fire behavior and smoke transport from extreme...

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Fire Behavior and Smoke Transport from Extreme Events David Peterson National Research Council – Monterey, CA Edward Hyer, Naval Research Laboratory – Monterey, CA James Campbell, Naval Research Laboratory – Monterey, CA Jeremy Solbrig, Naval Research Laboratory – Monterey, CA Mike Fromm, Naval Research Laboratory – Washington, DC Johnathan Hair, NASA Langley Research Center, Hampton, VA Carolyn Butler, SSAI, Hampton, VA Marta Fenn, SSAI, Hampton, VA NASA Air Quality Applied Sciences Team (AQAST 8), 12-02-2014, Atlanta, GA

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Page 1: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Fire Behavior and Smoke Transport from Extreme Events

David Peterson National Research Council – Monterey, CA

Edward Hyer, Naval Research Laboratory – Monterey, CA James Campbell, Naval Research Laboratory – Monterey, CA Jeremy Solbrig, Naval Research Laboratory – Monterey, CA Mike Fromm, Naval Research Laboratory – Washington, DC Johnathan Hair, NASA Langley Research Center, Hampton, VA Carolyn Butler, SSAI, Hampton, VA Marta Fenn, SSAI, Hampton, VA

NASA Air Quality Applied Sciences Team (AQAST 8), 12-02-2014, Atlanta, GA

Page 2: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

1. Can we use fire observations to identify potential for high-altitude smoke injection and extreme fire spread?

2. How can we use weather information to improve automated short-term forecasts of smoke emissions?

3. How can we combine fire observations and weather information to improve smoke emission estimates?

Motivation and Goals

Aqua MODIS Fire Pixels

Rim Fire

Goal: Short-term, regional forecasts of smoke emissions in near real-time!

2

Page 3: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Previous Work in the North American Boreal Forest

3

Alaska

Smoke

Smoke

MODIS 1 July 2004

Study Year Advancement Peterson et al.

Atmos. Chem. & Phys. 2010 Assessment of conditions favorable for

dry lightning strikes and fire ignition

Peterson et al. Atmos. Env.

2013 Automated 24-hour prediction of large fire growth and decay

Peterson et al. J. Geophys. Res.

2014 Quantifying potential for high-altitude smoke injection using MISR and MODIS

Highest Smoke

MISR

5

4

3

2

1

0

(km)

Page 4: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

The 2013 Rim Fire

4

Fire Details • Third largest fire in California's history

• Burned 30,000 ha in Yosemite National Park

• Endangered San Francisco’s power and water supply

• Two extreme fire spread events

• Two pyrocumulonimbus (pyroCb) events Air Quality and Visibility Impacts • Regional: Smoke plume reached across

North America!

• Local: Nearby cities/attractions had unhealthy air quality for days

AOD at Reno, NV frequently > 2 Smoke Emission/Transport Forecasts • Typically assume persistent fire activity!

• Impacts from extreme fire behavior?

Downtown Reno, 23 August 2013

Photo: Reno Gazette-Journal

Aqua MODIS: 23 August ~2100 UTC

Reno, NV

Rim Fire

Page 5: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Extreme Fire Spread & Pyroconvection

5

USFS Fire Progression: 8/17 (Ignition) – 9/22

8/26

8/22-8/23 ~35% of total

Page 6: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Fire Evolution from Airborne and Satellite Observations • USFS National InfraRed OPerationS (NIROPS, Red)

• GOES Fire Radiative Power (FRP, Black)

Instantaneous fire intensity plotted hourly

Related to biomass consumed, smoke released, and possibly burn severity

6 http://inciweb.nwcg.gov/incident/news/3660/

• Two extreme fire spread and pyroCb events

• Fire weather indices (e.g. Haines Index) indicated extreme fire danger for entire primary burning period!

• Can we build an improved predictor?

PyroCbs

Peterson et al. (2014, BAMS)

Extreme Spread

Page 7: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

L H

Moving to the NE

Upper-Level Meteorology (500 hPa)

NARR 500 hPa Heights & Wind Barbs, 22 August 2013, 00Z (5 PM PDT, 21 August)

Can we use upper-air analyses to forecast extreme spread & pyroconvection?

