Collapse rarely begins with chaos …
it begins when systems become too stable to adapt.
#CRTIv4 shows how bifurcation structure, stochastic escape, & early-warning signals reveal the collapse basin before the tipping point.
doi.org/10.5281/zeno...
#CRTI #ComplexSystems #EarlyWarningSignals 🖖
Excited to share our work in collaboration with @pik-potsdam.bsky.social and National Physical Laboratory, published in Scientific Reports. We show that early warnings are too late when parameters change rapidly.
10.1038/s41598-025-06525-5
#Tipping #EarlyWarningSignals #ComplexSystems #IITmadras
#mathematicalModelling #drylandClimate #FairyCircles #phenology #badlands #AI #ML #NDVI #feedbackMechanisms #runoff #MCMCalgorithms #diffusion #bifurcations #tippingpoints #earlyWarningSignals
Key point: Antiseizure medication efficacy assessment based on change in seizure frequency is influenced by intrinsic seizure variability, especially at low SFs;
doi.org/10.1111/epi....
#epilepsy #epilepsia #ilae #complexsystems #earlywarningsignals #nonlinearanalysis #RQA #seizuresusceptibility
