<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Calculus on kenji.blog</title><link>http://kenji.blog/en/tags/calculus/</link><description>Recent content in Calculus on kenji.blog</description><generator>Hugo -- gohugo.io</generator><language>en</language><copyright>kenjinote</copyright><lastBuildDate>Thu, 10 Sep 2026 21:00:00 +0900</lastBuildDate><atom:link href="http://kenji.blog/en/tags/calculus/index.xml" rel="self" type="application/rss+xml"/><item><title>Is a flying arrow at rest?: Zeno's Arrow Paradox</title><link>http://kenji.blog/en/p/zenos-arrow/</link><pubDate>Thu, 10 Sep 2026 21:00:00 +0900</pubDate><guid>http://kenji.blog/en/p/zenos-arrow/</guid><description>&lt;img src="http://kenji.blog/p/zenos-arrow/img/zenos_arrow.jpg" alt="Featured image of post Is a flying arrow at rest?: Zeno's Arrow Paradox" />&lt;p>An arrow shot from a bow is flying through the sky. This arrow is certainly moving.
However, Zeno, a Greek philosopher from the 5th century BC, developed the following terrifying logic.&lt;/p>
&lt;p>&lt;strong>&amp;ldquo;The flying arrow is actually at rest.&amp;rdquo;&lt;/strong>&lt;/p>
&lt;p>This is neither a joke nor sophistry, but the &lt;strong>&amp;ldquo;Arrow Paradox&amp;rdquo;&lt;/strong> that mathematicians and philosophers have seriously debated for 2500 years.&lt;/p>
&lt;h2 id="zenos-argument">Zeno&amp;rsquo;s Argument
&lt;/h2>&lt;p>Zeno&amp;rsquo;s argument starts with the concept of a &amp;ldquo;moment in time.&amp;rdquo;&lt;/p>
&lt;ol>
&lt;li>Time is a sequence of &amp;ldquo;moments.&amp;rdquo;&lt;/li>
&lt;li>If you capture a single moment (a point where the length of time is zero) like a &amp;ldquo;photograph,&amp;rdquo; the arrow &amp;ldquo;is&amp;rdquo; at a specific point in space.&lt;/li>
&lt;li>At that moment, the arrow is merely &amp;ldquo;occupying&amp;rdquo; that space and is &lt;strong>not moving&lt;/strong>. (If it were moving, it would require a &amp;ldquo;duration of time&amp;rdquo; rather than a &amp;ldquo;moment.&amp;rdquo;)&lt;/li>
&lt;li>This holds true no matter which moment you pick out.&lt;/li>
&lt;li>If the arrow is at rest at every moment in time, &lt;strong>when does it move?&lt;/strong>&lt;/li>
&lt;/ol>
&lt;div class="mermaid">graph TD
A["Flying arrow"] --> B["Time is a continuous sequence of moments"]
B --> C["Moment t1: Arrow is at rest at position A"]
B --> D["Moment t2: Arrow is at rest at position B"]
B --> E["Moment t3: Arrow is at rest at position C"]
C --> F{"At every moment, the arrow is at rest"}
D --> F
E --> F
F --> G["Conclusion: The arrow is not moving!"]
style A fill:#2196F3,color:#fff
style F fill:#FF9800,color:#fff,stroke-width:2px
style G fill:#F44336,color:#fff,stroke-width:3px&lt;/div>
&lt;h2 id="intuition-vs-logic">Intuition vs. Logic
&lt;/h2>&lt;p>&amp;ldquo;Ridiculous. The arrow is actually flying, isn&amp;rsquo;t it?&amp;rdquo; This is probably most people&amp;rsquo;s first reaction.
