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The Climate X Project software development: Automated rainfall forecasting and estimation 1 From Theory to Practice: A Forum on Geohazards March 30, 2011 Phivolcs Auditorium, PHIVOLCS, CP Garcia Avenue, UP Campus, Diliman, Quezon City CP David Environmental Monitoring Laboratory ,NIGS UP Diliman
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Page 1: The Climate X Project software development: Automated ...rwg-tag.bravehost.com/Conferences/GeoHazards Forum/4 Geohazards... · The Climate X Project software development: Automated

The Climate X Project software development:

Automated rainfall forecasting and

estimation

1

From Theory to Practice: A Forum on Geohazards

March 30, 2011 Phivolcs Auditorium, PHIVOLCS, CP Garcia Avenue,

UP Campus, Diliman, Quezon City

CP David

Environmental Monitoring Laboratory ,NIGS UP Diliman

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Climate X Team

2

DOST-funded project entitled, “Quantified flood

forecasting through rain rate estimation using satellite

imagery and generalized watershed runoff calculations”

UP Diliman

National Institute of Geological Sciences

National Institute of Physics

Department of Computer Science

PAGASA-DOST

ASTI-DOST

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Tropical Depression

AURINGJanuary 2009

Tropical Depression

CRISINGApril 2009

Typhoon

DANTEMay 2009

Typhoon

EMONGMay 2009

Tropical Storm

FERIAJune 2009

Tropical Depression

GORIOJuly 2009

Tropical Storm

HUANINGJuly 2009

Tropical Storm

ISANGJuly 2009

Tropical Storm

JOLINAJuly 2009

Typhoon

KIKOAugust 2009

Tropical Storm

LABUYOSeptember 2009

Tropical Depression

MARINGSeptember 2009

Tropical Storm

NANDOSeptember 2009

Tropical Storm

ONDOYSeptember 2009

Typhoon

PEPENGOctober 2009

Typhoon

QUEDANOctober 2009Typhoon

RAMILOctober 2009

Typhoon

SANTIOctober 2009

Tropical Depression

TINONovember 2009

Tropical Storm

VINTADecember 2009

Tropical Depression

BISINGFebruary 2009

Tropical Depression

URDUJANovember 2009

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Project approach

4

Prediction of the quantity and timing of rainfall based on

satellite imagery

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Step 1: Acquisition of satellite data

5

The EDM software automatically downloads free satellite imagery from the web

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Step 1: Acquisition of satellite data

6

Mirroring of PAGASA’s MTSAT data feed

30-minute interval

Near real-time

High resolution images (667x1112 pixels, 0-30o LAT, 100-150o LONG)

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Step 2: Image validation

7

Archived imagery vs. Actual rainfall

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Step 2: Image validation

8

Archived imagery vs. Actual rainfall

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Step 2: Image validation

9

Archived imagery vs. Actual rainfall

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10

PAGASA weather stations

WS coordinates superimposed

on IR1 image

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Step 2: Image validation

11

Archived imagery vs. Actual rainfall

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Step 2: Image validation

12

Accuracy of predicting if “it rained” or “did not rain”

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Step 2: Image validation

13

Prediction capability increases with rainfall intensity

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14

Phil_Mc_lg-IR1-IR1-2011-03-12-003200.bmp

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Hourly analysis

15

Hour:32:00

Val

ue

WS 1-7 (Batanes) – no clouds from

midnight to 2pm.

WS 55-60 (Masbate to Tacloban) – cloudy

from midnight dispersing by 2pm.

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Step 3: Cluster analysis

16

Image processing to “tag” individual low pressure systems

Location and centroid

Size

Intensity

Shape

Direction

Changes over time

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10

25

30

10

5

5

5

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P Princesa, 40% chance of rainLeyte, 80% chance of rain

Manila, 10% chance of rain

Bacolod, 60% chance of rain

Tuguegarao, 80% chance of rain

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0

10

20

30

40

50

60

70

1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009

year

# m

ajo

r ra

in d

ays

rain from

typhoons

rain from other

disturbances

45%

55%

40 major rain

days per year

More than half of

the rain come

from other

weather

disturbances

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Timetable

22

Completion of archived data correlation by April 2011

Statistical analysis of dataset by May 2011

Beta version of rainfall forecasting for testing by June 2011

Inclusion of “experience” characteristics by September

2011

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23

The Climate X Project

UP Diliman – PAGASA – ASTI


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