(A year of expected average hurricane activity)
By
William M. Gray,* Christopher W. Landsea**, John A. Knaff***, Paul W. Mielke, Jr. and Kenneth J. Berry****
* Professor of Atmospheric Science ** Meteorologist with NOAA/AOML HRD Lab., Miami, FL *** Post-doctoral Research Associate **** Professors of Statistics
[Thomas Milligan of Colorado State University, Media Representative, (970-491-6432) is available to answer various questions about this forecast. ]
Department of Atmospheric Science
Colorado State University
Fort Collins, CO 80523
Phone Number: 970-491-8681
(As of 7 April 1998)
Current trends in the relevant global climate conditions lack any dominating feature likely to cause either a highly active or inactive Atlantic hurricane season this summer. Rather, information obtained through March 1998 indicates that the upcoming 1998 Atlantic hurricane season is likely to experience about average hurricane activity. We project that total season activity will include 10 named storms (average is 9.3), 50 named storm days (average is 47), 6 hurricanes (average is 5.8), 20 hurricane days (average is 24), 2 intense (category 3-4-5) hurricanes (average is 2.3), 4 intense hurricane days (average is 4.7) and a hurricane destruction potential (HDP) of 65 (average is 71). Whereas net 1998 tropical cyclone activity is expected to be about 95 percent of the long term average, conditions this year should be distinctively more active than 1997 but less active than the very busy hurricane seasons of 1995 and 1996. This early April prediction indicates a greater possibility of a slightly more active season than did our early December (1997) forecast of 1998 hurricane activity. An important element entering this April forecast update is more evidence that the very strong 1997-1998 El Niño will be largely dissipated by the start of the (climatologically) active part of the hurricane season (i.e., mid-August). Additional later forecasts updates for 1998 will be issued on 5 June and 6 August 1998. A post-season review and critique of this forecast will be made in late November 1998. These forecasts, as well as those for past seasons, are also available on the World Wide Web at the access location given on the cover page.
1. Introduction
Surprisingly strong long range predictive signals exist for seasonal tropical cyclone activity in the Atlantic basin. Our ongoing research
indicates that a sizeable portion of the year-to-year variability
of nine indices of Atlantic tropical cyclone activity can be forecast with useful skill as early as late November of the prior year. Each year this late fall forecast is then updated in early April, early June and early August. This paper presents the early April update of our Atlantic 1998 forecast which contain meteorological data available through the end of March 1998.
Our seasonal hurricane forecasts are based on the premise that the behavior of the atmosphere during the coming year will, in general, follow that of similar years of the past. In other words, we assume that those global environmental conditions which preceded active (or inactive) hurricane seasons in the past will be similarly related to future active (or inactive) hurricane seasons. Allowing that seasonal variations of the global atmosphere and ocean tend to occur as a coherent, structured process, past observations provide insight as to how the atmosphere-ocean-land system will likely operate in future months and seasons. As we study new data and ideas, our forecast methodology continues to evolve while our overall forecast skill improves with time.
Forecasts are developed using 48 years (1950-1997) of historical data. We examine this historical data in order to develop the best possible forecast equations from a variety of global wind, temperature, pressure, and rainfall features. Figures 1 and 2 show the various factors which are used either for our statistical models or provide additional considerations for determining our final ``adjusted" forecast.
2. Prediction Methodology
We forecast nine measures of seasonal Atlantic basin tropical cyclone activity including the following seasonal numbers of Named Storms (NS), Named Storm Days (NSD), Hurricanes (H), Hurricane Days (HD), Intense Hurricanes (IH), Intense Hurricane Days (IHD), the Hurricane Destruction Potential (HDP), Net Tropical cyclone Activity (NTC), and the Maximum Potential Destruction (MPD). (Definitions for these indices are given on page 2). For each of these measures, we choose the best three to six predictors (i.e., those resulting in optimum prediction skill) from a group of 13 possible forecast parameters known to be related to tropical cyclone activity. The current set of potential predictors used to develop our early April forecast is shown in Table 1. The specific values of these parameters used in this year's April forecast are shown in the right hand column.
