SlideShare uma empresa Scribd logo
1 de 11
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)

Mais conteúdo relacionado

Mais procurados

Mais procurados (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
 

Semelhante a 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
 

Semelhante a 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
 

Último

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
 
Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...
Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...
Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...
US Environmental Protection Agency (EPA), Center for Computational Toxicology and Exposure
 

Último (20)

Virulence Analysis of Citrus canker caused by Xanthomonas axonopodis pv. citr...
Virulence Analysis of Citrus canker caused by Xanthomonas axonopodis pv. citr...Virulence Analysis of Citrus canker caused by Xanthomonas axonopodis pv. citr...
Virulence Analysis of Citrus canker caused by Xanthomonas axonopodis pv. citr...
 
Information science research with large language models: between science and ...
Information science research with large language models: between science and ...Information science research with large language models: between science and ...
Information science research with large language models: between science and ...
 
Mining Activity and Investment Opportunity in Myanmar.pptx
Mining Activity and Investment Opportunity in Myanmar.pptxMining Activity and Investment Opportunity in Myanmar.pptx
Mining Activity and Investment Opportunity in Myanmar.pptx
 
Factor Causing low production and physiology of mamary Gland
Factor Causing low production and physiology of mamary GlandFactor Causing low production and physiology of mamary Gland
Factor Causing low production and physiology of mamary Gland
 
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
 
Introduction and significance of Symbiotic algae
Introduction and significance of  Symbiotic algaeIntroduction and significance of  Symbiotic algae
Introduction and significance of Symbiotic algae
 
Lubrication System in forced feed system
Lubrication System in forced feed systemLubrication System in forced feed system
Lubrication System in forced feed system
 
In-pond Race way systems for Aquaculture (IPRS).pptx
In-pond Race way systems for Aquaculture (IPRS).pptxIn-pond Race way systems for Aquaculture (IPRS).pptx
In-pond Race way systems for Aquaculture (IPRS).pptx
 
WASP-69b’s Escaping Envelope Is Confined to a Tail Extending at Least 7 Rp
WASP-69b’s Escaping Envelope Is Confined to a Tail Extending at Least 7 RpWASP-69b’s Escaping Envelope Is Confined to a Tail Extending at Least 7 Rp
WASP-69b’s Escaping Envelope Is Confined to a Tail Extending at Least 7 Rp
 
Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...
Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...
Chemistry Data Delivery from the US-EPA Center for Computational Toxicology a...
 
MODERN PHYSICS_REPORTING_QUANTA_.....pdf
MODERN PHYSICS_REPORTING_QUANTA_.....pdfMODERN PHYSICS_REPORTING_QUANTA_.....pdf
MODERN PHYSICS_REPORTING_QUANTA_.....pdf
 
RACEMIzATION AND ISOMERISATION completed.pptx
RACEMIzATION AND ISOMERISATION completed.pptxRACEMIzATION AND ISOMERISATION completed.pptx
RACEMIzATION AND ISOMERISATION completed.pptx
 
Alternative method of dissolution in-vitro in-vivo correlation and dissolutio...
Alternative method of dissolution in-vitro in-vivo correlation and dissolutio...Alternative method of dissolution in-vitro in-vivo correlation and dissolutio...
Alternative method of dissolution in-vitro in-vivo correlation and dissolutio...
 
NUMERICAL Proof Of TIme Electron Theory.
NUMERICAL Proof Of TIme Electron Theory.NUMERICAL Proof Of TIme Electron Theory.
NUMERICAL Proof Of TIme Electron Theory.
 
VILLAGE ATTACHMENT For rural agriculture PPT.pptx
VILLAGE ATTACHMENT For rural agriculture  PPT.pptxVILLAGE ATTACHMENT For rural agriculture  PPT.pptx
VILLAGE ATTACHMENT For rural agriculture PPT.pptx
 
dkNET Webinar: The 4DN Data Portal - Data, Resources and Tools to Help Elucid...
dkNET Webinar: The 4DN Data Portal - Data, Resources and Tools to Help Elucid...dkNET Webinar: The 4DN Data Portal - Data, Resources and Tools to Help Elucid...
dkNET Webinar: The 4DN Data Portal - Data, Resources and Tools to Help Elucid...
 
short range interaction for protein and factors influencing or affecting the ...
short range interaction for protein and factors influencing or affecting the ...short range interaction for protein and factors influencing or affecting the ...
short range interaction for protein and factors influencing or affecting the ...
 
Adaptive Restore algorithm & importance Monte Carlo
Adaptive Restore algorithm & importance Monte CarloAdaptive Restore algorithm & importance Monte Carlo
Adaptive Restore algorithm & importance Monte Carlo
 
Molecular and Cellular Mechanism of Action of Hormones such as Growth Hormone...
Molecular and Cellular Mechanism of Action of Hormones such as Growth Hormone...Molecular and Cellular Mechanism of Action of Hormones such as Growth Hormone...
Molecular and Cellular Mechanism of Action of Hormones such as Growth Hormone...
 
EU START PROJECT. START-Newsletter_Issue_4.pdf
EU START PROJECT. START-Newsletter_Issue_4.pdfEU START PROJECT. START-Newsletter_Issue_4.pdf
EU START PROJECT. START-Newsletter_Issue_4.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)