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Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS 1,4 , Obie CAMBALIZA 1,4 , Gemma Teresa NARISMA 2,4 , Carlo JAMANDRE 3 , Lyndon OLAGUERA 2,3 , Angela MAGNAYE 2,3 , and Emilio GOZO 2 1: Air Quality Dynamics, Manila Observatory, Philippines 2: Regional Climate Systems, Manila Observatory, Philippines 3: University of New South Wales, Australia 4: Physics Department, Ateneo de Manila University, Philippines

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Page 1: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Science Updates from the

Manila Observatory

leading to CAMP2Ex 2018

James Bernard SIMPAS1,4, Obie CAMBALIZA1,4,

Gemma Teresa NARISMA2,4, Carlo JAMANDRE3,

Lyndon OLAGUERA2,3, Angela MAGNAYE2,3, and Emilio GOZO2

1: Air Quality Dynamics, Manila Observatory, Philippines

2: Regional Climate Systems, Manila Observatory, Philippines

3: University of New South Wales, Australia

4: Physics Department, Ateneo de Manila University, Philippines

Page 2: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Main Activities

• Rainfall climatology and spatio-temporal

validation of satellite precipitation in the

Philippine region

• Analysis of 2011 Vasco cruise whole air samples

• Scoping potential ground-based monitoring

instrumentation and suitable sites for pre-mission

characterization

Page 3: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

The flood of 2012http://archian.wordpress.com

The flood of 2013http://www.mb.com.ph

TYPHOONS

ENHANCED SOUTHWEST MONSOON

Typhoons during El Nino Years (1951-2010) Typhoons during La Nina Years (1951-2010)

agora.ex.nii.ac.jp/digital-typhoon

Page 4: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Sendong

(Typhoon Washi)12/13/2011-12/19/2011

http://pinoyambisyoso.com/news/bloggers-project-flash-

flood-victims-cagayan-de-oro-city/

http://tropic.ssec.wisc.edu/storm_archive/2011/storms/tracks/27W.track.gif

http://blogs.agu.org/landslideblog/2011/12/24/the-philippine-tropical-storm-washi-sendong-disaster-may-have-been-due-to-

the-collapse-of-landslide-dams/

Page 5: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Enhanced

Southwest Monsoon

(Typhoon Haikui)08/01/2012-08/10/2012

Source: Department of National Defense

http://tropic.ssec.wisc.edu/storm_archive/2012/storms/tracks/12W.track.gif

http://pmm.nasa.gov/mission-updates/trmm-news/monsoon-tropical-cyclones-bring-massive-flooding-manila

Page 6: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Satellite-based rainfall:

• Climate Prediction Center

morphing method (CMORPH)1

• Tropical Rainfall Measuring

Mission (TRMM 3B42V6)2

Observation data:

• APHRODITE3 (1998 – 2007)

• PAGASA (Philippine Atmospheric,

Geophysical, and Astronomical

Services Administration), 8 stations

(2003-2005)

(1) Joyce et al., 2004 (2) Huffman et al., 2007 (3) Yatagai et al., 2009

Complex

topography

Island

Strong local

rainfall influence

Page 7: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

• Where does it perform best? What is the overall

performance of satellite-based rainfall

estimates?

• When does it perform best? Does it perform

better depending on the season?

• What types of rainfall can it capture best? How

well can it capture different kinds of rainfall?

How good are satellite-based rainfall products over

the Philippines?

Page 8: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

• Where does it perform best? What is the overall

performance of satellite-based rainfall

estimates?

• When does it perform best? Does it perform

better depending on the season?

• What types of rainfall can it capture best? How

well can it capture different kinds of rainfall?

How good are satellite-based rainfall products over

the Philippines?

Page 9: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Laoag Tuguegarao

PortArea

Calapan Legaspi Mactan Davao Zamboanga

R2

Sta onRainfallR2valuesfor2003-2005

CMORPH TRMM APHRODITE

NORTH SOUTH

Where: Overall performance

Jamandre and Narisma, Atmos Res, 2013

Page 10: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Where: Overall performanceSpatial Correlation CMORPH and APHRODITE Spatial Correlation TRMM and APHRODITE

Jamandre and Narisma, 2013

Page 11: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Ave Monthly Rainfall (mm/month)

APHRODITE (1998-2007)

Ave Monthly Rainfall (mm/month)

TRMM (1998-2007)

Where: Overall performance

Correlation APHRODITE vs TRMM (1998-2007)

Page 12: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

• Where does it perform best? What is the overall

performance of satellite-based rainfall

estimates?

• When does it perform best? Does it perform

better depending on the season?

• What types of rainfall can it capture best? How

well can it capture different kinds of rainfall?

