Constraining methane emissions in North America

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Presentation transcript:

Constraining methane emissions in North America Towards a Global Carbon Observing System: Progresses and Challenges Geneva, 1-2 October 2013 Constraining methane emissions in North America by high-resolution inversion of satellite data: from SCIAMACHY to GOSAT and beyond Daniel Jacob, Kevin Wecht, AlexTurner, Melissa Sulprizio

Methane emission inventories for N. America: EDGAR 4.2 (anthropogenic), Kaplan (wetlands) N American totals in Tg a-1 Surface/aircraft observations in US suggest 2-3x underestimate of emissions

Methane observing system in North America Satellites Thermal IR AIRS, TES, IASI SCIAMACHY 6-day GOSAT 3-day, sparse TROPOMI GCIRI (?) 1-day geo Shortwave IR 2002 2006 2009 20015 2018 Suborbital 1/2ox2/3o grid of GEOS-Chem chemical transport model (CTM) INTEX-A SEAC4RS CalNex

GEOS-Chem CTM and its adjoint nested in 4ox5o global domain Use GEOS-Chem CTM with observing system for optimized estimate of methane emissions EDGAR 4.2 + Kaplan a priori bottom-up emissions Observations GEOS-Chem CTM and its adjoint 1/2ox2/3o over N. America nested in 4ox5o global domain Bayesian inversion Validation Verification Optimized emissions at 1/2ox2/3o resolution

Testing GEOS-Chem methane background with HIPPO aircraft data across Pacific Aug-Sep11 Jan09 Oct-Nov09 Jun-Jul11 GEOS-Chem HIPPO Methane, ppbv Latitude, degrees Boundary conditions for N. American window are optimized as part of the inversion Alex Turner and Kevin Wecht, Harvard

Optimization of methane emissions using SCIAMACHY data for Jul-Aug 2004 Concurrent INTEX-A aircraft mission allows validation of SCIAMACHY, evaluation of inversion SCIAMACHY column methane mixing ratio XCH4 INTEX-A methane below 850 hPa C. Frankenberg (JPL) D. Blake (UC Irvine) XCH4 INTEX-A validation profiles H2O correction to SCIAMACHY data SCIAMACHY Kevin Wecht, Harvard INTEX-A

Optimization of state vector for adjoint inversion of SCIAMACHY data Optimal clustering of 1/2ox2/3o gridsquares Native resolution 1000 clusters Correction factor to bottom-up emissions Number of clusters in inversion 1 10 100 1000 10,000 34 28 Optimized US anthropogenic emissions (Tg a-1) posterior cost function SCIAMACHY data cannot constrain emissions at 1/2ox2/3o resolution; use 1000 optimally selected clusters Kevin Wecht, Harvard

N. American methane emission estimates optimized by SCIAMACHY data (Jul-Aug 2004) SCIAMACHY column methane mixing ratio Correction factors to priori emissions 1700 1800 ppb US anthropogenic emissions (Tg a-1) EDGAR v4.2 26.6 EPA 28.3 This work 32.7 Kevin Wecht, Harvard

GOSAT methane column mixing ratios, Oct 2009-2010 Retrieval from U. Leicester

Preliminary global adjoint inversion of GOSAT Oct 2009-2010 methane data Correction factors to prior emissions (EDGAR 4.2 + Kaplan) Nested adjoint inversion with 1/2ox2/3o resolution Alex Turner, Harvard

Testing information content of satellite data with CalNex inversion of methane emissions CalNex observations with GEOS-Chem prior Correction factors to EDGAR v4.2 May-Jun 2010 1800 2000 ppb 0.1 1 3 2x underestimate of livestock emissions Emisssions, Tg a-1 Kevin Wecht, Harvard

GOSAT observations are too sparse for spatial resolution of California emissions Correction factors to methane emissions from inversion GOSAT data (CalNex period)) GOSAT (CalNex period) GOSAT (1 year) Each point = 1-10 observations 0.5 1.5 CalNex aircraft data GOSAT (CalNex) (1 year) Degrees of Freedom for Signal (DOFS) in inversion of methane emissions 14.7 0.55 1.41 Kevin Wecht, Harvard

Potential of TROPOMI and GCIRI for constraining methane emissions Correction factors to EDGAR v4.2 a priori emissions from a 1-year OSSE TROPOMI (global daily coverage) GCIRI (geostationary 1-h return coverage) 0.2 1 5 A priori CalNex TROPOMI GCIRI TROPOMI+GCIRI DOFS 14.7 9.5 14.1 16.7 California emissions (Tg a-1) 1.9 3.2 2.9 3.0 3.1 Kevin Wecht, Harvard

Working with stakeholders at the US state level State-by-state analysis of SCIAMACHY correction factors to bottom-up emissions with Iowa Dept. of Natural Resources State emissions computed w/EPA tools too low by x3.5; now investigating EPA livestock emission factors with New York Attorney General Office State-computed emissions too high by x0.6, reflects overestimate of gas/waste/landfill emissions Melissa Sulprizio and Kevin Wecht, Harvard

Policy-relevant recommendations for monitoring N American methane emissions Need better understanding of methane emissions from livestock; these seem to be seriously underestimated in US EPA emission inventory No apparent underestimate of methane emissions from oil/gas production, but careful monitoring is needed in view of industry expansion TROPOMI (2015 launch) holds considerable promise for monitoring methane emissions; need to prepare inverse methods for exploiting the data GCIRI (proposed geostationary launch in 2018/2019) would greatly augment capability for methane monitoring Ground measurement sites play a critical role in evaluating satellite data; targeted aircraft campaigns can provide verification and better understanding of source regions