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期末考的範圍遠遠多於期中考,要了解的定理和觀念也非常多
希望同學們能及早準備
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假設 DE 的 solutions 為 polynomial 的型態
Chapter 6 Series Solutions of Linear Equations 當 DE 為 linear 且 coefficients 為 polynomials 假設 DE 的 solutions 為 polynomial 的型態 (和 Cauchy-Euler Method 以及 Taylor Series 的概念相近) 被稱作為 power series centered at x0 Power series 觀念的複習 (Sec. 6-1) x0 is a non-singular point (Sec. 6-2) 解法 regular singular point (Sec. 6-3) x0 is a singular point irregular singular point examples (Sec. 6-4)
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Section 6-1 Reviews of Power Series
定義 1. Power series 2. Convergence: exists 測試方法:Ratio test (test for convergence) L < 1: converge L > 1: diverge L = 1: 不一定 3. Radius of Convergence R L < 1 if |x − x0| < R L > 1 if |x − x0| > R
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Example 1 (text page 238) For the Power series for 1 < x < 5 Interval of convergence: (1, 5) However, since when x = 1, the power series becomes which is also convergent, the interval of convergence is modified as: Interval of convergence: [1, 5)
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6-1-2 Maclaurin Series (Taylor Series)
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Maclaurin Series (Taylor Series) Interval of Convergence
(-∞, ∞) (-1, 1] (-1, 1)
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Example 2 (text page 240) Find a power series representation of exsinx
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Section 6-2 Solutions about Ordinary Points
Suppose that the solution is 方法適用情形 (1) Linear (2) x0 is not a singular point (3) It is better that a0(x), a1(x), …., an(x), g(x) are all polynomials. (or can be expressed by Taylor series)
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不是 singular point 的 即為 ordinary point
解法流程 Step 1 將 代入 (x0 必需為 ordinary point) 不是 singular point 的 即為 ordinary point Step 2 對齊 (一律變成 (x - x0)k ) Step 3 合併 Step 4 比較係數,將 cn 之間的關係找出來 Step 5 Obtained independent solutions and general solution
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6-2-3 例子 Example 5 (text page 246) Set
例子 Example 5 (text page 246) Set since P(x) = 0 and Q(x) = x are analytic at 0 Step 1 set k = n + 1 set k = n −2 Step 2 對齊
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Step 3 Step 4 2c2 = 0 c2 = 0 或 recurrence relation c0, c1 給定之後 k = 1 k = 2 k = 3
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以此類推,所有的 cn 的值都可以算出來 (以 c0 或 c1 表示)
k = 4 k = 5 k = 6 k = 7 k = 8 k = 9 :
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Step 5 y1 y2 不寫在 裡面 ratio test:
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Example 6 (text page 248) (analytic at x = 0) Radius of convergence? Step 1 k = n k = n − 2 k = n Step 2 k = n
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Step 3 k = 0 k = 1 Step 4
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c0, c1 給定之後 :
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Step 5 y2 y1 不寫在 裡面 |x| < 1 (Why?) ratio test:
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Example 8 (text page 250)
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定義 1. Analytic at x0: If a function can be expressed as a power series and the radius of convergence of the power series is nonzero 簡單的判斷 f(x) 在 x0 是否為analytic 方法 (1) f(x0) should be neither nor − (2) f(m)(x0) should be neither nor − m = 1, 2, 3, ……….
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2. Ordinary Point and Singular Point:
For the 2nd order linear DE Definition 6.1 x0 is an ordinary point of the 2nd order linear DE if both P(x) and Q(x) are analytic at x0 Otherwise, x0 is a singular point . Theorem 6.1 If x0 is an ordinary point of the 2nd order linear DE, then we can find two linearly independent solutions in the form of a power series centered at x0 , i.e.,
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For the kth order linear DE
Extension of Definition 6.2.1 x0 is an ordinary point of the kth order linear DE if P0(x), P1(x), P2(x), ………. , Pk−1 (x), are analytic at x0 Otherwise, x0 is a singular point . Extension of Theorem 6.2.1 If x0 is an ordinary point of the nth order linear DE, then we can find n linearly independent solutions in the form of a power series centered at x0 , i.e.,
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6-2-5 Interval of Convergence 的判斷方法
判斷方法一: 找出 的條件 判斷方法二 (較快速,但較不精準 找出的收斂的範圍有時會比實際的收斂範圍小) 其中 R 是 x0 和最近的 singular point 的距離 Singular point can be a complex number , see Example 6 超過這個範圍未必不為 convergence
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思考 (1) 對於 nonhomogeneous 的情形….. (2) 這方法還可以用在什麼情形?