How good are satellite-based rainfall products over

the Philippines?

Page 13: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

January

February

March

April

May

June

July

August

September

October

November

December

R2

MonthlyRainfallR2valuesfor2003-2005

CMORPH TRMM APHRODITE

When does it perform best?

Jamandre and Narisma, Atmos Res, 2013

Page 14: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

APH

RO

DIT

EA

PH

RO

DIT

E

TRM

MTR

MM

JJAS JJAS

ONDJFONDJF

1998-2007

Page 15: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

-100

-50

0

50

100

150

200

250

300

350

DJF MAM JJA SON

Bias(Aphro-TRMM)

TRMM_West

APHRO_West

-100

-50

0

50

100

150

200

250

300

DJF MAM JJA SON

Bias(Aphro-TRMM)

TRMM_East

APHRO_East

When does it perform best?

Average monthly

seasonal rainfall

(mm/month)

1998-2007

West

East

17% 15% 30% 11%

15% 15% 18% 17%

Page 16: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

• Where does it perform best? What is the overall

performance of satellite-based rainfall

estimates?

• When does it perform best? Does it perform

better depending on the season?

• What types of rainfall can it capture best? How

well can it capture different kinds of rainfall?

How good are satellite-based rainfall products over

the Philippines?

Page 17: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

0

10

20

30

40

50

60

70

80

90

100

0-50 50-150 >150

Per

cen

tag

e o

f d

ays

(%)

Satellite-Station Ratio (%)

Satellite-Station Ratio for 2003-2005 (1-20mm)

CMORPH

TRMM

Underestimated

Acceptable

Overestimated

What types of rainfall are captured best?

Jamandre and Narisma, Atmos Res, 2013

Page 18: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

0

10

20

30

40

50

60

70

80

90

100

0-50 50-100 100-150 >150

Percentageofdays(%

)

Satellite-Sta onRa o(%)

Satellite-Sta onRa ofor2003-2005(1-20mm)

CMORPH

TRMM

APHRODITE

0

10

20

30

40

50

60

70

80

90

100

0-50 50-100 100-150 >150

Percentageofdays(%)

Satellite-Sta onRa o(%)

Satellite-Sta onRa ofor2003-2005(20-50mm)

CMORPH

TRMM

APHRODITE

0

10

20

30

40

50

60

70

80

90

100

0-50 50-100 100-150 >150

Percentageofdays(%)

Satellite-Sta onRa o(%)

Satellite-Sta onRa ofor2003-2005(50-100mm)

CMORPH

TRMM

APHRODITE

0

10

20

30

40

50

60

70

80

90

100

0-50 50-100 100-150 >150

Percentageofdays(%)

Satellite-Sta onRa o(%)

Satellite-Sta onRa ofor2003-2005(Above100mm)

CMORPH

TRMM

APHRODITE

What types of rainfall are captured best?

1-20 mm 20-50 mm

50-100 mm above100 mm

Jamandre and Narisma, Atmos Res, 2013

Page 19: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

What types of rainfall are captured best?

Spatial distributions of the number of daily rainfall

occurrences exceeding 100 mm for 2003–2005

Jamandre and Narisma, Atmos Res, 2013

CMORPH TRMM APHRO

Page 20: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

What types of rainfall are captured best?

25th percentile 75th percentile 90th percentile

Correlation APHRODITE vs TRMM (1998-2007)

Page 21: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,
Page 22: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

0

100

200

300

400

500

600

700

800

LasPinas

Sucat,Paranaque

Merville,Pasay

WestRembo,Maka

QuirinoAve,Manila

GovForbes,Tayuman

Blumentrit,SanJuan

BgydelaPaz,Pasig

Manggahan,Pasig

Angono,Rizal

Sumulong,Rizal

SanMateo,Rizal

Nangka,Marikina

MindanaoAve,QC

LoyolaHeights,QC

Kamuning,QC

PayatasB,QC

Malinta,Valenzuela

Kaybiga,Caloocan

5-DAYRAINFALLFROM17–21AUGUST2013

500

Bluebarsinsideboxareraintotalsforeachday(differentshadesareforthedifferentdays)

Boxisthesumofthedailyrainvalues(bluebars)inside

LasPinas,M

aka ,

Manila,Paran

aque

andPasayh

ave

highesttota

lrain

Sta ons

Rainfall(m

m)

SOUTH NORTH

Stations in Southern Manila have highest total rainfall

Page 23: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Enhanced Southwest Monsoon 2013, Metro Manila

5-day Accumulated Rainfall

17-22 August 2013

Olaguera and Narisma, in prep

WRF Simulation (1km) TRMM Station data

Page 24: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Where does it perform best?

