SPS 2281 - Mathematical Methods Lecture #8 - Applications of First-order Differential Equations 1. Linear Models (a) Growth and Decay (b) Half-life of Radioactive (c) Carbon Dating (d) Newton’s Law of Cooling / Warming (e) Chemical Mixtures (f) Series Circuit 2. Non-Linear Equations (a) Logistics Equation (b) Chemical Reactions 3. Systems of Differential Equations (a) Radioactive Series (b) Mixtures (c) Predator-Prey Models (d) Competition Models 1 Non-Linear Models - Logistic Equation A non-linear equation dP = P (a − bP ) dt is known as logistic equation studied by P.F. Verhulst to predict the human populations for various countries. If P (0) = P0, P0 6= a/b, we find that c1 = P0/(a − bP0) so the final solution will be aP0 P (t) = bP0 + (a − bP0) e−at The solution for this equation is b/a 1/a + dP = dt P a − bP 1 1 ln |P | − ln |a − bP | = t + c a a P = at + ac ln a − bP P = c1 eat a − bP ac1 P (t) = bc1 + e−at 2 Non-Linear Models - Logistic Equation Example - Logistic Growth Suppose a student carrying a flu virus returns to an isolated college campus of 1000 students. If it is assumed that the rate at which the virus spreads is proportional not only to the number x of infected students but also to the number of students not infected, determine the number of infected students after 6 days if it is further observed that after 4 days x(4) = 50. Finding k from x(4) = 50, we get Answer Assumin no one leave the campus, the initial value 1000 50 = problem is 1 + 999 e−4000k 1 19 −1000k = ln 4 999 dx = −0.9906 = kx(1000 − x), x(0) = 1. dt so the equation becomes Since a = 1000k and b = k, the solution from previous slide x(t) = 1000 1 + 999 e−0.9906t for 6 days x(t) = 1000 1 + 999 e−1000kt x(6) = 3 1000 = 276 students 1 + 999 e−5.9436 Non-Linear Models - Chemical Reactions Suppose that a grams of chemical A are combined with b grams of chemical B. If there are M parts of A and N parts of B formed in the compound and X(t) is the number of grams of chemical C formed, then the number of grams of chemical A and the number of grams of chemical B remaining at time t are, respectively, M N a− X and b − X. M +N M +N The law of mass action states that when no temperature change is involved, the rate at which the two substances react is proportional to the product of the amounts of A and B that are untransformed (remaining) at time t: dX M N ∝ a − X b − X dt M +N M +N If k is constant of proportionality, dX = k(α − X)(β − X) dt where α = a(M + N )/M β = b(M + N )/N 4 Non-Linear Models - Chemical Reactions Example - Second-Order Chemical Reaction A compound C is formed when two chemicals A and B are combined. The resulting reaction between the two chemicals is such that for each gram of A, 4 grams of B is used. It is observed that 30 grams of the compound C is formed in 10 minutes. Determine the amount of C at time t if the rate of the reaction is proportional to the amounts of A and B remaining and if initially there are 50 grams of A and 32 grams of B. How much of the compound C is present at 15 minutes? Interpret the solution as t → ∞. Integration gives Answer The amounts of A and B remaining at time t are 1 4 50 − X and 32 − X. 5 5 Compound C satisfy ! ! 1 4 dX ∝ 50 − X 32 − X dt 5 5 using k, dX = k(250 − X)(40 − X), X(0) = 0, X(10) = 30. dt By separation of variables 1/210 1/210 − dX + dX = kdt 250 − X 40 − X ln 250 − X = 210kt + c 40 − X 250 − X = c2 e210kt 40 − X Using initial value, we get 1 − e−0.1258t . X(t) = 1000 25 − 4 e−0.1258t When t → ∞, X → 40, leaving 1 4 50 − (40) = 42 g of A and 32 − (40) = 0 g of B 5 5 5 Exercises 1. The number N (t) of supermarkets throughout the country that are using a computerized checkout system is described by the initial-value problem dN = N (1 − 0.0005N ), N (0) = 1. dt (a) Solve the initial value problem. (b) How many companies are expected to adopt the new technology when t = 10? 2. Two chemicals A and B are combined to form a chemical C. The rate, or velocity, of the reaction is proportional to the product of the instantaneous amounts of A and B not converted to chemical C. Initially, there are 40 grams of A and 50 grams of B, and for each gram of B, 2 grams of A is used. It is observed that 10 grams of C is formed in 5 minutes. (a) How much is formed in 20 minutes? (b) What is the limiting amount of C after a long time? (c) How much of chemicals A and B remains after a long time? 6 Answers for Exercises 2000 et 1999+et 1.(a) N (t) = (b) N (10) = 1834 2.(a) 29.3 g (b) X → 60 as t → ∞ (c) 0 g of A and 30 g of B. 7
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