We make a number of statistical forecasts which are summarized in Table 2. Column 1 of Table 2 represents our best statistical forecast where, so as to minimize the skill degradation of these equations when making independent forecasts via statistical ``overfitting", we include the least number of predictors for the highest amount of hindcast variance. We stop adding predictors when the hindcast improvement of the next best predictor adds less than a 0.025 improvement to the total variance explained.
We have also studied a scheme which uses various fixed number of predictors. This procedure investigates how hindcast variance (not necessarily true skill) increases as a fixed number of predictors are increased from 4 to 6. Although independent forecast skill (i.e., ``true skill") typically degrades in approximate proportion to the increased number of predictors, it is of interest to determine the degree of hindcast improvement which occurs with added predictors. Individual year forecast skill degradation from application of hindcast statistics can never be accurately specified. Consequently, as the latter are purely random effects, the hazards of overfitting become obvious.
Additional forecast parameters representing conditions in the Atlantic and Pacific Ocean basins and in the Asia-Australia regions (Figs. 1 and 2) are also consulted for further qualitative interpolation and possible influence on our final ``adjusted" forecast.
For 1 April Prediction (see Figs. 1 and 2 for location) | Specific 1 April Fcst Parameters |
---|---|
1) U50 (Mar extrapolated to Sep) | -14 m/s |
2) U30 (Mar extrapolated to Sep) | -31 m/s |
3) AbsShe - absolute shear (Mar extrapolated to Sep) | 17 m/s |
4) Balboa - U50 (June-Aug, 1997) | - 4 m/s |
5) Rain GG- Aug-Nov Guinea Coast Rain | -0.43 SD |
6) Rain WS- Jun-Sep West Sahel Rain | -0.73 SD |
7) R-ON - Ridge SLPA (Oct to Nov) | - l.37 SD |
8) R-M - Ridge SLPA (Mar) | -.91 SD |
9) NATL (Jan to Mar) SSTA | +0.26°C |
10) TATL (Jan to Mar) SSTA | +0.67°C |
11) Nino 3.4 Mar SSTA | +1.47°C |
12) Nino 3.4 (Mar minus Feb) SSTA | -0.67°C |
13) Nino 4 (Jan, Feb, Mar minus Oct, Nov, Dec) SSTA | -0.26°C |
Fixed Number of predictors | ||||
---|---|---|---|---|
Variable Predictors | 4 | 6 | 8 | |
(a) | (b) | (c) | (d) | |
N | .531 (4) | .531 | .569 | .591 |
NSD | .541 (5) | .489 | .559 | .583 |
H | .459 (4) | .459 | .506 | .526 |
HD | .505 (5) | .460 | .517 | .549 |
IH | .510 (4) | .520 | .552 | .572 |
IHD | .362 (3) | .378 | .465 | .491 |
HDP | .504 (5) | .455 | .518 | .542 |
NTC | .566 (6) | .490 | .573 | .599 |
MPD | .613 (5) | .573 | .630 | .644 |
Table 2 lists hindcast prediction skills for our various statistical models including the variable number of predictor schemes along with fixed sets of 4 and 6 predictors. Probability dictates that, on average, a net degradation of this hindcast skill of between 5-15 percent of total in variance will likely occur. The amount of degradation (if any) for an individual year forecast is a random process. In some years when conditions include strong trends that are similar to past years, forecasts will do quite well while in other years, a given forecast can perform quite poorly. This is because our 48-year (1950-1997) base of predictors likely does not explain the full range of independent possibilities. Our 1997 forecast is a good example. No year in our 1950 through 1996 developmental data sets had ever experienced an El Niño event anywhere nearly as intense (by a factor of 2) as the 1997-98 El Niño - the most intense event ever measured.
3. Early April Forecast
Table 3 lists our April statistical forecast prediction for the 1998 hurricane season along with what we consider our current best qualitatively adjusted forecast. Columns 1-3 lists all of our statistical forecasts, column 4 contains our best qualitative adjusted ``final" forecasts, and column 5 provides the climatological mean for each parameter for 1950-1990. We have made a small upward adjustment of our early December forecast. An average hurricane season is expected.
