. Road Network Activity Vehicular flow Vehicular Technology Standards Municipality Street Models Traffic Counts Regression and Traffic Simulations Statistical Evaluation IAG HBEFA Emissions Estimation Vehicular flow Copert 4 CETESB WRF Chem 24 hours profile Meteorology Emissions Street-hour
  • 9. Metodos 206 points for counting Regressions: ●Distribution Poisson ●Zero Inflated Negative Binomial ●Normal
  • 10. Model βo: intercept; β1: estimate; TR: Type of Street; ε: Error 0 5 10 15 20 25 30 2.5 2 1.5 1 0.5 0 Distribuição normalizada 800:900 segunda São Paulo RM São Paulo seg ter qua qui sex sab dom 0 5 10 15 20 25 30 3 2.5 2 1.5 1 0.5 0 Distribuição normalizada 800:900 segunda São Paulo RM Campinas seg ter qua qui sex sab do m
  • 11. RMSP RMC RML RMS RMSP RMC RML RMS Santiago AMBA IAG CETESB DICTUC D'Angiola 1400000 1200000 1000000 800000 600000 400000 200000 0 Emissions inventories (t/y) CO (t/a) Nox (t/a) COV (t/a)