no code implementations • 31 Mar 2022 • Junjie Jiang, Zi-Gang Huang, Celso Grebogi, Ying-Cheng Lai
We develop a deep convolutional neural network (DCNN) based framework for model-free prediction of the occurrence of extreme events both in time ("when") and in space ("where") in nonlinear physical systems of spatial dimension two.
no code implementations • 15 Dec 2020 • José Trobia, Kun Tian, Antonio Marcos Batista, Celso Grebogi, Hai-Peng Ren, Moises Souza Santos, Paulo Ricardo Protachevicz, Fernando da Silva Borges, José Danilo Szezech Jr, Ricardo Luiz Viana, Iberê Luiz Caldas, Kelly Cristiane Iarosz
Brain tumours are masses of abnormal cells that can grow in an uncontrolled way in the brain.
no code implementations • 2 Dec 2020 • Ling-Wei Kong, Hua-Wei Fan, Celso Grebogi, Ying-Cheng Lai
Remarkably, for a parameter drift through the critical point, the machine with the input parameter channel is able to predict not only that the system will be in a transient state, but also the average transient time before the final collapse.
no code implementations • 21 Aug 2020 • José Trobia, Enrique C Gabrick, Evandro G Seifert, Fernando S Borges, Paulo R Protachevicz, José D Szezech Jr, Kelly C Iarosz, Moises S Santos, Iberê L Caldas, Kun Tian, Hai-Peng Ren, Celso Grebogi, Antonio M Batista
The immune system is composed of resting cells that are converted to hunting cells to combat the cancer.