Universal Linear Response of the Mean First-Passage Time

Autor: Keidar, Tommer D., Reuveni, Shlomi
Rok vydání: 2024
Předmět:
Druh dokumentu: Working Paper
Popis: First-passage processes are pervasive across numerous scientific fields, yet a general framework for understanding their response to external perturbations remains elusive. While the fluctuation-dissipation theorem offers a complete linear response theory for systems in steady-state, it is not applicable to transient first-passage processes. We address this challenge by focusing on rare, rather than weak, perturbations. Surprisingly, we discover that the linear response of the mean first-passage time (MFPT) to such perturbations is universal. It depends solely on the first two moments of the unperturbed first-passage time and the mean completion time following perturbation activation, without requiring any assumptions about the underlying system's dynamics. To demonstrate the utility of our findings, we analyze the MFPT response of drift-diffusion processes in two scenarios: (i) stochastic resetting with information feedback, and (ii) an abrupt transition from a linear to a logarithmic potential. Remarkably, our approach bypasses the need for explicit problem-solving, allowing us to unravel and explain the highly non-trivial response phase space of these systems. Our results simplify the analysis of complex systems, offering a powerful tool for predicting the impact of perturbations on first-passage processes across various scenarios and research fields.
Databáze: arXiv