Linear Constant-coefficient Differential Equation

A linear constant-coefficient differential equation is a mathematical model in which an unknown function and its derivatives appear linearly, while the coefficients remain fixed; it is widely used to describe engineering systems. For homogeneous equations, solutions are obtained by forming a characteristic equation whose roots determine exponential, oscillatory, or repeated-root responses, while superposition combines independent modes and particular solutions account for external inputs. These equations model electrical circuits, mechanical vibrations, thermal systems, and control processes, linking system parameters to transient and steady-state behavior. Their analytical solutions support system design, stability assessment, frequency-response analysis, and prediction of how engineered systems respond to disturbances or applied signals.

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JoVE Core - Calculus

Linear Differential Equations

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2026

The integrating factor method provides a systematic way to solve first-order linear differential equations, especially those that cannot be handled by separation of variables. This method is particularly useful in modeling time-dependent physical systems influenced by both constant inputs and resistive forces. A common example is the motion of a car subjected to a constant engine force while experiencing air resistance proportional to its velocity.In such scenarios, Newton’s second law yields a...

Linear Equations

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2025

Linear equations form the foundation of many algebraic and real-world applications, characterized by their simplicity and utility. A linear equation is an algebraic statement in which each term is either a constant or a product of a constant and a single variable. These equations represent straight lines when plotted on a Cartesian coordinate plane, reflecting a constant rate of change between two quantities.A typical linear equation in one variable has the form: ax + b = c, where a, b, and c...

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2023

The correlation coefficient, r, developed by Karl Pearson in the early 1900s, is numerical and provides a measure of strength and direction of the linear association between the independent variable, x, and the dependent variable, y. Hence, it is also known as the Pearson product-moment correlation coefficient. It can be calculated using the following equation: where n = the number of data points. The 95% critical values of the sample correlation coefficient table can be used to give you a...

Application of the Linear Momentum Equation

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2025

The application of the linear momentum equation can be used to analyze the forces needed to hold a 180-degree pipe bend in place with flowing water. In this case, water flows through the bend with a constant cross-sectional area of 0.01 square meters and a flow velocity of 15 meters per second. The pressure at the entrance is 0.2 Megapascals and the pressure at the exit is 0.16 Megapascals. The goal is to determine the force components in the x and y directions to hold the pipe in place. Since...

Systems of Linear Equations in Two Variables

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2025

Solving a system of linear equations is a fundamental concept in algebra. A system of equations consists of two or more linear equations involving the same set of variables. One of the most efficient algebraic methods for solving such systems is the substitution method. This technique involves expressing one variable in terms of the other from one equation and substituting it into the second equation. This method is particularly useful when one of the equations is easily rearranged.Consider the...

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