Rim Fire

7 GOES West

Page 8: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Identifying Extreme Fire Spread

Wind Speed • Most intense when a disturbance

was near the fire

• Remained strong at night!

Relative Humidity

• Below 35% for two nights during spread event #1

• Higher during spread event #2

• A reason for reduced spread? Implications • Fire weather indices are limited by

not including nocturnal and upper-level info!

• Top-down approach required for extreme spread forecasts?

• Nocturnal smoke emissions much higher than climatology! (Saide et al., in review, GRL) 8

Page 9: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Smoke Plume Characteristics: Extreme Fire Spread • Extreme FRP, but atmospheric column was dry

• Large smoke plume, only a few capping pyroCu

• Unstable lower-atmosphere (Haines Index = 6) and deep mixed layer (3-5 km AGL).

• Produces a positive feedback loop for spread

• Enhanced by upper-level/nighttime conditions!

Plume Dominated Fire 9

Page 10: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Aircraft Observations of the Rim Fire Smoke Plume

10

NASA Studies of Emissions and Atmospheric Composition, Clouds and Climate Coupling by Regional Surveys

(SEAC4RS)

• Two flights using the NASA DC-8 8/26 (Houston, TX to Spokane, WA) 8/27 (Spokane, WA to Houston, TX)

• Map contains smoke emitted over 4-5 days (23-27 August)

• SEAC4RS likely sampled 48-50 hours of smoke (~24-26 August)

https://espo.nasa.gov/home/seac4rs/

NASA DC-8 Flights Pink: 8/26 Orange: 8/27

Terra 8/27/13

Page 11: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Smoke Plume Altitude During Extreme Fire Spread

• DIAL/HSRL lidar sampled smoke emitted over 48-50 hrs (24-26 Aug.)

‒ Mixing with Idaho smoke? ‒ Idaho fires were decaying

Peterson et al. (2014, BAMS) NASA DC-8 aircraft during SEAC4RS (John Hair)

• Despite extreme FRP and pyroCu, nearly all smoke is below 3-5 km AGL!

• High enough for long distance transport.

11

Page 12: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

PyroCb Impact on Smoke Altitude

• Most efficient avenue for lofting smoke ‒ Aided by latent heat release

• Different meteorological conditions from extreme fire spread?

12

J. Campbell, NRL - Monterey

L

CALIOP, beginning at 1039 UTC on 20 August 2013

Observation PyroCb Spread

Smoke Altitude > 8 km < 5 km

FRP Mod/High* Extreme

Haines Index 6 6

Page 13: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Toward the Prediction of PyroCbs

Extreme Plume Dominated Fire Fromm et al., 2010, BAMS

Pyrocumulonimbus (PyroCb) Development • How much FRP?

• Low-level instability (Haines Index = 6)

• Moisture/latent heat release is required!

• What is the primary moisture source? ‒ Combustion ‒ Ambient atmosphere

• Recent modeling studies disagree!

• Hypothesis: pyroCb environment similar to traditional high-based dry thunderstorms?

‒ Ahead of approaching disturbance ‒ Mid-level moisture advection ‒ Upper-tropospheric lapse rate (UTLR)

> 7.5 oC/km ‒ Upper-level dynamics favorable for

rising motion e.g. Rorig and Ferguson, 1999; Nauslar et al., 2013

Tropopause

Surface

13

Page 14: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Presence of Mid-Level Moisture Primary Burning Period Relative Humidity (Peterson et al., 2014, BAMS)

Ambient mid-upper level moisture seems necessary

for pyroCbs!

14 http://nomads.ncdc.noaa.gov/#narr_datasets

Page 15: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

GOES-14 Aqua MODIS

Favorable Meteorology for PyroCb Development 8/19/2013 8/21/2013

• Located well ahead of approaching cutoff low

• Extreme fire danger (Haines Index = 6)

• Unstable/moist mid-upper troposphere

• In the vicinity of traditional dry T-storms

• Divergence at 250 hPa

15

8/19: 250 hPa Heights, Wind Barbs, & Convergence 1x10-5 s-1

Page 16: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

No PyroCb on 25 August?

