Name: brook trout growth vs water temperature
Uploaded: 2026-07-24T11:46:38.212Z
Duration: 1 min 26 s
Channel: JoVE

Учтите, что температура воды повлияла на темпы роста ручьевой форели. Количество веса, набранного за фиксированный период при разной температуре воды, подсчитывается в таблице. Реакция темпа роста на изменения температуры оценивается с помощью производных.В первой точке данных производная аппроксимируется с помощью наклона прямой секантной прямой вперёд, проведённой между первой и второй точками.Во второй точке производная оценивается с помощью центральной разности путём вычисления наклона секантной линии, соединяющей предыдущую и следующую, что даёт более точную оценку производной.В третьей точке снова используйте центральную разность для вычисления наклона секущей прямой, соединяющей точки перед и после.Аналогично, в четвёртой точке производная вычисляется с помощью наклона секантной линии между соседними точками данных.Наконец, в последней точке производная аппроксимируется с помощью наклона обратной секантной линии, проведённой между двумя финальными точками данных.Эти производные оценки собраны в таблице. Соответствующий график показывает устойчивое снижение темпов роста, демонстрируя отрицательную корреляцию между температурой и набором веса.

Скорость изменения: решение задач

Rate of Change: Problem Solving

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Education

JoVE Core

Calculus

Математический анализ

Unit

Единица

Derivatives

Производные

KEY TERMS AND CONCEPTS

ОСНОВНЫЕ ТЕРМИНЫ И ПОНЯТИЯ

brook trout growth vs water temperature

Brook trout growth changes with water temperature. The data show how trout weight shifts over a 24-day period at several temperatures. At cooler water temperatures, such as 15.5 degrees Celsius, the trout gain a lot of weight. As the temperature rises, the amount of weight gained gets smaller.

At the warmest temperature tested, 24.4 degrees Celsius, the trout have a net loss in weight. This pattern suggests that brook trout do better in cooler water. Warmer water may create metabolic stress or reduce growth efficiency.

The rate of change in weight is estimated by comparing nearby temperature values. Rate of change means how much the trout's weight changes for each degree Celsius. When only one nearby point is available, the estimate uses the change between those two points. When a point lies between two others, the two nearby rates are averaged to get a better estimate.

These estimates show that the growth rate becomes more negative as temperature increases. That means the trout grow less efficiently and may begin losing weight in warmer water. A graph of the rates shows a steady decline. The overall trend supports the conclusion that higher water temperatures are less favorable for brook trout growth.

Brook Trout Growth vs Water Temperature

tangent line

Secant Slope to Tangent Line

Differential calculus helps describe how a quantity changes at a specific point. A moving car on a winding road gives a clear example. The car’s path is a continuous curve, and the direction it travels at any instant is shown by the tangent to that curve. A secant line, by contrast, crosses the curve at two points. It shows how the car’s position changes over an interval, so it describes average behavior rather than an instant. The slope of the secant line between two points on a function f(x)...

derivatives

Square Root Derivatives and Tangent Slopes

Derivatives describe instantaneous rate of change, which is a key idea in both mathematics and physics. They are used to show how a moving object changes position over time. A derivative at a point is also the slope of the tangent line to a curve at that point. It tells how much the output of a function changes for a tiny change in input. For the square root function, finding this rate of change starts with the limit of the difference quotient. The algebra is harder here because the numerator...

rates of change

Average and Instantaneous Change in Functions

Rates of change describe how one variable changes in response to another. In math, this idea helps model dynamic systems in physics, biology, economics, and engineering. It also helps students study real-world functions that change over time or across different inputs. The average rate of change measures the overall change in a function over an interval [x1, x2]. It is found by dividing the change in output by the change in input. On a graph, this value is the slope of the secant line, which...

the derivative as a function

Graphing the Derivative Function

The derivative function describes how a function changes at each point. It gives the instantaneous rate of change, which is the slope of the tangent line to the graph at a specific x-value. When this idea is applied across the whole domain, it creates a new function that records the rate of change everywhere. For a differentiable function f(x), the derivative function is written as f′(x). It assigns each input x the instantaneous rate at which f(x) is changing. Formally, it comes from the...

higher derivatives

Concavity and Motion with Higher Derivatives

Higher derivatives show how a function changes from one step to the next. In calculus, the first derivative gives the slope of a graph, and the second derivative shows how that slope is changing. These ideas help explain both the shape of a curve and the motion of an object. For the example function f(x) = x^3 - x, the first derivative is f'(x) = 3x^2 - 1. The second derivative is f''(x) = 6x. In this case, the second derivative is a linear function, so the slope changes at a steady rate. <br...

rate of change: problem solving

Brook trout growth changes with water temperature. The data show how trout weight shifts over a 24-day period at several temperatures. At cooler water temperatures, such as 15.5 degrees Celsius, the trout gain a lot of weight. As the temperature rises, the amount of weight gained gets smaller. At the warmest temperature tested, 24.4 degrees Celsius, the trout have a net loss in weight. This pattern suggests that brook trout do better in cooler water. Warmer water may create metabolic stress or...

key terms and concepts

See how brook trout weight changes with water temperature and how rate of change helps show why cooler water supports better growth.

Brook Trout Growth vs Water Temperature | JoVE K12

The JoVE Core Calculus collection provides a comprehensive visual guide to the entire calculus sequence, seamlessly connecting mathematical theory to real-world applications in physics and economics. Through dynamic animated lessons, the course transitions smoothly from foundational single-variable concepts to advanced multivariable topics. Students will explore everything from standard differentiation and integration to spatial vectors, multi-dimensional derivatives, and complex vector fields. By breaking down abstract coordinate systems, infinite series, and spatial motion, this structured approach builds the robust analytical skills and advanced mastery essential for STEM success.

calculus

Brook Trout Growth vs Water Temperature

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