1.3 Solutions to Dynamical Systems Dynamical systems are typically described implicitly by providing a rule for the change of the system from time t to time 𝑡 + 1. Given the evolution rule, dynamical systems are straight-forward to evolve but it can be difficult to summarily describe their general behavior. Understanding the ‘general behavior’ of a dynamical system is a vague phrase, but might include any of the following: Writing down an explicit description (a formula for the nth term of the sequence that only requires n as an input) An understanding of the long-term behavior of the dynamical system for an initial condition a0 (can always be achieved by evolving the system numerically or considering the explicit description in the limit as 𝑛 → ∞) Identifying the set of fixed points (equilibrium values) and classifying their stability Analytic Methods for Investigating the Behavior of a Dynamical System First, we’ll look at analytic methods for understanding the behavior of dynamical systems and then in the next class project we’ll combine these with numerical methods. Analytic methods include finding the explicit description of a dynamical system, which we can do for all linear dynamical systems, or finding the fixed points, which can be accomplished more generally. Analytic Methods for Finding the Explicit Description of Linear Dynamical Systems I. Of a Geometric Sequence II. Of an Arithmetic Sequence III. Of a Mixed Sequence HW1.3 (1bef) Analytic Methods for Finding the Fixed Points of Linear Dynamical Systems I. Solving for fixed points by solving ∆𝑎𝑛 = 0 II. Discussing stability HW1.3 (2bcegh) I. Of a Geometric Sequence an1 ra n , a0 a0 General Solution: Example: a0 a0 a1 ra0 an1 3an , a0 1 a2 an ra1 r ra0 r 2 a0 The solution (explicit description) is a n 3 n a0 3 n . r n a0 II. Of an Arithmetic Sequence an1 an b, a0 a0 General Solution: a0 a0 a1 a0 b a2 a1 b an a0 nb Example: an1 an 1.1, a0 2 a0 b b a0 2b The solution (explicit description) is an 2 1.1n . III. Of a Mixed Sequence an1 ran b, a0 a0 General Solution: a0 a0 a1 ra0 b a2 ra1 b r ra0 b b r 2 a0 rb 2b a3 ra 2 b r r 2 a0 rb 2b b r 3 a0 r 2b rb b an1 r n1a0 r n r n1 r 1 b Sn To find an explicit description for Sn: S n r n r n 1 1 rS n r r n r n 1 1 r n 1 r n r rS n r n 1 r n r r n 1 S n 1 rS n S n r n 1 1 S n (r 1) r n 1 1 r n 1 1 S r 1 n So we have: an 1 r r n 1 1 br n 1 b b b n 1 b r a0 a0 r n 1 a0 r 1 r 1 r 1 r 1 r 1 n 1 or more simply: a n k1r n k 2 where k1, k2 are constants And we can solve a system of equations to find these constants. Example: an1 2an 1, a0 3 (the sequence has terms 3, 5, 9, 17, …) a n k1 2 k 2 and we can solve for the constants using: n a0 k1 2 0 k 2 k1 k 2 3 k1 2, k 2 1 1 a1 k1 2 k 2 2k1 k 2 5 n so a n 2 2 1 . Compare the common method of shifting a sequence in order to find the explicit description: To find an explicit description for Sn: S n r n r n 1 1 rS n r r n r n 1 1 rS n r n 1 r n r rS n r n 1 r n r rS n r n 1 S n 1 rS n S n r n 1 1 S n (r 1) r n 1 1 r n 1 1 S r 1 n To express 0.22.. as a fraction: 0. 2 x 10 0. 2 10 x 2.2 10 x 2 0. 2 10 x 2 x 10x 2 9x 2 x 9