16

Aqua MODIS: 2 PM PDT

PyroCu?

GOES 14: 5 PM PDT

Rim Fire

Convection • Located in vicinity of approaching short wave

• Extreme fire danger (Haines Index = 5)

• Unstable/moist mid-upper troposphere

• Devoid of traditional dry T-storms

• Convergence at 250 hPa

1x10-5 s-1

8/25: 250 hPa Heights, Wind Barbs, & Convergence

Page 17: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Extreme Fire Spread • Initiated by the passage of an upper-level disturbance (e.g. cutoff/shortwave) • Upper-level info may be useful for regional applications using NWP data • Effect on nighttime wind speed and relative humidity is key! • Likely corresponds to highest FRP, no large pyroCbs observed!

PyroCb Hypotheses • Requires entrainment of ambient mid-level moisture • Meteorological environment is similar to high-based dry thunderstorms • Upper-level dynamics/thermodynamics are key! • More important for lofting of smoke particles, less important for fire spread

Future Work • Examine additional pyroCb and extreme spread events • Conduct tests over a variety of regions using global NWP input data. • Ultimate goal: produce a global fire and smoke altitude prediction tool that

can be used for operational smoke emissions modeling (e.g. NRL’s FLAMBE).

Conclusions and Future Work

17

Page 18: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Thank You!

[email protected]

Acknowledgements and Related Publications Ralph Kahn (NASA), Jeff Reid (NRL), Mark Schug (USFS)

Brad Quayle (USFS), Bob Yokelson (U. Montana), Shelly Crook NASA SEAC4RS Science Team, DIAL/HSRL Lidar Group National Research Council Postdoctoral Fellowship

*Peterson, D., Hyer, E., Campbell, J., Fromm, M., Hair, J., Butler, C., Fenn, M.: The 2013 Rim

Fire: Implications for Predicting Extreme Fire Spread, Pyroconvection, and Smoke Emissions, BAMS, http://journals.ametsoc.org/doi/abs/10.1175/BAMS-D-14-00060.1.

Peterson, D., Hyer, E., & Wang. J.: Quantifying the Potential for High-Altitude Smoke Injection in the North American Boreal Forest using the Standard MODIS Fire Products and Sub-Pixel-Based Methods, Journal of Geophysical Research, 2014.

Peterson, D., Hyer, E., & Wang. J.: A short-term predictor of satellite-observed fire activity in the North American boreal forest: toward improving the prediction of smoke emissions, Atmospheric Environment, 71, 304-310, 2013.

Page 19: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional
Page 20: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

20

Near Surface Meteorology (850 hPa)

8/19 NNE, 5 kts Downhill

PyroCb #1

8/20 S, 5-10 kts

Uphill

8/21 SSW, 15-20 kts

Uphill

PyroCb #2

8/22 SW, 15-20 kts

Uphill Spread Event #1

No PyroCb!

L L

L

Page 21: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Upper-Level Meteorology: Spread Event #2

NARR 500 hPa Heights & Wind Barbs, 25 August 2013, 21Z (2 PM PDT)

Convection

Periods of extreme fire spread initiated by an upper-level disturbance? Second spread event preceded by a shortwave trough…

21

GOES 14

Rim Fire

Page 22: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Data Gap

PyroCu Extreme Spread

GOES PyroCb Detection Algorithm PyroCb #1 PyroCb #2

• BT11 < LCL Temp. (Clouds)

Traditional Convection

Input Data: • 12x12 pixel box (~48 km) • 11 µm min brightness temp. (BT11) • Max 4-11 µm BT difference (BTD) • LCL Temp. (NARR-derived)

PyroCb (ice cloud): • BT11 < -35oC • BTD > 50oC

Marginal PyroCb (non-ice): • -35oC < BT11 < -20oC • BTD > 50oC

General PyroCu (small): • BT11 < LCL Temp. • Confirmed visually by

MODIS/GOES 100% Cloudy!

22

µ µ

Page 23: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Using a 12 x 12 pixel box… Dashed black = 11 um max Solid black = 11 um min Blue = clouds, e.g. min 11 um BT < LCL temp. (mean of 0.85 C) Green = 4-11 um max Red = GOES FRP

No fire data retrieved. Cloud obscuration?