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本節需注意的地方 (1) 要了解幾個重要定義: (a) convergence, (b) radius of convergence, (c) analytic at x0, (d) singular point, (e) ordinary point (2) 複習一下 Taylor series (如 page 349) (3) Index 的地方計算要小心 (a) 先都化成 xk 再合併,(b) 頭幾項可能要獨立出來 (c) Index 對齊計算要小心 (4) nth order linear DE 要有 n 個 linearly independent 解 (5) 有時要考慮 interval of convergence
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Section 6-3 Solutions about Singular Points
假設解為 方法適用情形 (1) Linear (2) (x −x0)Pn−1 (x), (x −x0)2Pn−2 (x), …………. , (x −x0)n−1P1(x), (x −x0)nP0(x) are analytic at x0 (比較: Section 6-2 要求 Pn−1 (x), Pn−2 (x), …………. , P1(x), P0(x) are analytic at x0) (3) It is better that P0(x), P1(x), …., Pn-1(x) are all polynomials.
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6-3-2 定義 Singular Points 分成二種
定義 Singular Points 分成二種 If x0 is a singular point but (x −x0)Pn−1 (x), (x −x0)2Pn−2 (x), …………. , (x −x0)n−1P1(x), (x −x0)nP0(x) are analytic at x0 x0 : regular singular point If (x −x0)Pn−1 (x), (x −x0)2Pn−2 (x), …………. , (x −x0)n−1P1(x), (x −x0)nP0(x) are not analytic at x0 x0 : irregular singular point
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Example 1 (text page 253) x = 2 is a point x = −2 is a point
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6-3-3 解法 解法的關鍵: 假設解為 Theorem 6.3.1 Frobenius’ Theorem
解法 解法的關鍵: 假設解為 Theorem Frobenius’ Theorem 若 x0 是 linear DE 當中的一個 regular singular point 則這個 linear DE 至少有一個解是 的型態
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Process Step 1 將 代入 Step 2 Power 對齊 Step 3 合併 Step 4 算出 r Step 5 比較係數,將 cn 之間的關係找出來 Step 6 將 Step 4 得出的 r 代入 Step 5 得出所有的 independent solutions 及 general solution Step 7 (見後頁)
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(Step 7) 當 (1) r 有重根 或 (2) r 的根之間的差為整數,且從 Step 6 得出來的解不為 independent 時 用 和長除法找出 y2(x) (參考 Section 6-3 的 Examples 4, 5) 當 r 的根之間的差為整數,但從 Step 6 得出來的解為 independent 時, 不需進行這個步驟
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6-3-4 範例 Example 2 (text page 255) Step 1 將 代入 Step 2 Power 對齊
範例 Example 2 (text page 255) Step 1 將 代入 Step 2 Power 對齊 n = k − 1 n = k n = k k = n + 1
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Step 3 合併 Step 4 算出 r Step 5
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Step 6 當 r = 0 當 r = 2/3 : :
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Solution of Example 2 (別忘了將最後的解寫出)
Set c0 = 0 (別忘了寫出 x 的範圍)
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Examples 4, (text pages 258, 259) Step 1 將 代入 Step 2 對齊 n = k n = k −1 Step 3 合併
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Step 4 Step 5 Step 6 當 r = 1
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Step 6 當 r = 0 k = 1 時不能算 此時,應該根據 Step 3,由 (k = 1, r = 0 代入) c0 必需等於 0, c1 可為任意值 …………. 這地方容易犯錯,要小心 m = n − 1
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因為前頁算出來的 y2(x) 等於 y1(x), 只好另外用 Sec. 4-2“reduction of order” 的方法求解
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long division 長除法 思考:為何不是 ln|x| ?