Full Forecast Parameter | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
Fixed predictors | |||||
Variable | 4 | 6 | Adjusted | 1950-1990 | |
Predictor | Predictors | Predictors | Actual Fcst | Climatology | |
Named Storms (NS) | 8.71 (4) | 8.71 | 9.63 | 10 | 9.3 |
Named Storm Days (NSD) | 49.95 (5) | 49.16 | 46.40 | 50 | 46.6 |
Hurricanes (H) | 6.10 (4) | 6.10 | 4.66 | 6 | 5.8 |
Hurricane Days (HD) | 21.14 (5) | 19.53 | 14.16 | 20 | 23.9 |
Intense Hurricanes (IH) | 2.88 (4) | 2.74 | 2.70 | 2 | 2.3 |
Intense Hurricane Days (IHD) | 3.61 (3) | 3.13 | 0.39 | 4 | 4.7 |
Hurricane Destruction | |||||
Potential (HDP) | 64.22 (5) | 40.99 | 62.91 | 65 | 71.2 |
Net Tropical Cyclone | |||||
Activity (NTC) | 86.78 (6) | 66.63 | 54.05 | 95 | 100 |
Maximum Potential | |||||
Destruction (MPD) | 63.98 (5) | 68.81 | 62.63 | 65 | 66 |
We consider the variable predictor scheme to be our best forecast. Table 4 shows the statistical spread of our predictors as well as our hindcast skill and expected likely skill with independent data.
Fcst Parameter | No. of Prediction | Lowest 25% Below | Forecast | Highest 25% Above | Hindcast Skill | Likely Independent Forecast Skill |
---|---|---|---|---|---|---|
NS | (4) | 8.19 | 8.71 | 10.19 | .531 | .369 |
NSD | (5) | 44.28 | 49.95 | 54.65 | .541 | .379 |
H | (4) | 4.89 | 6.10 | 6.79 | .459 | .254 |
HD | (5) | 14.45 | 21.14 | 25.21 | .505 | .324 |
IH | (4) | 2.30 | 2.88 | 3.36 | .510 | .337 |
IHD | (3) | 2.12 | 3.61 | 5.48 | .362 | .204 |
HDP | (5) | 35.48 | 64.22 | 75.11 | .504 | .323 |
NTC | (6) | 66.59 | 86.78 | 99.79 | .566 | .411 |
MPD | (5) | 56.77 | 63.98 | 71.42 | .613 | .478 |
Discussion
Forecast signals for 1998 contain a mix of positive and negative influences. Of the 13 potential predictors listed in Table 1, six (those associated with the QBO and last year's West African rainfall) indicate below average activity, whereas the other seven factors indicate above average activity for 1998. Additional climate factors favorable for 1998 hurricane activity in the Atlantic basin which are not believed to be fully reflected in our objective April predictions include:
June-July | August-September | June through September | |
SLPA | -0.84 | -0.35 | -0.84 |
In summary, data through the end of March indicate that 1998 will experience hurricane activity above that to be expected for an easterly stratospheric QBO year and in a year when a strong El Niño is still present near the start of the season.
4. Current El Niño Influences on the 1998 Hurricane Season
A difficult aspect of our 1998 forecast is predicting the rate of dissipation of the current El Niño and determining if there are going to be an El Niño induced residual influences on this year's hurricane season. This assessment involves prediction of both the El Niño dissipation rate through summer 1998, as well as gauging delayed El Niño induced negative residual influences. Hurricane seasons in years of fading El Niños can be either active or inactive. For instance, the hurricane seasons of 1919, 1931, 1970, 1973, 1983, and 1992 (following El Niño years of 1918, 1930, 1969, 1972, 1982, and 1991) were quite inactive while those years of 1906, 1915, 1926, 1958, 1966, and 1995 (following the El Niño years of 1905, 1914, 1925, 1957, 1965, and 1994) were quite active. Table 6 lists these years.
