Long-Term Forecasting of Strong Earthquakes in North America, South America, Japan, Southern China and Northern India with Machine Learning

VELASCO-HERRERA, VICTOR MANUEL; ROSSELLO, E.A.,; ORGEIRA, MARIA JULIA

FRONTIERS OF ENVIRONMENTAL SCIENCE & ENGINEERING IN CHINA

HIGHER EDUCATION PRESS

Lugar: Lausanna; Año: 2022

1673-7415

Strong earthquakes (magnitude 7) occur worldwide affecting different cities and countries while causing great human, ecological and economic losses. The ability to forecast strong earthquakes on the long-term basis is essential to minimize the risks and vulnerabilities of people living in highly seismic areas. We have studied seismic activities in North America, South America, Japan, Southern China and Northern India in searching for patterns in strong earthquakes on each of these active seismic zones between 1900 and 2021 with the powerful mathematical tool of wavelet transform. Every seismic pattern obtained clusters the earthquakes in historical intervals/episodes with and without strong earthquakes in the analyzed seismic zones. We want to clarify that the intervals where no strong earthquakes do not imply the total absence of seismic activity because earthquakes can occur with lesser magnitude within this same interval. From the information and pattern we obtained from the wavelet analyses, we created a probabilistic, long-term earthquake prediction model for each seismic zone analyzed using the Bayesian Machine Learning method. We propose that the periods of occurrence of earthquakes in each seismic zone analyzed could be interpreted as the period in which the stress builds up on different planes of a fault, until this energy releases through the rupture along faults and fractures near the plate tectonic boundaries. Then a series of earthquakes can occur along the fault as long as the stress subsides and a new cycle begins. Our machine learning models predict a new period of strong earthquakes between 2040 4 and 2057 4, 2024 1 and 2026 1, 2026 1 and 2031 1,2024 1 and 2027 1, and 2022 1 and 2028 1 for the five acive seismic zones of USA, Mexico, South America, Japan, and Southern China and Northern India, respectively.