However, it is actually extremely difficult to point out &lt;strong>logically&lt;/strong> where Zeno&amp;rsquo;s argument is flawed.&lt;/p>
&lt;p>In fact, the ancient Greek philosopher Diogenes is said to have simply stood up and walked around the room in response to Zeno, showing him, &amp;ldquo;Look, it is moving.&amp;rdquo; However, this does not constitute a &lt;strong>refutation&lt;/strong> of Zeno&amp;rsquo;s logic. What Zeno is questioning is not &amp;ldquo;whether it can move,&amp;rdquo; but rather, &amp;ldquo;can we logically explain what it means to move without contradiction?&amp;rdquo;&lt;/p>
&lt;h2 id="resolution-by-calculus-an-attempt">Resolution by Calculus (An Attempt)
&lt;/h2>&lt;p>&lt;strong>Calculus&lt;/strong>, invented by Newton and Leibniz in the 17th century, provided a mathematical answer (at least partially) to this paradox.&lt;/p>
&lt;p>In calculus, &amp;ldquo;the velocity at a certain moment (instantaneous velocity)&amp;rdquo; is defined as follows:&lt;/p>
$$ v(t) = \lim_{\Delta t \to 0} \frac{\Delta x}{\Delta t} $$
&lt;p>In other words, velocity is defined as the &amp;ldquo;limit&amp;rdquo; where the change in position $\Delta x$ is divided by the change in time $\Delta t$, as $\Delta t$ approaches infinitely close to zero.&lt;/p>
&lt;p>The point here is that &lt;strong>&amp;ldquo;instantaneous velocity&amp;rdquo; is not the distance traveled within a zero-time duration.&lt;/strong>
It is a quantity defined as the &amp;ldquo;tendency,&amp;rdquo; or &lt;strong>&amp;ldquo;limit,&amp;rdquo;&lt;/strong> of minute changes before and after that time.&lt;/p>
&lt;p>Therefore, the answer from the perspective of calculus is as follows:&lt;/p>
&lt;p>&amp;ldquo;Indeed, if you capture a moment of zero length, the arrow has not moved &amp;lsquo;within&amp;rsquo; that moment. However, even at that moment, the arrow has the property of &amp;lsquo;instantaneous velocity (a non-zero limit value).&amp;rsquo; Being &amp;lsquo;at rest&amp;rsquo; means having an &amp;lsquo;instantaneous velocity of zero,&amp;rsquo; but since the instantaneous velocity of a flying arrow is not zero, the arrow cannot be said to be &amp;lsquo;at rest.&amp;rsquo;&amp;rdquo;&lt;/p>
&lt;h2 id="remaining-philosophical-questions">Remaining Philosophical Questions
&lt;/h2>&lt;p>While calculus provided a practical solution to Zeno&amp;rsquo;s paradox, it hasn&amp;rsquo;t completely settled the philosophical debate.&lt;/p>
&lt;p>The concept of a &amp;ldquo;limit&amp;rdquo; is strictly a mathematical tool (calculation procedure), and it does not rigorously answer fundamental questions such as &lt;strong>&amp;ldquo;what physically is the smallest unit of time (moment),&amp;rdquo; &amp;ldquo;what is continuity,&amp;rdquo; and &amp;ldquo;what is the essence of motion.&amp;rdquo;&lt;/strong>&lt;/p>
&lt;p>In modern physics (quantum mechanics), the possibility that minimum units for time and space (Planck time, Planck length) exist is discussed. If time is not &amp;ldquo;continuous&amp;rdquo; but &amp;ldquo;discrete (digital),&amp;rdquo; Zeno&amp;rsquo;s paradox might need to be re-evaluated in a completely different context.&lt;/p>
&lt;p>Even after 2500 years, Zeno&amp;rsquo;s arrow continues to ask us, &amp;ldquo;What does it mean to move?&amp;rdquo; and &amp;ldquo;What is time?&amp;rdquo;&lt;/p></description></item><item><title>Achilles and the Tortoise: Can He Catch Up or Not? The Paradox of "Infinity" from Ancient Greece</title><link>http://kenji.blog/en/p/achilles-and-the-tortoise/</link><pubDate>Thu, 10 Sep 2026 01:00:00 +0900</pubDate><guid>http://kenji.blog/en/p/achilles-and-the-tortoise/</guid><description>&lt;img src="http://kenji.blog/p/achilles-and-the-tortoise/img/achilles.jpg" alt="Featured image of post Achilles and the Tortoise: Can He Catch Up or Not? The Paradox of "Infinity" from Ancient Greece" />&lt;h2 id="1-zenos-paradox-can-the-swift-hero-not-beat-the-tortoise">1. Zeno&amp;rsquo;s Paradox: Can the Swift Hero Not Beat the Tortoise?
