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Problem: Application of Cauchy-Schwarz Inequality in Work Done
In classical mechanics, the work done ##W## by a constant force ##\vec{F} = F_x \hat{i} + F_y \hat{j}## acting on a particle undergoing a displacement ##\vec{d} = d_x \hat{i} + d_y \hat{j}## is defined as the scalar (dot) product ##W = \vec{F} \cdot \vec{d} = F_x d_x + F_y d_y##.
| Quantity | Mathematical Representation | Physical Meaning |
|---|---|---|
| Force Vector | ##\vec{F} = F_x \hat{i} + F_y \hat{j}## | The push or pull acting on a particle |
| Displacement Vector | ##\vec{d} = d_x \hat{i} + d_y \hat{j}## | The change in position of the particle |
| Work Done | ##W = \vec{F} \cdot \vec{d}## | Energy transferred by the force over displacement |
| Using the Cauchy-Schwarz inequality for vectors in ##\mathbb{R}^2##, establish the mathematical upper bound for the magnitude of the work done ## | W | ## in terms of the magnitudes of the force and displacement vectors. Furthermore, determine the exact physical condition under which this upper bound is achieved. |
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Worked Solution & Step-by-Step Explanation
To determine the upper bound of the work done, we rely on the Cauchy-Schwarz inequality. This inequality is a fundamental theorem in linear algebra and vector calculus, providing a tight bound on the inner product of two vectors.
Step 1: The Cauchy-Schwarz Inequality Definition
For any two sequences of real numbers ##(a_1, a_2)## and ##(b_1, b_2)##, the Cauchy-Schwarz inequality states:
By taking the non-negative square root of both sides, we obtain the expression for the absolute value:
| Form | Mathematical Expression | Context |
|---|---|---|
| Absolute Value Form |
| ## | a_1 b_1 + a_2 b_2 | \le \sqrt{a_1^2 + a_2^2} \cdot \sqrt{b_1^2 + b_2^2}## |
|---|---|---|
| Squared Form | ##(a_1 b_1 + a_2 b_2)^2 \le (a_1^2 + a_2^2)(b_1^2 + b_2^2)## | Original inequality for sequences |
Derived by taking non-negative square root
Vector Dot Product Equivalent
| ## | \vec{A} \cdot \vec{B} | \le \ | \vec{A}\ | \ | \vec{B}\ | ## |
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General vector form (implied by inequality)
Step 2: Mapping to Physical Variables
We define our force vector components as ##a_1 = F_x## and ##a_2 = F_y##, and our displacement vector components as ##b_1 = d_x## and ##b_2 = d_y##. Substituting these into the inequality yields:
| Cauchy-Schwarz Variable | Physical Variable | Description |
|---|---|---|
| ##a_1## | ##F_x## | X-component of the Force Vector |
| ##a_2## | ##F_y## | Y-component of the Force Vector |
| ##b_1## | ##d_x## | X-component of the Displacement Vector |
| ##b_2## | ##d_y## | Y-component of the Displacement Vector |
Step 3: Identification of Physical Quantities
| The left-hand side of the inequality is the definition of the work done, ##W = \vec{F} \cdot \vec{d}##. Thus, we represent the absolute value as ## | W | ##. On the right-hand side, we recognize the Euclidean norms (magnitudes) of the force and displacement vectors: |
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Consequently, the inequality simplifies to:
This establishes that the magnitude of the work done can never exceed the product of the magnitudes of the force and the displacement.
Step 4: Determining the Condition for Equality
The equality holds if and only if the vectors are linearly dependent (i.e., proportional). Mathematically, this occurs when:
where ##k## is a non-zero scalar constant. In physical terms, this implies that the force vector ##\vec{F}## is parallel or antiparallel to the displacement vector ##\vec{d}##.
| Condition | Mathematical Meaning | Physical Interpretation | ||
|---|---|---|---|---|
| :--- | :--- | :--- | ||
| ##k > 0## | ##\vec{F} = k\vec{d}## | Force is in the same direction as displacement; ##\theta = 0^\circ## | ||
| ##k < 0## | ##\vec{F} = k\vec{d}## | Force is in the opposite direction; ##\theta = 180^\circ## | ||
| ## | W | = \ | \vec{F}\ |
| Since the standard definition of work is ##W = \ | \vec{F}\ | \ | \vec{d}\ | \cos\theta##, the Cauchy-Schwarz inequality confirms that ## | W | ## reaches its maximum possible value when ##\cos\theta = \pm 1##. This rigorous approach confirms that the most efficient transfer of energy (maximum work) occurs when the force is applied directly along the line of motion. |
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RESOURCES
- Why does the Cauchy-Schwarz inequality hold in any inner product ...math.stackexchange.comAug 8, 2013 ... I am working through linear algebra problems in Apostol's Calculus, and he has numerous problems that seem to imply that…
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- Constructive proof of the Cauchy Schwarz inequalitymath.stackexchange.comSep 4, 2018 ... (I would not even have touched the question in that form, if this direction would have been made clear from…
- The Cauchy-Schwarz Inequality and a Paradox/Puzzle - SIAMsiam.orgNov 1, 2019 ... ... Cauchy-Schwarz inequality ... Potential energy increases precisely by the amount of work done to overcome the hydrostatic pressure; friction…
- The Two Cultures of Mathematics Revisited | The n-Category Cafégolem.ph.utexas.eduMay 22, 2007 ... ... Cauchy-Schwarz inequality won't work there. On the other hand, if one thinks of the Cauchy-Schwarz inequality as having to…
- Generalizing the Cauchy-Schwarz inequality - arXivarxiv.orgJul 15, 2025 ... This is by no means an exhaustive list of work done to generalize or strengthen the Cauchy–Schwarz inequality, but it…
- I have a PhD in Analysis, and I feel like I'm still learning new ... - Redditreddit.comOct 11, 2021 ... ... work, whether you are an undergrad or a seasoned researcher? The triangle inequality and Cauchy Schwarz are part of…
- [1907.05024] Improving the Cauchy-Schwarz inequality - arXivarxiv.orgJul 11, 2019 ... More importantly, a variant of it is seen to work desirably in certain singular situations where the celebrated inequality appears…
- Researchers are using the Cauchy-Schwarz inequality to train ...reddit.comMar 5, 2025 ... Any mathematicians here working in ML? Please tell us what are you doing.
- A matrix extension of the Cauchy-Schwarz inequality - ScienceDirectsciencedirect.comA simple argument is used to obtain a very useful generalization of the well known Cauchy-Schwarz inequality.
- Cauchy–Schwarz inequality - Wikipediaen.wikipedia.orgThe Cauchy–Schwarz inequality is an upper bound on the absolute value of the inner product between two vectors in an inner product space in…
- Every mathematician has only a few tricks - MathOverflowmathoverflow.netJun 15, 2020 ... Hölder's inequality and the special cases, Cauchy-Buniakovski-Schwarz ... Replacing an object by one which is easier to work with but…
- Lean Game Serveradam.math.hhu.deProve famous results like the Cauchy-Schwarz inequality and work through ... Done Right'. Prerequisites. Worlds, 5. Levels, 43. Language, English. Server ...
- Cauchy-like inequality for Kronecker (tensor) product - MathOverflowmathoverflow.netFeb 7, 2011 ... The best I have done so ... The first inequality, attributed to Haagerup, is an analog of the Cauchy-Schwarz inequality…
- Ma116 Homework Exercisesweb.stevens.eduHow much work is done by the truck in pulling the car 1km ... (b) Use the Cauchy-Schwarz Inequality from Exercise 49 to prove…




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