The Ocean's Pulse Warns of a Warm Winter ✛ ✎

Original: "Evaluation of the Real-time El Niño Forecasts by the Climate Network Approach between 2011 and Present"
arXiv:2402.05911 · 2024-02-08 · arXiv non-exclusive · independent analysis · 1 min
The Pacific Ocean itself hints when El Niño is on the way.

The Pacific Ocean breathes, and that breath has a pulse. Every few years, its surface warms more than usual, bringing downpours to Peru and drought to Australia. This is El Niño, the warm phase of the ocean temperature oscillation. Predicting it in advance has long been a goal, but in spring the ocean and atmosphere behave so unpredictably that forecasts often miss the mark.

Instead of listening to individual points, scientists came up with a way to listen to the whole ocean at once. They took 14 points in the El Niño region and 193 points around it, and connected those that warmed and cooled in the same rhythm. The result is a network. When the connections in this network become too strong, it means the ocean is gearing up for a warm event a year later. The threshold for connection strength was set in advance, using historical data, and has not been changed since.

From 2011 to 2022, the method issued four alarms. Three of them came true, and only one was false. In the remaining years, it correctly said that no new El Niño would occur.

Now this ocean pulse can be monitored every year. Farmers in Peru know in advance that heavy rains are coming and can choose different crop varieties. Water authorities in Australia prepare for drought. The method is not perfect, but it has shown for the first time that long-term El Niño forecasting is possible not just on paper.

The threshold Θ=2.82 was chosen from the range 2.815–2.834, which gave the best results on the training period 1950–1980. Interestingly, all false alarms (1994, 2004, 2019) were accompanied by at least one ONI value ≥0.5 in the same year, which inspired the idea for improving the algorithm.

p = 9q^4(1-q)^8 + q^3(1-q)^9
Probability of obtaining the same or better forecast configuration by random guessing, where q=12/43 is the climatological probability of El Niño onset in a year.
Concepts
ENSO El Niño-Southern Oscillation El Niño spring predictability barrier La Niña Multivariate ENSO Index ERSST NOAA CPC relative ONI recharge oscillator model Jin-Timmermann model probabilistic forecast Westerly wind burst forecast interannual variability Southern Oscillation natural variability NOAA PMEL / TAO seasonal cycle equatorial wave propagation