-
-
Save goose121/201091c0f90a48557a9315f66841d702 to your computer and use it in GitHub Desktop.
Cubic spline coefficient computation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
;; First, some helper functions: | |
(defun window (vec start &optional end) | |
"As SUBSEQ, but return a displaced vector instead of copying." | |
(sunless end (setf it (length vec))) | |
(make-array (- end start) | |
:displaced-to vec | |
:displaced-index-offset start)) | |
(defun windows (vec length) | |
"Return a list of all overlapping subsequences length LENGTH of | |
VEC." | |
(loop for i upto (- (length vec) length) | |
collecting (window vec i (+ i length)))) | |
(defun elt+ (sequence &rest offsets) | |
(elt sequence (apply #'+ offsets))) | |
;; And now, the main one: | |
;; Stolen^H^H^H^H^H^H^H Inspiration taken from | |
;; https://en.wikipedia.org/wiki/Spline_(mathematics) | |
(defun cubic-spline-coeffs (xs ys) | |
(let* ((k (- (length ys) 1)) | |
(len (1+ k)) | |
(a (make-array `(,len) :initial-contents ys)) | |
(b (make-array `(,k))) | |
(d (make-array `(,k))) | |
(mu (aprog1 (make-array `(,k)) | |
(setf (elt it 0) 0))) | |
(h (map 'simple-vector | |
(lambda (xs) (- (elt xs 1) (elt xs 0))) | |
(windows xs 2))) | |
(alpha (map 'simple-vector | |
(lambda (hs as) (- (* 3 (/ (elt hs 1)) (- (elt as 2) (elt as 1))) | |
(* 3 (/ (elt hs 0)) (- (elt as 1) (elt as 0))))) | |
(windows h 2) | |
(windows a 3))) | |
(c (aprog1 (make-array `(,len)) | |
(setf (elt it k) 0))) | |
(l (aprog1 (make-array `(,len)) | |
(setf (elt it 0) 1) | |
(setf (elt it k) 1))) | |
(z (aprog1 (make-array `(,len)) | |
(setf (elt it 0) 0) | |
(setf (elt it k) 0)))) | |
(loop for i from 1 to (- k 1) | |
do | |
(setf (elt l i) (- (* 2 (- (elt+ xs i 1) (elt+ xs i -1))) | |
(* (elt+ h i -1) (elt+ mu i -1)))) | |
(setf (elt mu i) (/ (elt h i) (elt l i))) | |
(setf (elt z i) (/ (- (elt+ alpha i -1) (* (elt+ h i -1) (elt+ z i -1))) | |
(elt l i)))) | |
(loop for j downfrom (- k 1) to 0 | |
do | |
(setf (elt c j) (- (elt z j) (* (elt mu j) (elt+ c j 1)))) | |
(setf (elt b j) (- (/ (- (elt+ a j 1) (elt a j)) | |
(elt h j)) | |
(/ (* (elt h j) (+ (elt+ c j 1) (* 2 (elt c j)))) | |
3))) | |
(setf (elt d j) (/ (- (elt+ c j 1) (elt c j)) (* 3 (elt h j))))) | |
(map 'list #'list a b c d xs))) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment