SEASONAL CLIMATE FORECASTING TO BENEFIT BUSINESS AND SOCIETY

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Transcription:

SEASONAL CLIMATE FORECASTING TO BENEFIT BUSINESS AND SOCIETY Dr Mark Saunders Head of Seasonal Forecasting Department of Space and Climate Physics University College London UCL Lunch Hour Lecture 13th November 2001

University Department Department of Space and Climate Physics University College London HOLMBURY ST MARY Dorking Surrey RH5 6NT UK 2

Presentation Structure 1. Seasonal Climate Prediction 2. Impacts of Seasonal Weather on Business and Society 3. Skill Examples: ENSO, Hurricanes, UK Temperature 4. Winter Forecast for 2001/02 5. Future Developments 3

Weather and Climate Weather - Day to day change in temperature, rainfall, windiness etc Climate - Average state of the weather over periods from months to centuries Seasonal Climate Decadal Climate Multi-Decadal Climate 4

Limits of Weather Prediction Claims of skilfull predictions of day-to-day weather beyond 1-2 weeks have no scientific basis and are either misinformed or calculated misrepresentations of true capabilities. American Meteorological Society Policy Statement, 2001 5

Seasonal Weather Prediction The prediction of anomalies in climate over seasonal (1-3 months) periods of time. Skill possible because atmosphere is forced by large scale (and predictable) anomalies in sea surface temperature which evolve slowly. A major focus of MSSL Climate Physics Research: See: http://forecast.mssl mssl.ucl.ac..ac.uk http://www.tropicalstormrisk tropicalstormrisk.com 6

Earth s s Surface Temperature Record The Past 1,000 Years (Adapted from IPCC, 2001) 7

Interannual Changes - ENSO Occurring for >15,000 years El Niño N = Warm ENSO La Niña = Cold ENSO (Courtesy JPL) 1997/98 major El Niño cost > 20 bn 8

England and Wales Winter Rainfall 1900/01-2000/01 9

Central England Winter Temperature 1900/01-2000/01 10

2. Impacts of Seasonal Weather on Business and Society 11

Industries Affected Anomalous seasonal weather affects the financial performance of 70% of business and industry. Sectors affected include: Insurance, power, construction, farming, tourism, retail, manufacturing and travel. Anomalous weather also affects our health. 12

Atlantic Hurricanes Rank as the largest cause of US catastrophe loss ( 3.5( bn per year 1925-2000) NOAA-14 AVHRR Satellite Image 15 September 1999 Floyd (pictured) had a damage bill of 3.3 billion. 13

European Winter Storms European windstorms caused damages of 1.9 bn per year 1990-1999 Rank as the 2nd highest cause of global insured losses after US hurricanes Porthleven, Cornwall: 4 Jan 1998 (Courtesy, Simon Burt) 14

UK Winter Temperature For each 1 o C the mean daily temperature for England and Wales drops below 18 C the National Grid supplies 200,000 worth of additional power. Scarborough: 9/2/1991 (Image courtesy of PA News). 15

England and Wales Rainfall Impact on Car Wash Sales Average Volume per Day Dry Weekend 1999 Dry MW 1999 Dry WE 1999 Wet MW 1999 Wet WE Dry Weekday Wet Weekend Wet Weekday 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% Cumulative Probability (Figure Courtesy of Lance Garrard, MetRisk) 16

3. Skill Examples 17

Forecast Models Methodology Statistical principal component analysis of modes of sea surface temperature variability. True hindcast skill for 1986-2000 assessed by constructing models always with prior data. Leads from 0 to 12 months examined. Skill Score and Uncertainty Employ percentage improvement in RMSE over a climatological forecast (SS( (%)):): SS Clim (%) SS Clim = (1 - RMSE Fore /RMSE Clim ) x 100 Compute 95% confidence intervals on skill using the bootstrap method. 18

ENSO Forecast Skill for AS 19

La Niña Impacts (Image Courtesy, NOAA) 20

Tropical North Atlantic Forecast Skill for AS 21

Hurricane Seasonal Skill * * * 22

Lesser Antilles Strikes 23

USA Strikes 24

Key Factors Behind Atlantic Hurricane Activity Trade Wind Predictor SST Predictor 25

Seasonal Typhoon Activity Skill vs Lead Time 26

Tropical Storm Risk (TSR) "Seasonal Prediction of Tropical Cyclones" Three ocean basins New statistical and dynamical model techniques Land-falling tropical cyclones Useful lead time Increase skill level Frequency and severity Spatial results 27

Basins Under Research by TSR 28

Central England Temperature Central England Temperature (Monthly( Time Series from 1665) 29

Central England Temperature Seasonal Forecast for MAM 2001 Forecast Verification Period CET ( C) Forecast (± SD) MAM 2001 8.59 ± 0.56 Actual MAM 2001 8.50 Average (± SD) MAM 1971-2000 8.55 ± 0.78 30

Scatter Plot and Skill of MAM CET Hindcasts 1976-2000 MAM CET Model Skill 1976-2000 PRMSE CL 32% PMAE CL 35% PVE 48% 31

4. Winter 2001/02 Seasonal Forecast 32

North Atlantic Oscillation +ve NAO -ve NAO (Figures Courtesy of Martin Visbeck,, Columbia University) 33

NAO Winter Index 1825-2000 (Figure Courtesy of Tim Osborn, University of East Anglia) 34

Predictor Mode 1 (PC2) r (SST PC2, NAO, n=51) = 0.43 35

Predictor Mode 2 (PC5) r (SST PC5, NAO, n=51) = 0.38 36

Seasonal NAO Predictability 1950/1-2000/01 1 Correlation Skill of hindcasts for three NAO indices 0.8 Skill Score Correlation Skill 0.6 0.4 0.2 0-0.2-0.4-0.6 1950 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 CRU NAO Index Prior Year Persistence of CRU NAO Index CPC NAO Index PC1 of MSLP NAO Index Zero Skill 37

Seasonal NAO Predictability 1986/7-2000/1 Correlation Skill for Independent Forecasts CRU NAO CPC NAO MSLP NAO October 0.51 0.65 0.57 November 0.52 0.69 0.48 Winter 2001/02 NAO Forecast CRU NAO Index = 0.7 +/- 1.0 Thus the coming winter is expected to be a neutral NAO winter with temperature and rainfall close to the last 10-year average. 38

Conclusions Seasonal climate prediction is an innovation in meteorology. Forecast skill is already significant at leads of a few months. There are sound grounds for expecting this skill will improve with further research. With the earnings of 70% of industry sensitive to seasonal weather, business executives will be well advised to monitor developments in seasonal forecasting over the next few years. 39