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Introduction to the Modeling and Analysis of Complex Systems

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6.2. CLASSIFICATIONS OF MODEL EQUATIONS 101This conversion technique works for third-order or any higher-order equations as well, aslong as <strong>the</strong> highest order remains finite.Here is ano<strong>the</strong>r example. This time it is a non-au<strong>to</strong>nomous equation:d 2 θdt = − g sin θ + k sin(2πft + φ) (6.7)2 LThis is a differential equation <strong>of</strong> <strong>the</strong> behavior <strong>of</strong> a driven pendulum. The second termon <strong>the</strong> right h<strong>and</strong> side represents a periodically varying force applied <strong>to</strong> <strong>the</strong> pendulumby, e.g., an externally controlled electromagnet embedded in <strong>the</strong> floor. As we discussedbefore, this equation can be converted <strong>to</strong> <strong>the</strong> following first-order form:dθdt = ω (6.8)dωdt = − g sin θ + k sin(2πft + φ)L(6.9)Now we need <strong>to</strong> eliminate t inside <strong>the</strong> sin function. Just like we did for <strong>the</strong> discrete-timecases, we can introduce a “clock” variable, say τ, as follows:dτdt= 1, τ(0) = 0 (6.10)This definition guarantees τ(t) = t. Using this, <strong>the</strong> full model can be rewritten as follows:dθdt = ω (6.11)dωdt = − g sin θ + k sin(2πfτ + φ)L(6.12)dτ= 1,dtτ(0) = 0 (6.13)This is now made <strong>of</strong> just au<strong>to</strong>nomous, first-order differential equations. This conversiontechnique always works, assuring us that au<strong>to</strong>nomous, first-order equations can cover all<strong>the</strong> dynamics <strong>of</strong> any non-au<strong>to</strong>nomous, higher-order equations.Exercise 6.1Convert <strong>the</strong> following differential equation in<strong>to</strong> first-order form.d 2 xdt 2 − xdx dt + x2 = 0 (6.14)

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