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Lions–Magenes lemma

Lions–Magenes lemma is a biology topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Lions–Magenes lemma rather than just read about it. In short: In mathematics, the Lions–Magenes lemma (or theorem) is the result in the theory of Sobolev spaces of Banach space-valued functions, which provides a criterion for moving a time derivative of a function out of its action (as a functional) on the function itself. Statement of the lemma Let X0, X and X1 be three Hilbert spaces with X0 ⊆ X ⊆ X1.

Key takeaways

  • Lions–Magenes lemma belongs to biology; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Lions–Magenes lemma to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Lions–Magenes lemma from memory before moving on to harder problems.

Reference excerpt

In mathematics, the Lions–Magenes lemma (or theorem) is the result in the theory of Sobolev spaces of Banach space-valued functions, which provides a criterion for moving a time derivative of a function out of its action (as a functional) on the function itself.

Statement of the lemma Let X0, X and X1 be three Hilbert spaces with X0 ⊆ X ⊆ X1. Suppose that X0 is continuously embedded in X and that X is continuously embedded in X1, and that X1 is the dual space of X0. Denote the norm on X by || ⋅ ||X, and denote the action of X1 on X0 by ⟨ ⋅ , ⋅ ⟩ {\displaystyle \langle \cdot ,\cdot \rangle } . Suppose for some T > 0 {\displaystyle T>0} that u ∈ L 2 ( [ 0 , T ] ; X 0 ) {\displaystyle u\in L^{2}([0,T];X_{0})} is such that its time derivative u ˙ ∈ L 2 ( [ 0 , T ] ; X 1 ) {\displaystyle {\dot {u}}\in L^{2}([0,T];X_{1})} . Then u {\displaystyle u} is almost everywhere equal to a function continuous from [ 0 , T ] {\displaystyle [0,T]} into X {\displaystyle X} , and moreover the following equality holds in the sense of scalar distributions on ( 0 , T ) {\displaystyle (0,T)} :

1 2 d d t ‖ u ‖ X 2 = ⟨ u ˙ , u ⟩ {\displaystyle {\frac {1}{2}}{\frac {d}{dt}}\|u\|_{X}^{2}=\langle {\dot {u}},u\rangle }

The above equality is meaningful, since the functions

t → ‖ u ‖ X 2 , t → ⟨ u ˙ ( t ) , u ( t ) ⟩ {\displaystyle t\rightarrow \|u\|_{X}^{2},\quad t\rightarrow \langle {\dot {u}}(t),u(t)\rangle }

are both integrable on [ 0 , T ] {\displaystyle [0,T]} .

See also Aubin–Lions lemma

Notes This lemma does not extend to the case where u ∈ L p ( [ 0 , T ] ; X 0 ) {\displaystyle u\in L^{p}([0,T];X_{0})} is such that its time derivative u ˙ ∈ L q ( [ 0 , T ] ; X 1 ) {\displaystyle {\dot {u}}\in L^{q}([0,T];X_{1})} for 1 / p + 1 / q > 1 {\displaystyle 1/p+1/q>1} . For example, the energy equality for the 3-dimensional Navier–Stokes equations is not known to hold for weak solutions, since a weak solution u {\displaystyle u} is only known to satisfy u ∈ L 2 ( [ 0 , T ] ; H 1 ) {\displaystyle u\in L^{2}([0,T];H^{1})} and u ˙ ∈ L 4 / 3 ( [ 0 , T ] ; H − 1 ) {\displaystyle {\dot {u}}\in L^{4/3}([0,T];H^{-1})} (where H 1 {\displaystyle H^{1}} is a Sobolev space, and H − 1 {\displaystyle H^{-1}} is its dual space, which is not enough to apply the Lions–Magnes lemma. For this case, one would need u ˙ ∈ L 2 ( [ 0 , T ] ; H − 1 ) {\displaystyle {\dot {u}}\in L^{2}([0,T];H^{-1})} , but this is not known to be true for weak solutions.

References

Temam, Roger (2001). Navier-Stokes Equations: Theory and Numerical Analysis. Providence, RI: AMS Chelsea Publishing. pp. 176–177. (Lemma 1.2) Lions, Jacques L.; Magenes, Enrico (1972). Nonhomogeneous boundary values problems and applications. Berlin, New York: Springer-Verlag.

Worked examples

Example 1 — a first encounter with Lions–Magenes lemma

Start with the simplest possible case. Write down what Lions–Magenes lemma claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In biology, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Lions–Magenes lemma before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Lions–Magenes lemma ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Lions–Magenes lemma

In research
Lions–Magenes lemma appears in biology research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Lions–Magenes lemma in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Lions–Magenes lemma is common in secondary-school and first-year university syllabi. It links to neighbouring topics Lemmas in mathematical analysis, so understanding it makes those chapters shorter.
In everyday life
Look for Lions–Magenes lemma outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
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How to study Lions–Magenes lemma in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Lions–Magenes lemma means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Lions–Magenes lemma out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Lions–Magenes lemma in simple terms?

In mathematics, the Lions–Magenes lemma (or theorem) is the result in the theory of Sobolev spaces of Banach space-valued functions, which provides a criterion for moving a time derivative of a function out of its action (as a functional) on the function itself. Statement of the lemma Let X0, X and…

Why does Lions–Magenes lemma matter?

Because it connects several biology ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Lions–Magenes lemma?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Lions–Magenes lemma.

Tags

  • Lemmas in mathematical analysis

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