Change Of Variables

Change of variables is a mathematical technique that rewrites a problem in terms of new variables, often making its structure easier to analyze or compute. In calculus, substitution replaces an original variable with a function of another, while multivariable transformations account for how lengths, areas, or volumes change through the Jacobian determinant; correctly transforming both the expression and its domain preserves the value of an integral. This method simplifies difficult integrals, supports coordinate systems such as polar and spherical coordinates, and provides a foundation for transformations in differential equations, probability distributions, geometry, and mathematical modeling.

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JoVE Core - Calculus

Change of Variables in Multiple Integrals

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2026

Multiple integrals are often used to evaluate areas, volumes, mass distributions, and other physical quantities over regions in two or three dimensions. In many problems, however, the original region may have complicated curved boundaries when expressed in Cartesian coordinates. These complex boundaries can make the limits of integration difficult to describe and the overall calculation cumbersome. To simplify the evaluation process, a change of variables is introduced that transforms the...

Climate Change - Concepts

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2019

The certainty of climate change remains a public controversy despite the consensus among approximately 97% of active climate researchers, who not only agree that the Earth’s climate is changing but also state that this change is intensified by human activity, predominantly carbon emissions 1. The disconnect between the public and the experts is partly due to poor understanding of the mechanisms involved in climate change as well as the differences among essential concepts such as weather and...

Climate Change - Student Protocol

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2019

Melting Land and Sea Ice ExpandNOTE: This activity is a simulation of land- and sea-ice melting and their effects on water levels. First, label one graduated cylinder as 'Sea Ice' and the other graduated cylinder as 'Land Ice.' Hypotheses: the experimental hypothesis might be that the land ice melting will cause the water level to rise more than the melting sea ice. The null hypothesis would be that there will be no difference in the change in water level between the two containers. Add 10 ice...

Climate Change - Instructor Prep

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2019

Preparation for the Ice Melt, Greenhouse Gas, and Species Range Activities ExpandTo prepare for the exercise, first print enough data recording tables for students in each group. NOTE: Activities one and two can be done simultaneously, each by half of the class broken up into groups of two to four students, or by all students if desired. If the class will split the activity, separate the data tables accordingly. Students performing activity one will need copies of Table 2 and Table 4. Click...

Technological Change

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2024

Total Factor Productivity (TFP) measures the efficiency with which inputs are transformed into outputs in production. It is the essence of economic growth, driven by technological advancement. Consider the agricultural sector, where production requires vast amounts of human labor and work animals. Today, modern farm machinery and agriculture technologies have revolutionized how we cultivate crops and produce food much more efficiently. TP = A*f(K, L) TFP is represented as a multiplier 'A' in...

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