Landscape quantifies the intermediate state and transition dynamics in ecological networks
Jinchao Lv1,2, Jin Wang3, Chunhe Li1,2,4
1Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.
Plos Computational Biology
|January 5, 2024
Summary
Ecological systems can collapse, but understanding their energy landscapes reveals intermediate states crucial for transitions. A new barrier height metric offers earlier warnings of ecosystem breakdown, aiding sustainability efforts.
Area of Science:
- Ecology
- Complex Systems Science
- Conservation Biology
Background:
- Ecological collapse and restoration mechanisms are vital for human-nature coexistence.
- Elucidating stochastic dynamical transitions in ecological systems remains challenging.
- Plant-pollinator networks serve as a model for studying ecosystem dynamics.
Purpose of the Study:
- To quantify the energy landscape of an ecological system using a plant-pollinator network example.
- To identify and analyze intermediate stable states within the ecological energy landscape.
- To develop a novel early-warning signal for ecological transitions based on landscape properties.
Main Methods:
- Quantification of the ecological energy landscape.
- Analysis of attractors representing stable states (high, low, intermediate abundance).
- Definition and application of barrier height (BH) as a transition feasibility metric.
Main Results:
- The energy landscape revealed multiple attractors, including high, low, and intermediate abundance stable states.
- Intermediate states were detected, particularly under conditions of pollinator decline.
- The indispensable role of intermediate states in facilitating system transitions was demonstrated.
- Barrier height (BH) was defined as a global quantity to evaluate transition feasibility.
Conclusions:
- The barrier height (BH) can serve as an effective early-warning signal (EWS) for impending catastrophic ecological breakdowns.
- BH provides earlier and more accurate warnings compared to traditional time-series metrics.
- These findings support the development of improved management strategies for environmental sustainability.
Related Concept Videos
Energy Diagrams, Transition States, and Intermediates
16.5K
Free-energy diagrams, or reaction coordinate diagrams, are graphs showing the energy changes that occur during a chemical reaction. The reaction coordinate represented on the horizontal axis shows how far the reaction has progressed structurally. Positions along the x-axis close to the reactants have structures resembling the reactants, while positions close to the products resemble the products. Peaks on the energy diagram represent stable structures with measurable lifetimes, while...
16.5K
Entropy Change in Reversible Processes
2.5K
In the Carnot engine, which achieves the maximum efficiency between two reservoirs of fixed temperatures, the total change in entropy is zero. The observation can be generalized by considering any reversible cyclic process consisting of many Carnot cycles. Thus, it can be stated that the total entropy change of any ideal reversible cycle is zero.
The statement can be further generalized to prove that entropy is a state function. Take a cyclic process between any two points on a p-V diagram.
The statement can be further generalized to prove that entropy is a state function. Take a cyclic process between any two points on a p-V diagram.
2.5K
Path Between Thermodynamics States
3.2K
Consider the two thermodynamic processes involving an ideal gas that are represented by paths AC and ABC in Figure 1:
3.2K
Noncompartmental Analysis: Mean Residence Time
146
According to statistical moment theory, mean residence time (MRT) is an important measure in pharmacokinetics. MRT can be defined as the expected mean of a probability density function distribution. It provides valuable insights into drug disposition in the body.
After the administration of a drug through intravenous bolus injection, the drug molecules are distributed throughout the body and remain there for varying periods. The MRT represents the average time these drug molecules stay in the...
After the administration of a drug through intravenous bolus injection, the drug molecules are distributed throughout the body and remain there for varying periods. The MRT represents the average time these drug molecules stay in the...
146
Mechanistic Models: Compartment Models in Individual and Population Analysis
43
Mechanistic models are utilized in individual analysis using single-source data, but imperfections arise due to data collection errors, preventing perfect prediction of observed data. The mathematical equation involves known values (Xi), observed concentrations (Ci), measurement errors (εi), model parameters (ϕj), and the related function (ƒi) for i number of values. Different least-squares metrics quantify differences between predicted and observed values. The ordinary least...
43
Conservation of Declining Populations
9.6K
Conservation of declining population focuses on ways of detecting, diagnosing, and halting a population decline. The approach uses methods to prevent populations from going extinct.
9.6K