PyroCb threshold for 4-11 um (+50 C)?

Threshold for min 11 um (-35 C)?

This may actually be pyroCu?

Individual PyroCb

23

Page 24: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Fire Weather Index (FWI) Using the North American Regional Reanalysis (NARR, 32 km)

Extreme

> 6 mm > 1 mm

1. Do fire observations contain information to identify potential for high smoke injection and extreme fire spread?

2. How can we use weather information to improve automated short-term forecasts of emissions for AQ models?

3. How can we combine fire observations and weather information to improve smoke emission estimates in near-real-time and retrospectively?

Toward Building a Fire Prediction Model

Solid black: mean FWI Green: daily precipitation Dashed Black: max or min

Limitations of Fire Weather Indices • Extreme fire danger during

majority of Rim Fire

• Representativeness error near small-scale precip

• Lack upper-level meteorology!

See Peterson et al., 2013, Atmos. Env. 24

Page 25: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Rim Fire PyroCb Synoptic Pattern

8/19 PyroCb 8/21 Marginal PyroCb

25

Page 26: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

250 hPa Convergence Upper Trop. Lapse Rate

Tropopause Height

Rim Fire Upper Troposphere

26

Page 27: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

700-400 hPa Mean RH

700-400 hPa Mean Theta-e 700-400 hPa Mean Omega

500 hPa Vorticity Advection

Rim Fire Middle Troposphere

27

Page 28: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Mid-Elevation Haines Index

Mid-Elevation Continuous Haines Index

Boundary Layer Height

Rim Fire Lower Troposphere

28

Page 29: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Sfc. RH Sfc. Wind Speed

Sfc. Temp.

Night mean

Day mean

Rim Fire Surface

29

Page 30: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Direction of spread 8/17-8/19

Direction of spread after 8/19

Wind Direction Relative to Topography

5 PM PDT, 8/22 SSW, 15 Kts

L

24-hr Spread: > 40,000 Acres

30

Page 31: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Huntsville, Alabama HSRL, 8/19

Additional PyroCbs & High-Altitude Smoke During SEAC4RS

Date (2013) Fire State 8/8 Beaver Creek Idaho 8/8 McCan Idaho 8/9 Pony, Elk? Idaho

8/10 Elk Idaho 8/10 NA Canada? 8/12 Pony Idaho 8/13 Pony Idaho

HYSPLIT Backward Trajectories

8/16 Gold Pan 8/16 Beaver Creek

Selected PyroCbs

From Mike Fromm, NRL - DC

Time (UTC)

PyroCb impact on smoke properties?

31 http://hsrl.ssec.wisc.edu/by_site/

Page 32: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

Highest Smoke

0

2000

3000

4000

5000

6000 Height (m)

1000

MISR Plume Height Data

Radiant heat drives plume height!

Motivation: • Only ~21% of plumes reach the free

troposphere • These are the plumes that will have

widespread impacts

• Most relevant for large-scale smoke transport!

Goal: • Identify fire characteristics related to

high-altitude injections

Key Results: • Combining pixel and sub-pixel fire data

improves plume height characterization

• Sub-pixel fire area and temperature can predict higher injections

Work in Progress:

• Integrate RS and weather info to develop a skillful predictor of pyroconvection!

Mean Fire Temp: 663 K Total Fire Area: 0.17 km2

Radiant Heat Flux: 14.6 kW/m2

Maximum Fire Temp.

Peterson et al. (2014, JGR)

Quantifying Potential for High-Altitude Smoke Injections

32

Page 33: Fire Behavior and Smoke Transport from Extreme Eventsacmg.seas.harvard.edu/presentations/aqast/dec2014/Tuesday_Morni… · Fire Weather Index (FWI) Using the North American Regional

The 2013 Rim Fire

33

Air Quality & Visibility Impacts

• Regional: Smoke plume reached across North America!

• Local: Reno, NV AOD frequently > 2

Fire Details • Third largest fire in California's history

• Burned 30,000 ha in Yosemite National Park

• Endangered San Francisco’s power and water supply

• Two pyrocumulonimbus (pyroCb) events

Terra 8/27/13