&lt;/h2>&lt;p>In the 5th century BC, the ancient Greek philosopher Zeno of Elea presented several paradoxes regarding &amp;ldquo;motion&amp;rdquo; that directly contradicted our intuition and common sense. The most famous among them is the paradox of &lt;strong>&amp;ldquo;Achilles and the Tortoise&amp;rdquo;&lt;/strong>.&lt;/p>
&lt;p>Achilles, the swiftest hero in Greek mythology, and a tortoise, the epitome of slowness, have a footrace.
Of course, Achilles is overwhelmingly faster, so the tortoise is given a handicap and allowed to start a little further ahead.&lt;/p>
&lt;p>The race begins. Achilles chases after the tortoise at breakneck speed.
However, Zeno argued as follows:&lt;/p>
&lt;p>&lt;strong>&amp;ldquo;Achilles will never be able to catch up to the tortoise.&amp;rdquo;&lt;/strong>&lt;/p>
&lt;p>Why on earth is this? Zeno&amp;rsquo;s logic goes like this:&lt;/p>
&lt;ol>
&lt;li>When Achilles reaches the tortoise&amp;rsquo;s &amp;ldquo;initial starting point (Point A)&amp;rdquo;, the tortoise has moved a little forward and is at &amp;ldquo;Point B&amp;rdquo;.&lt;/li>
&lt;li>When Achilles reaches &amp;ldquo;Point B&amp;rdquo;, the tortoise has moved a little further forward and is at &amp;ldquo;Point C&amp;rdquo;.&lt;/li>
&lt;li>When Achilles reaches &amp;ldquo;Point C&amp;rdquo;, the tortoise has moved a little further forward again and is at &amp;ldquo;Point D&amp;rdquo;.&lt;/li>
&lt;/ol>
&lt;div class="mermaid">graph LR
subgraph "Step 1"
A1["Achilles (Start)"] -->|Catches up| T1["Tortoise's initial position"]
T1_Start["Tortoise"] -->|Moves| T2_Pos["A little forward"]
end
subgraph "Step 2"
A2["Achilles"] -->|Catches up| T2["Tortoise's next position"]
T2_Start["Tortoise"] -->|Moves| T3_Pos["Further forward"]
end
subgraph "Step 3"
A3["Achilles"] -->|Catches up| T3["Tortoise's further next position"]
T3_Start["Tortoise"] -->|Continues infinitely...| Infinity["Never catches up!?"]
end&lt;/div>
&lt;p>This process continues infinitely. Every time Achilles reaches &amp;ldquo;where the tortoise was,&amp;rdquo; the tortoise has inevitably moved &amp;ldquo;a little bit further ahead.&amp;rdquo;
Although the distance keeps shrinking, because these steps must be repeated an infinite number of times, Achilles can never overtake the tortoise, or so the argument goes.&lt;/p>
&lt;p>In the real world, it is obvious that a fast person will overtake a slow person. However, explaining exactly where the flaw lay in this &lt;strong>verbal logical trick&lt;/strong> was extremely difficult for the people of that time.&lt;/p>
&lt;hr>
&lt;h2 id="2-where-is-the-error-the-illusion-of-time-and-infinity">2. Where is the Error? The Illusion of &amp;ldquo;Time&amp;rdquo; and &amp;ldquo;Infinity&amp;rdquo;
&lt;/h2>&lt;p>The cleverness of Zeno&amp;rsquo;s logic lies in subtly replacing &lt;strong>&amp;ldquo;an infinite number of steps (division of space)&amp;rdquo;&lt;/strong> with &lt;strong>&amp;ldquo;infinite time&amp;rdquo;&lt;/strong>.&lt;/p>
&lt;p>It is true that there are an infinite number of &amp;ldquo;steps&amp;rdquo; before Achilles reaches the place where the tortoise was.
