How Do Differential Equations Model Learning Performance Over Time?

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SUMMARY

The differential equation modeling learning performance over time is given by \(\frac{dP}{dt}= k(M-P)\), where \(P(t)\) represents performance, \(M\) is the maximum performance level, and \(k\) is a positive constant. The solution to this equation is \(P(t) = M - Ae^{-kt}\), which approaches \(M\) as \(t\) approaches infinity. An alternative method presented in the discussion yields \(P(t) = M + De^{-kt}\), which is equivalent since \(-A\) can be redefined as a new constant \(D\). Both methods ultimately describe the same learning performance dynamics.

PREREQUISITES
  • Understanding of differential equations, specifically first-order linear equations.
  • Familiarity with integration techniques, including substitution and logarithmic integration.
  • Knowledge of limits and asymptotic behavior in mathematical functions.
  • Basic concepts of performance modeling in learning theory.
NEXT STEPS
  • Study the derivation of solutions for first-order linear differential equations.
  • Explore the application of differential equations in modeling real-world phenomena, particularly in education and skill acquisition.
  • Learn about the implications of constants in differential equations and their impact on solution behavior.
  • Investigate alternative methods for solving differential equations, such as the Laplace transform.
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Mathematics students, educators in learning theory, and researchers interested in modeling performance dynamics through differential equations.

ThomasMagnus
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Homework Statement



Model for learning in the form of a differential equation:

\frac{dP}{dt}= k(M-P)

Where P(t) measures the performance of someone learning a skill after training time (t), M is the maximum level of performance, and k is a positive constant. Solve this differential equation to find an expression for P(t). What is the limit of this expression?


Homework Equations





The Attempt at a Solution



I think I am doing this problem the correct way. However, my textbook uses a different method. Would you be able to confirm if I am do this correctly?

dP=k(M-P)dt
\frac{dP}{M-P} = kdt

\int\frac{dP}{M-P} = k \int dt

for \int\frac{dP}{M-P} let u=M-P, du=-dP

-\int\frac{1}{u} du= -ln|M-P|

-ln|M-P|=kt+C
ln|M-P|=-kt-c
e^(-kt-c)=|M-P|
\pme^(-kt)*e^(-c) =M-P
\pm e^(-c) is a constant so call it A
M-Ae^(-kt)=P(t)
as t→∞ P→M

The book does something different. At the very start they say: \int\frac{dP}{P-M} = \int -kdt and get a final answer of: P(t)= M+Ae^(-kt). Are these answers equivalent because we can just say -A is another constant?
 
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So then it would be: let -A=D

M+De^(-kt)=P(t)
 
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