Mathematical modelling in the sciences (ACM10070) Assignment 4 Dr Lennon Ó Náraigh Issued: Wednesday 5th October 2016 Due: Wednesday 12th October 2016 (in class) Instructions: Even-numbered assignments are graded. 1. (a) Let P (t) be the average concentration of a pollutant in a particular domain at time t. The pollutant naturally degrades over time at a rate k but the domain is subject to a pollution source, so that pollutant enters the domain at a constant (positive) rate s. These effects are summarised in the following ordinary differential equation (ODE): dP = −k(P − P0 ) + s, dt k, s ∈ R+ , (1) where P0 is the background level of pollution. Let P (0) = P0 be the initial pollution level. Using the integrating-factor technique, show that P (t) = s 1 − e−kt + P0 . k (2) (No marks if the answer is obtained by direct substitution of the proposed solution (2) into the ODE itself.) (b) Show that s lim P (t) = P0 + , t→∞ k independent of the initial level of pollution. Hence, make a rough sketch of the solution P (t) coming from Part (a). (c) A powerplant emits nitrous oxides (NOx) at a rate s according to Equation (1). The factory is fined by the Environmental Protection Agency if the pollution level (even momentarily) exceeds twice the background level, i.e. a fine is imposed if P (t) > 2P0 . Show that the factory should emit at a rate s < P0 k to avoid the fine. 1 Mathematical modelling in the sciences Qualitative methods for ODEs 2. Sketch the one-dimensional vector field for the following autonomous ODEs: dy = y cos(y), dt dy = y(y − 1) 1 − 12 y . dt 3. (a) Using separation of variables, show that the solution to the ODE dz = kz, dt z(0) = z0 is z(t) = z0 ekt . Here k is a constant value. (b) Consider a generic first-order autonomous ODE, dy = f (y). dt (3) Let y(t) = y∗ + δ(t), where y∗ is one of the fixed points of Equation (3) and where δ(t) is a small quantity. Using the best-straight-line-approximation, show that d δ = f 0 (y∗ )δ, δ(0) = δ0 , |δ0 | 1. dt 0 Hence, show that δ(t) = δ0 e[f (y∗ )]t . (c) Consider again the second ODE in Question 2, which we rewrite here as dy = f (y), dt f (y) = y(y − 1) 1 − 21 y . (4) For each of the different fixed points y∗ , comment on the following: • The sign of f 0 (y∗ ); • Whether δ(t) is exponentially increasing or exponentially decreasing; • How the sign of f 0 (y∗ ) relates to the stability or otherwise of the fixed point y∗ as determined from the one-dimensional vector field. 2
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