From models to decisions
Sponsored Links
This presentation is the property of its rightful owner.
1 / 12

From Models to Decisions PowerPoint PPT Presentation

  • Uploaded on
  • Presentation posted in: General

From Models to Decisions. Amir Hakami Carleton University. Where do models fit?. Emissions are the only variable we can control. Use models to provide Policymakers with tangible “decision metrics”. Meteorology. Transport and Transformation. Pollution. Emissions. Health Influences.

Download Presentation

From Models to Decisions

An Image/Link below is provided (as is) to download presentation

Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author.While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server.

- - - - - - - - - - - - - - - - - - - - - - - - - - E N D - - - - - - - - - - - - - - - - - - - - - - - - - -

Presentation Transcript

From Models to Decisions

Amir Hakami

Carleton University

Where do models fit?

  • Emissions are the only variable we can control.

    • Use models to provide Policymakers with tangible “decision metrics”.


Transport and Transformation



Health Influences

Health Outcome


Improving air quality

  • Reducing emissions is costly.

  • Assessing the benefits of emission reductions in terms that are comparable with costs (i.e., monetized) enhances the decision-making process.

  • What is the cost of action vs. inaction?

Benefit from one average vehicle

  • Value for Toronto and coastal California: $400-$800/yr

  • Estimated benefit from the Toronto subway: $130,000,000/yr

  • NB: A fraction of benefits (non-fatal, long-term, or PM effects not included)

Pappin and Hakami, 2013

Health benefits: marginal benefit/damage

Mobile sources

Point sources

  • What the numbers mean?

    • Marginal benefits are key decision parameters.

Health benefits are substantial

Abatement costs

Health damage

Marginal benefits and costs of NOx emission reductions from power plants in the US.

Mesbah et al., 2013

Bonus: increasing benefits with controls!

Mobile Sources

Point Sources

Next steps for air quality scientists

  • Facilitate integrated assessment.

    • Enhance our communication skills with other disciplines.

  • Quantify/reduce various uncertainties in our understanding of processes that affect air quality.

    • Uncertainty is not a justified reason for inaction.

Next steps for air quality scientists - II

Decision model

Air quality model

McRae and Cass (1981)

Next steps for air quality scientists - III

Decision model

Air quality model


Thank you!

Funding provided by NSERC, CIHR, Environment Canada, Health Canada

Rate of change in marginal damage


Marginal cost

Marginal damage

Emission level

New optimal level

  • Login