Iterative integration of deep learning in hybrid Earth surface system modelling

M Chen, Z Qian, N Boers, AJ Jakeman… - Nature Reviews Earth & …, 2023 - nature.com
Earth system modelling (ESM) is essential for understanding past, present and future Earth
processes. Deep learning (DL), with the data-driven strength of neural networks, has …

Complex network approaches to nonlinear time series analysis

Y Zou, RV Donner, N Marwan, JF Donges, J Kurths - Physics Reports, 2019 - Elsevier
In the last decade, there has been a growing body of literature addressing the utilization of
complex network methods for the characterization of dynamical systems based on time …

What we talk about when we talk about seasonality–A transdisciplinary review

O Kwiecien, T Braun, CF Brunello, P Faulkner… - Earth-Science …, 2022 - Elsevier
The role of seasonality is indisputable in climate and ecosystem dynamics. Seasonal
temperature and precipitation variability are of vital importance for the availability of food …

Theoretical and paleoclimatic evidence for abrupt transitions in the Earth system

N Boers, M Ghil, TF Stocker - Environmental Research Letters, 2022 - iopscience.iop.org
Specific components of the Earth system may abruptly change their state in response to
gradual changes in forcing. This possibility has attracted great scientific interest in recent …

Time averaging and emerging nonergodicity upon resetting of fractional Brownian motion and heterogeneous diffusion processes

W Wang, AG Cherstvy, H Kantz, R Metzler, IM Sokolov - Physical Review E, 2021 - APS
How different are the results of constant-rate resetting of anomalous-diffusion processes in
terms of their ensemble-averaged versus time-averaged mean-squared displacements …

A novel framework for carbon price forecasting with uncertainties

M Wang, M Zhu, L Tian - Energy economics, 2022 - Elsevier
Carbon price prediction is a key issue in the field of carbon market research. However, the
existing methods of carbon price forecasting mostly regard carbon price series as a certain …

The market-linkage of the volatility spillover between traditional energy price and carbon price on the realization of carbon value of emission reduction behavior

Q Wu, M Wang, L Tian - Journal of Cleaner Production, 2020 - Elsevier
Establishing a carbon market is widely regarded as an effective means of controlling global
carbon emission. Purchasing carbon emission right will increase the cost of enterprises …

A brief introduction to nonlinear time series analysis and recurrence plots

B Goswami - Vibration, 2019 - mdpi.com
Nonlinear time series analysis gained prominence from the late 1980s on, primarily because
of its ability to characterize, analyze, and predict nontrivial features in data sets that stem …

Trends in recurrence analysis of dynamical systems

N Marwan, KH Kraemer - The European Physical Journal Special Topics, 2023 - Springer
The last decade has witnessed a number of important and exciting developments that had
been achieved for improving recurrence plot-based data analysis and to widen its …

Automatic detection of abrupt transitions in paleoclimate records

W Bagniewski, M Ghil, DD Rousseau - Chaos: An Interdisciplinary …, 2021 - pubs.aip.org
Bifurcations and tipping points (TPs) are an important part of the Earth system's behavior.
These critical points represent thresholds at which small changes in the system's parameters …