For the Ricker population map , fixed points satisfy or . Thus zero exists for all , while is positive exactly when . Since , the respective periodic-orbit multipliers are and .
Consequently zero is linearly attracting for and repelling for ; the positive biological population is linearly attracting for and repelling for . The periodic-orbit multiplier of the positive point is positive below and negative above it, distinguishing monotone from alternating local convergence. At , the coincident zero state has unit periodic-orbit multiplier but for every , giving nonlinear attraction from the physical right side. At the periodic-orbit multiplier is and linearization is inconclusive. Writing , the second iterate has expansion , so the critical point is weakly attracting; beyond it a period-doubling instability occurs.
Here and , so a perturbation varying in both coordinates has and
With the given unit coefficients the determinant becomes . The trace remains negative, so instability occurs precisely when , or
The right-hand side is strictly increasing for , since its derivative is . Its smallest allowed value is attained by the mode , giving the onset threshold
At this value the first mixed mode has a zero eigenvalue; it becomes unstable for . Thus the critical value is the infimum of the strictly unstable range, rather than a strictly unstable point itself. Its spatial factor is .
For the modal matrix , , its trace is always negative:
Its determinant is
The proposed inequality is exactly . It makes the coefficient of positive, while the leading and constant coefficients are already positive. Therefore for every , independent of which discrete wave numbers the domain allows.
A real two-by-two matrix with negative trace and positive determinant has both eigenvalues with negative real part: if they are real they have positive product and negative sum, and if nonreal their common real part is half the trace. Every mode therefore decays, proving linear stability for all domain sizes under the stated sufficient condition.
For the cosine mode in the question, the Laplacian acts by multiplication by , where
These modes obey the Neumann boundary conditions. In the chemotactic term, put , . Then , and ; the second product is a quadratic polynomial in perturbation amplitude. Thus the linearized equations are
Substituting the modal time dependence gives
Separating this matrix into its transport part and the reaction Jacobian matrix gives the required form, with the same as above.

Pinned article: Introduction to the OurBigBook Project

Welcome to the OurBigBook Project! Our goal is to create the perfect publishing platform for STEM subjects, and get university-level students to write the best free STEM tutorials ever.
Everyone is welcome to create an account and play with the site: ourbigbook.com/go/register. We belive that students themselves can write amazing tutorials, but teachers are welcome too. You can write about anything you want, it doesn't have to be STEM or even educational. Silly test content is very welcome and you won't be penalized in any way. Just keep it legal!
We have two killer features:
  1. topics: topics group articles by different users with the same title, e.g. here is the topic for the "Fundamental Theorem of Calculus" ourbigbook.com/go/topic/fundamental-theorem-of-calculus
    Articles of different users are sorted by upvote within each article page. This feature is a bit like:
    • a Wikipedia where each user can have their own version of each article
    • a Q&A website like Stack Overflow, where multiple people can give their views on a given topic, and the best ones are sorted by upvote. Except you don't need to wait for someone to ask first, and any topic goes, no matter how narrow or broad
    This feature makes it possible for readers to find better explanations of any topic created by other writers. And it allows writers to create an explanation in a place that readers might actually find it.
    Figure 1.
    Screenshot of the "Derivative" topic page
    . View it live at: ourbigbook.com/go/topic/derivative
  2. local editing: you can store all your personal knowledge base content locally in a plaintext markup format that can be edited locally and published either:
    This way you can be sure that even if OurBigBook.com were to go down one day (which we have no plans to do as it is quite cheap to host!), your content will still be perfectly readable as a static site.
    Figure 5. . You can also edit articles on the Web editor without installing anything locally.
    Video 3.
    Edit locally and publish demo
    . Source. This shows editing OurBigBook Markup and publishing it using the Visual Studio Code extension.
  3. https://raw.githubusercontent.com/ourbigbook/ourbigbook-media/master/feature/x/hilbert-space-arrow.png
  4. Infinitely deep tables of contents:
    Figure 6.
    Dynamic article tree with infinitely deep table of contents
    .
    Descendant pages can also show up as toplevel e.g.: ourbigbook.com/cirosantilli/chordate-subclade
All our software is open source and hosted at: github.com/ourbigbook/ourbigbook
Further documentation can be found at: docs.ourbigbook.com
Feel free to reach our to us for any help or suggestions: docs.ourbigbook.com/#contact