Enhance chapter content and metadata: Update SKILL.md to include requirements for chart axes in all widgets. Implement axis labels, arrowheads, and graduations in the simultaneous graph explorer widget. Update math curriculum JSON to reflect the status change of multiple chapters to live. Add last modified timestamps to chapter templates and generate corresponding metadata for improved site navigation and SEO.

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Hananoshika Yomaru 2026-05-21 00:33:01 -07:00
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<div class="book-prose">
<h2 id="history" class="book-prose__heading">History</h2>
<p>
Linear programming developed in the 20th century for resource allocation and planning. George
Dantzig's simplex method made large optimization problems practical in economics and operations
research.
</p>
<h2 id="derivation" class="book-prose__heading">Derivation and reasoning</h2>
<h3 id="why-corners" class="book-prose__heading">Why corner points matter</h3>
<p>
Objective lines \(ax+by=c\) are parallel for different \(c\). Sliding this line across a polygonal
feasible region reaches the last contact at a vertex (or an entire edge in tie cases).
</p>
<h2 id="checkpoints" class="book-prose__heading">Checkpoints</h2>
<details class="book-question">
<summary class="book-question__prompt">
Plot \(x+y\le6,\ x\ge0,\ y\ge0\). List feasible vertices.
</summary>
<div class="book-question__solution">
<p><strong>Answer:</strong> Vertices: \((0,0)\), \((6,0)\), \((0,6)\).</p>
</div>
</details>
<details class="book-question">
<summary class="book-question__prompt">
Maximize \(P=2x+y\) on vertices \((0,0)\), \((4,0)\), \((1,3)\), \((0,3)\).
</summary>
<div class="book-question__solution">
<p><strong>Answer:</strong> Values \(0,8,5,3\). Maximum \(8\) at \((4,0)\).</p>
</div>
</details>
<details class="book-question">
<summary class="book-question__prompt">
Minimize \(C=5x+3y\) with feasible vertices \((0,2)\), \((2,1)\), \((3,4)\).
</summary>
<div class="book-question__solution">
<p><strong>Answer:</strong> \(C=6,13,27\). Minimum \(6\) at \((0,2)\).</p>
</div>
</details>
<details class="book-question">
<summary class="book-question__prompt">
In a model, why are \(x\ge0,\ y\ge0\) often included?
</summary>
<div class="book-question__solution">
<p><strong>Answer:</strong> Quantities like items, time, or material cannot be negative.</p>
</div>
</details>
<details class="book-question">
<summary class="book-question__prompt">
How can you detect possible multiple optimal solutions graphically?
</summary>
<div class="book-question__solution">
<p><strong>Answer:</strong> Objective line is parallel to a boundary edge where both edge endpoints give the same optimum value.</p>
</div>
</details>
<h2 id="applications" class="book-prose__heading">Applications</h2>
<ul>
<li><strong>Production planning:</strong> maximize profit under labor and material limits.</li>
<li><strong>Transport/logistics:</strong> minimize cost with capacity constraints.</li>
<li><strong>Scheduling:</strong> optimize time allocation under availability rules.</li>
</ul>
<h2 id="references" class="book-prose__heading">References</h2>
<ul>
<li>Standard high-school extension units on graphical linear programming.</li>
<li>Introductory operations research texts on feasible regions and corner-point optimization.</li>
</ul>
</div>