Analog Years | Non-analog Years |
---|---|
1905-1906 | 1918-1919 |
1914-1915 | 1930-1931 |
1925-1926 | 1969-1970 |
1957-1958 | 1972-1973 |
1965-1966 | 1982-1983 |
1994-1995 | 1991-1992 |
Likely 1997-98 |
We presently believe that the 1998 hurricane season will be more typical of the active hurricane years associated with fading El Niños. Atlantic basin ocean and atmospheric circulation conditions as manifested by the Atlantic subtropical ridge pressure, Atlantic SSTA, Atlantic SLPA, and Western Sahel rainfall are different for these two classes of ENSO weakening years; 1998 Atlantic basin weather conditions being more typical of an active period.
Knaff and Landsea (1997) have recently developed a new extended-range ENSO prediction scheme based on an optimum combination of climatology and persistence. Their SST forecast of June-July-August and September-October-November 1998 for Nino 3.4 SST anomaly indicates values are -0.03°C and -0.06°C, respectively. Hence, we believe that the current ENSO will cool rapidly over the next 3-4 months and cool eastern Pacific SSTA conditions will be in place by late summer and early fall. Such a rapid winter to summer reversal is typical of very strong El Niños. Figure 3 indicates how we project the current El Niño to fade out.
We view the 1998 hurricane season to be more typical of those more active hurricane seasons of 1906, 1915, 1926, 1958, 1966, 1995 when El Niño condition were weakening following the El Niños of 1905, 1914, 1925, 1957, 1965 and 1994. These are the best ``analog" years to 1998. These years are to be contrasted with the non-analog years to 1998 of weakening El Niño years of 1919, 1931, 1973, 1983, 1987, 1992, following the El Niño years of 1918, 1930, 1972, 1982, 1986, and 1991. Table 7 shows the differences in seasonal activity in active (analog years) versus inactive (non-analog) years. Observations support 1998 being an analog year. This inference is a consequence of several early year 1998 Atlantic basin and circulation trends including:
Table 8 lists contrasting information for Atlantic basin circulation features associated with analog years which had retreating El Niños versus those retreating El Niño years when Atlantic basin conditions were different than 1998, the ``non-analog" years.
Given the hurricane enhancing warm Atlantic SST and low Azores subtropical ridge conditions, we expect that the negative influences of the likely easterly QBO to be more than canceled out and that a near average 1998 hurricane season will ensue.
5. Likely Cause of Unusually Strong 1997-1998 El Niño
Our 1997 hurricane underestimation was due to our inability to anticipate the coming strength of the strongest El Niño on record. The West Pacific equatorial warm water pool was stronger than we realized. Figure 4 shows that the weak El Niño warming events of 1991 through 1994 probably did not significantly deplete the warm pool. Since the last major El Niño of 1986-87, the warm water pool was very large. This ``poised for release" warm water pool was then set off by a number of 40-50 day oscillation westerly wind events and from the development of a number of long lasting tropical cyclones which also caused equatorial wind to also be from the west. This was a very unusual combination of events.
Analog Years Non-analog Years
1905-1906 1918-1919
1914-1915 1930-1931
1925-1926 1969-1970
1957-1958 1972-1973
1965-1966 1982-1983
1994-1995 1991-1992
Likely 1997-98
NS H IH NTC
Analog Years 11.1 7.8 4.2 173
Non-analog Years 6.5 3.2 1.2 52
Ratio 1.7 2.4 3.5 3.3
(1)
NATL
SSTA
(2)
TATL
SSTA
(3)
W. ATL
SSTA
(4)
MAR
Ridge
(5)
O-N
Rain
(6)
W.Sahel
Analog Years +.30°C +.08°C -.69 +.15 -.50 +.93 SD
Non-analog years -.21°C -.25°C +.11 +.51 -.04 -.64 SD
Difference
Analog-Non-analog +.51°C +.33°C -.80 -.36 -.46 +1.57 SD
Observed or Fcst
for 1998 - more
typical of analog years
+.26°C +.67°C -.84 mb fcst. -.91 SD -1.37 SD +.30 SD fcst.