However, just because &amp;ldquo;there are an infinite number of steps,&amp;rdquo; it &lt;strong>does not necessarily mean that &amp;ldquo;the total time required for them is infinite (eternal)&amp;rdquo;&lt;/strong>.&lt;/p>
&lt;p>Later mathematicians created a powerful weapon called the &amp;ldquo;sum of an infinite series&amp;rdquo; to solve this paradox.&lt;/p>
&lt;hr>
&lt;h2 id="3-mathematical-clarification-the-sum-of-infinite-series-and-limits">3. Mathematical Clarification: The Sum of Infinite Series and &amp;ldquo;Limits&amp;rdquo;
&lt;/h2>&lt;p>Let&amp;rsquo;s apply concrete numbers to this problem and calculate it mathematically.&lt;/p>
&lt;ul>
&lt;li>Let Achilles&amp;rsquo; running speed be &lt;strong>$10\text{m}$ per second&lt;/strong>.&lt;/li>
&lt;li>Let the tortoise&amp;rsquo;s walking speed be &lt;strong>$1\text{m}$ per second&lt;/strong>. ($\frac{1}{10}$ of Achilles&amp;rsquo; speed)&lt;/li>
&lt;li>As a handicap for the tortoise, assume the tortoise starts &lt;strong>$10\text{m}$ ahead&lt;/strong> of Achilles.&lt;/li>
&lt;/ul>
&lt;h3 id="calculating-the-time-for-each-step">Calculating the Time for Each Step
&lt;/h3>&lt;p>&lt;strong>Step 1:&lt;/strong>
The time it takes for Achilles to reach the tortoise&amp;rsquo;s initial position ($10\text{m}$ ahead) is $\frac{10\text{m}}{10\text{m/s}} =$ &lt;strong>$1\text{ second}$&lt;/strong>.
During this 1 second, the tortoise has moved forward $1\text{m}$. (The current gap between Achilles and the tortoise is $1\text{m}$)&lt;/p>
&lt;p>&lt;strong>Step 2:&lt;/strong>
The time it takes for Achilles to reach the tortoise&amp;rsquo;s next position ($1\text{m}$ ahead) is $\frac{1\text{m}}{10\text{m/s}} =$ &lt;strong>$0.1\text{ seconds}$&lt;/strong>.
During this 0.1 seconds, the tortoise has moved forward $0.1\text{m}$. (The gap is $0.1\text{m}$)&lt;/p>
&lt;p>&lt;strong>Step 3:&lt;/strong>
The time it takes for Achilles to reach the tortoise&amp;rsquo;s next position ($0.1\text{m}$ ahead) is $\frac{0.1\text{m}}{10\text{m/s}} =$ &lt;strong>$0.01\text{ seconds}$&lt;/strong>.
During this 0.01 seconds, the tortoise has moved forward $0.01\text{m}$. (The gap is $0.01\text{m}$)&lt;/p>
&lt;p>In this way, the &amp;ldquo;time&amp;rdquo; it takes for Achilles to reach the tortoise&amp;rsquo;s previous position forms the following infinite sequence:&lt;/p>
$$ 1\text{ second},\ 0.1\text{ seconds},\ 0.01\text{ seconds},\ 0.001\text{ seconds},\ \dots $$
&lt;p>Zeno said, &amp;ldquo;Since these steps continue infinitely, Achilles can never catch up.&amp;rdquo;
However, what happens if we &lt;strong>add up all the time&lt;/strong> taken for each of these steps (finding the sum of the infinite series)?&lt;/p>
$$ \text{Total Time } T = 1 + 0.1 + 0.01 + 0.001 + \dots $$
&lt;p>This is an &lt;strong>infinite geometric series&lt;/strong> with a first term of $a = 1$ and a common ratio of $r = 0.1$.
When the absolute value of the common ratio $r$ is less than 1 ($|r| &lt; 1$), the infinite geometric series converges to a certain &amp;ldquo;finite value.&amp;rdquo; The formula for its sum is as follows:&lt;/p>
$$ S = \frac{a}{1 - r} $$
&lt;p>Calculating this by applying it to the formula gives:&lt;/p>
$$ T = \frac{1}{1 - 0.1} = \frac{1}{0.9} = \frac{10}{9} = 1.1111\dots \text{ seconds} $$
&lt;p>In other words, even if there are an infinite number of steps, the sum of the time required for them does not become &amp;ldquo;infinite,&amp;rdquo; but &lt;strong>converges exactly to $\frac{10}{9}$ seconds (about 1.11 seconds)&lt;/strong>.
Achilles will splendidly catch up to and overtake the tortoise approximately 1.11 seconds after the start.&lt;/p>
&lt;div class="mermaid">pie title "Time until Achilles catches up (Total approx. 1.11 seconds)"
"Step 1 (1 second)" : 90
"Step 2 (0.1 seconds)" : 9
"Infinite sum from Step 3 onwards (0.011... seconds)" : 1&lt;/div>
&lt;hr>
&lt;h2 id="4-why-were-we-deceived">4. Why Were We Deceived?