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多項式的長除法 計算 (1) (x) (x -2) (x -1) (x2) (x3) (x4) (x5)
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6-3-6 Indicial Equation 2nd order case
If x0 is a regular singular point where 由於 p(x) 和 q(x) 皆為 analytic
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將 y(x), y'(x), y''(x), p(x), q(x) 代入
其中 (x x0) r 的 coefficient 為 indicial equation
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當 linear DE 為 2nd order 時,r 可以由
求出 其中 a0 = p(x0) b0 = q(x0)
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For the 2nd order case two roots: r1, r2 (Case 1) r1 r2 and r1, r2 are real, r2 − r1 integer 可以找出兩組 的解 (Case 2) r1 r2 and r1, r2 are real, r2 − r1 = integer 有時可以找出兩組 的解 有時一個解是 另一個解是
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(Case 3) r1 = r2 時 C 一定不為 0 或寫成 (Case 4) r1 r2 and r1, r2 are complex 在此不予討論
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6-3-7 Indicial Equation for Higher Order Case (補充)
當 linear DE 為 nth order 時 當中的 r 可以由 求出 其中 k = 0, 1, 2, …., n −1
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6-3-8 本節需要注意的地方 (1) Index 「對齊」的計算要小心 (建議可以向 power 較小的對齊,否則會出現負的 k)
本節需要注意的地方 (1) Index 「對齊」的計算要小心 (建議可以向 power 較小的對齊,否則會出現負的 k) 例如在 page 374 的 Step 2,一律對齊為 xk+r– 1 而非 xk+r (2) 若 x = 0 為 regular singular point, 設 x0 = 0 即可 (3) 如果是 ck 和 ck−1 (或 ck−1 和 ck) 的 recursive relation 其實有時可以立刻將 cn 的式子觀察出來 (但是分母不可變為 0) (4) 小心分母為 0 的情形 (如 page 380) (5) 小心算出來的 y2(x) 和 y1(x) 相同的情形 (如 pages 380, 381)
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(6)別忘了將最後的解寫出 最後的解易出錯的地方: 別忘了乘上 xr (7) Interval of solution 依然要考慮, 且 interval 不包括任何singular point, 即使是 regular singular point (8) 複習長除法
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Section 6-4 Special Functions
(本節這學期只教不考) Special cases of Sections 6-2 and 6-3 Bessel’s equation of order v Solution: : 1st kind Bessel function : 2nd kind Bessel function Legendre’s equation of order n One of the solution: Legendre polynomials (See page 409)
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其他名詞 Gamma function modified Bessel equation of order v modified Bessel equation of the 1st kind modified Bessel equation of the 2nd kind Bessel 的另一種變型 解 解:c1Iv( x) + c2Kv(x)
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Bessel’s Equation Solving for Bessel’s equation of order v Steps 1~3 將 代入 經過一些計算 (See text pages 262, 263) 得出 Step 4 two roots: v and −v Step 5
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Step 6 當 r = v 當 r = −v 由於 c1 = 0, c3 = c5 = c7 = c9 = ….. = 0 when r = v when r = −v
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6.4.1.2 Gamma function: a generalization of n!