• 2003-2005: rainfall in north captured best, 0.5-0.7 r2 (Station

data)

• 1998-2007: rainfall in eastern part of the Philippines are

captured best (Aphrodite)

When does it perform best?

• 2003-2005: Performs well during rainy season (Aug, Sept, Dec) –

(Station data)

• 1998-2007: Captures well SW and NE rainfall (Aphrodite)

What types of rainfall can it capture best?

• 2003-2005: Captures better heavy rainfall amounts (>50mm)

(Station data)

• Tend to overestimate extreme rainfall, captures well 75%

percentile (Aphrodite)

How good are satellite-based rainfall products over the

Philippines?

Page 25: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Investigating Reactive Trace Gas Chemistry in the South China Sea/ East Sea

during the SW Monsoon Season

Vasco Cruise, September 17-30, 2011

• 46 whole air gas samples from 2011 field

campaign (analyzed in Donald Blake’s lab in

UC Irvine)

• 60+ trace gasesFigure from Reid et al., 2015

Figure courtesy of AnnelleChua

Page 26: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

plumes

as identified in Reid et al., 2015

baseline

Vasco Cruise 2011 Trace Gas Data

Page 27: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

enhancement

Sample Time Series trends of Trace Gases

plumes

Page 28: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Objectives

1. Determine trace gas emissions from biomass burning – usually

expressed as emission ratios (ER) or emission factors

2. Identify sources and determine their contributions to observed

elevated concentrations of trace gases (using a receptor modeling

technique)

Page 29: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Determination of Emission Ratios (ERs)

• Trace gas emissions can be expressed as emission ratios

• ER – excess mixing ratio of trace gas X above its baseline value divided by the

enhancement above baseline of a simultaneously measured reference gas

enhancement

Page 30: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Observed Emission Ratios: Initial Results (ppt VOC per ppb CO)

Page 31: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

observed ratio (pptv

VOC/ppbv CO)R2

ethane 3.91 0.736

ethyne 3.75 0.905

benzene 0.96 0.878

Examples of Observed ERs

• Of the 60+ species, only eleven showed significant R2 values.

• Looking at those that did not show good correlation with the Delta VOC: Delta CO

trendline:

• anthropogenic sources — ex: CFCs (IPCC)

• short lifetimes — ex: Propene, lifetime of 0.8 days (IPCC)

Page 32: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Example:

Within Plume 2

Determination of Transport time to approximate plume age

Page 33: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Age-corrected ERs

• by the time the air parcel reaches the measurement points, some

of the species have been significantly removed by reaction with

OH

• We need to correct for age (using transport time of ~2 days

determined from back trajectories)

Page 34: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

ERt (pptv/ppbv) k (mol-1s-1) lifetimea ER0 (t=1 d) ER0 (t=2 d) ER0 (t=3 d)

Ethane 3.91 2.50E-13 78 d 4.22 4.56 4.93

Ethyne 3.75 9E-13 23 d 6.71 12.02 21.52

Benzene 0.96 1.20E-12 17 d 2.17 4.91 11.09

a: Sources: ftp://ftp.soest.hawaii.edu/engels/Stanley/Textbook_update/Science_297/Fischer-02.pdf, https://www.wmo.int/pages/prog/arep/gaw/ozone_2010/documents/Ozone-Assessment-2010-complete.pdf

Examples of Age-corrected ERs

Page 35: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

• Verify the estimated photochemical age using emission

ratios from pairs of trace gases

• Perform source apportionment to identify sources and their

contributions to observed enhancements in trace gas

concentrations

• Determine sensitivity to the assumed concentration of OH

(uncertainty analysis): typical tropical values of OH

Next steps . . .

Page 36: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

Manila Air Pollution Partnership (MAPP) Project Objectives

Manila Air Pollution Partnership (MAPP)

Ground based

Satellite based

Air based

Maintain instruments & databases

Understand data from monitoring

Empower policymakers toDecide which interventions to implement to improve AQDetermine if interventions were successful

Empower the population to make informed decisions about AQ

AppsWebsite

Computational Fluid Dynamics

Dispersion

Measure. Act. Model.

Page 37: Manila Observatory leading to CAMP2Ex 2018 · Science Updates from the Manila Observatory leading to CAMP2Ex 2018 James Bernard SIMPAS1,4, Obie CAMBALIZA1,4, Gemma Teresa NARISMA2,4,

In summary…

• There is a need to improve the performance of precipitation satellite products for the region

• There is a need to better understand the sources of aerosols and co-emitted trace gases in order to nail down more precisely aerosol-meteorology interactions

• Ground-based measurements in the Philippines need to be ramped up in the months leading to CAMP2Ex 2018