&lt;/h2>&lt;p>The essence of this paradox lies in pointing out &lt;strong>the flaw in human naive intuition that &amp;ldquo;if you add up an infinite number of things, the answer must also be infinite.&amp;rdquo;&lt;/strong>&lt;/p>
$$ 1 + 1 + 1 + 1 + \dots = \infty $$
&lt;p>
As shown here, adding the same number infinitely naturally results in infinity.&lt;/p>
$$ \frac{1}{2} + \frac{1}{3} + \frac{1}{4} + \dots = \infty $$
&lt;p>
The famous &amp;ldquo;harmonic series&amp;rdquo; also adds numbers that get progressively smaller, but ultimately diverges to infinity.&lt;/p>
&lt;p>However, when the numbers being added &lt;strong>become smaller sufficiently quickly&lt;/strong> (like in a geometric series, for example), even if you add an infinite number of them, they neatly fit within a certain &amp;ldquo;finite boundary.&amp;rdquo;&lt;/p>
$$ \frac{1}{2} + \frac{1}{4} + \frac{1}{8} + \frac{1}{16} + \dots = 1 $$
&lt;p>It is the same as how eating half a cake, then half of the remainder, then half of that remainder&amp;hellip; infinitely repeating this process will still never exceed &amp;ldquo;the original 1 whole cake.&amp;rdquo;
Zeno intentionally divided time into minute fragments and, by only speaking within those divided timeframes (1 second, 0.1 seconds, 0.01 seconds&amp;hellip;), created the illusion that Achilles could &amp;ldquo;never catch up.&amp;rdquo;&lt;/p>
&lt;hr>
&lt;h2 id="5-easy-to-solve-in-an-instant-using-relative-velocity">5. Easy to Solve in an Instant Using Relative Velocity
&lt;/h2>&lt;p>By the way, without falling into Zeno&amp;rsquo;s trap (the infinite division of space and time), it is also easy to solve this problem using middle school mathematics.
You just need to use &amp;ldquo;relative velocity.&amp;rdquo;&lt;/p>
&lt;ul>
&lt;li>Achilles&amp;rsquo; speed: $10\text{m/s}$&lt;/li>
&lt;li>Tortoise&amp;rsquo;s speed: $1\text{m/s}$&lt;/li>
&lt;li>The relative speed of the tortoise from Achilles&amp;rsquo; perspective (the speed at which Achilles approaches the tortoise): $10 - 1 = 9\text{m/s}$&lt;/li>
&lt;/ul>
&lt;p>Achilles&amp;rsquo; initial delay relative to the tortoise is $10\text{m}$.
The time it takes to close the distance of $10\text{m}$ at a speed of $9\text{m/s}$ is:&lt;/p>
$$ \text{Time} = \frac{\text{Distance}}{\text{Speed}} = \frac{10}{9}\text{ seconds} $$
&lt;p>This perfectly matches the answer we previously derived using calculus (the limit of an infinite series).&lt;/p>
&lt;hr>
&lt;h2 id="6-conclusion-paradoxes-developed-mathematics">6. Conclusion: Paradoxes Developed Mathematics
&lt;/h2>&lt;p>From our modern perspective, Zeno&amp;rsquo;s &amp;ldquo;Achilles and the Tortoise&amp;rdquo; might just seem like wordplay or sophistry.
However, for the philosophers of ancient Greece, who lacked concepts like &amp;ldquo;infinity&amp;rdquo; and &amp;ldquo;limits&amp;rdquo; at the time, refuting this using logic alone was a formidable task.&lt;/p>
&lt;p>The deep questions posed by this paradox—&amp;ldquo;What is continuity?&amp;rdquo; and &amp;ldquo;What does it mean to be infinitely divisible?&amp;quot;—became an important driving force leading to the birth of &lt;strong>&amp;ldquo;calculus&amp;rdquo;&lt;/strong> by Newton and Leibniz later on, and further to modern mathematical foundations.&lt;/p>
&lt;p>Great paradoxes do not merely deceive people; they also act as keys that open doors to new mathematics.&lt;/p></description></item></channel></rss>