properties of Gamma function (1) when n is a positive integer (2) 參照課本 Appendix 1
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(3) when n is a negative integer or n = 0 (4) (4) (x) (3) (1) (2) x
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6.4.1.1 回到 Solving for Bessel function
when r = v Set
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同理,當 r = −v set Two independent solutions of the Bessel’s equation 代入 When r = v When r = −v 稱作 Bessel functions of the first kind of order v and −v
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6.4.1.3 Bessel function of the second kind
注意,兩個 roots 的差為 2v (1) 當 2v 不為整數時,Bessel’s equation 的解即為 c1Jv(x) + c2J−v(x) (也可表示成 c1Jv(x) + c2Yv(x)) (2) 當 2v 為整數,但 v = m + 1/2 (m 是一個整數) 時,Bessel’s equation 的解亦為 c1Jv(x) + c2J−v(x) (也可表示成 c1Jv(x) + c2Yv(x)) (3) 當 2v 為整數,且 v 是一個整數時, Bessel’s equation 的解為 c1Jv(x) + c2Yv(x) Yv(x): Bessel function of the second kind of order v (見後頁)
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Yv(x): Bessel function of the second kind of order v
當 m 為整數時, Ym(x) 定義成 用 L’Hopital’s rule 來算
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6.4.1.4 Bessel function of the 1st kind (order m 為整數時)的性質
(1) J0(0) = 1, Jm(0) = 0 for m 0 (2) Zero crossing 的位置,隨著 m 增加而越來越遠 (見 Table 6.4.1)
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(3) (4) (5) (6) when m is an integer when m is an integer 見 Example 6, text pages 268, 269
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6.4.1.5 Bessel function of the 2nd kind (order m 為整數時)的性質
(1) (2) Zero crossing 的位置,隨著 m 增加而越來越遠
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Bessel’s equation 的變型 解:c1Jv(x) + c2Yv(x) 解:c1Jv( x) + c2Yv( x) (A) Proof: Set t = x Similarly, 原式 = 對 t 而言是 Bessel equation y = c1Jv(t) + c2Yv(t) = c1Jv( x) + c2Yv( x)
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(B) modified Bessel equation of order v
解:c1Iv( x) + c2Kv(x) 其中 稱作是 modified Bessel function of the first kind of order v 稱作是 modified Bessel function of the second kind of order v 當 v 為整數時,也是取 limit
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(C) 解: 式子有點複雜,但可以用來解許多物理上的問題 Example 4 (text page 266)
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6.4.1.7 Spherical Bessel Functions
Jv(x) 當 時,稱作為 spherical Bessel functions
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6.4.2 Legendre’s Equation 6.4.2.1 Legendre’s Equation
代入,得出 (過程見text pages 270, 271) Two linearly independent solutions are
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(a) When n is not an integer, both the two solutions have infinite number of terms.
(b) When n is an even integer, y1(x) has finite number of terms. In y1(x), the coefficient of xk is zero when k > n. (c) When n is an odd integer, y2(x) has finite number of terms. In y2(x), the coefficient of xk is zero when k > n. y1(x) when n is an even integer and y2(x) when n is an odd integer are called the Legendre polynomials (denoted by Pn(x)).
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通常選 (讓 Pn(1) 一律等於 1) 由 y1(x) 由 y2(x)
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Legendre polynomials Interval: x [−1, 1]
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6.4.2.2 Properties of Legendre Polynomials
(1) even / odd symmetry (2) (3) when n is odd (4) when n is even (5) recursive relation Rodrigues’ formula (6)
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(7) If m n orthogonality property (8) 若任何在 x [−1, 1] 區間為 continuous 的函式 f(x) 皆可表示為 由於 根據 orthogonality property 所以 Orthogonality property 才是 Legendre polynomials 最重要的性質
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6.4.2.3 補充:其他常見的 orthogonal polynomial
Chebychev polynomials 電子學和 filter design 常用 They are the solutions of Hermite polynomials 電磁波、光學、頻譜分析常用 They are the solutions of
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6.4.3 Section 6-4 需要注意的地方: (1) 概念簡單,但是定義,性質,和數學式甚多 擇要而學即可
(2) 要了解 Gamma function
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Review of Chapter 6 解法適用範圍: Linear DE,且 coefficients 最好為 polynomials
當 Pm(x) 在 x = x0 時為 analytic x0 為 ordinary point 代入求解 當 Pm(x) 在 x = x0 時不為 analytic 但是 (x − x0 )n −mPm(x) 在 x = x0 時為 analytic x0 為 regular singular point 代入求解 有時,另一個解為
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Exercise for practice Sec. 6-1: 4, 9, 12, 24, 30, 32, 34 Sec. 6-2: 2, 10, 13, 18, 20, 22, 23, 26, 27 Sec. 6-3: 4, 9, 13, 16, 22, 24, 26, 28, 29, 31, 33, 36 Review , 7, 10, 14, 19, 20
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