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Seasonal ENSO Forecasting: Where does a simple model stand amongst
the other operational ENSO models?
HALMAR HALIDE
Hydrometeorology Laboratory, Geophysics Study Program, Physics Department, FMIPA Universitas Hasanuddin,
Makassar 90245, Indonesia
____________________________________________________________________________
Keynote Presentation at the 6th International Conference on Theoretical and Applied Physics, 20th Sept 2016, IPTEKS Unhas, Makassar
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
NCDC.NOAA.GOV
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://ggweather.com/enso/oni.htm
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://www.cpc.ncep.noaa.gov/products/analysis_monitoring/impacts/warm.gif
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://www.cpc.ncep.noaa.gov/products/analysis_monitoring/impacts/cold.gif
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://phys.org/news/2014-05-winners-losers-cereal-production-el.html
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://www.nature.com/ncomms/2014/140515/ncomms4712/full/ncomms4712.html
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://www.nature.com/nature/journal/v476/n7361/full/nature10311.html
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
ZEBIAK ET AL., 2014
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
ZEBIAK ET AL., 2014
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://www.cpc.ncep.noaa.gov/products/analysis_monitoring/ensostuff/ensoyears.shtmlhttp://www.cpc.ncep.noaa.gov/data/indices/oni.ascii.txthttp://www.cpc.ncep.noaa.gov/data/indices/3mth.nino34.81-10.ascii.txt
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://iri.columbia.edu/our-expertise/climate/forecasts/enso/archive/index.htmlhttp://iri.columbia.edu/our-expertise/climate/forecasts/enso/archive/200203/SST_table.html
http://iri.columbia.edu/our-expertise/climate/forecasts/enso/current/
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://iri.columbia.edu/our-expertise/climate/forecasts/enso/archive/index.html
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://iri.columbia.edu/our-expertise/climate/forecasts/enso/current/
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://iri.columbia.edu/our-expertise/climate/forecasts/enso/current/
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://iri.columbia.edu/our-expertise/climate/forecasts/enso/current/
OBS
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://iri.columbia.edu/our-expertise/climate/forecasts/enso/current/
OBS
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
https://www.climate.gov/news-features/blogs/enso/how-good-have-enso-forecasts-been-lately
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
https://www.climate.gov/news-features/blogs/enso/how-good-have-enso-forecasts-been-lately
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
https://www.scopus.com/authid/detail.uri?authorId=23569422400
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
PREDICTANT 5 PREDICTORS
NEW
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
PLUS NEW ADDITIONAL FEATURES
Y
X
Ɵ = 45
Y’
We perform a 45 degree rotation to the observed-predicted point pairs
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
https://mattmazur.com/2015/03/17/a-step-by-step-backpropagation-example/
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
H1
H2
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
INDOZY ENSOSEASONALFORECASTING
HOT-SPOTSEASONALFORECASTING
FIRE RISKMAP
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SEASONAL HOT-SPOT FORECASTING USING ENSO AND PREVIOUS HOT-SPOTHALIDE (2016, GEOPHYSICS NATIONAL SEMINAR)
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://journal.fmipa.itb.ac.id/jms/article/view/303
Jurnal Matematika & Sains, Vol 16, No 1 (2011)
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR
http://cwfis.cfs.nrcan.gc.ca/maps/fw
6th ICTAP, 20-9-2016, IPTEKS UNHAS MAKASSAR