(defun runge-kutta (f x y x-end n) (let ((h (float (/ (- x-end x) n) 1d0)) k1 k2 k3 k4) (setf x (float x 1d0) y (float y 1d0)) (cons (cons x y) (loop for i below n do (setf k1 (* h (funcall f x y)) k2 (* h (funcall f (+ x (* 0.5d0 h)) (+ y (* 0.5d0 k1)))) k3 (* h (funcall f (+ x (* 0.5d0 h)) (+ y (* 0.5d0 k2)))) k4 (* h (funcall f (+ x h) (+ y k3))) x (+ x h) y (+ y (/ (+ k1 k2 k2 k3 k3 k4) 6))) collect (cons x y))))) (let ((sol (runge-kutta (lambda (x y) (* x (sqrt y))) 0 1 10 100))) (loop for n from 0 for (x . y) in sol when (zerop (mod n 10)) collect (list x y (- y (/ (expt (+ 4 (* x x)) 2) 16))))) ((0.0d0 1.0d0 0.0d0) (0.9999999999999999d0 1.562499854278108d0 -1.4572189210859676d-7) (2.0000000000000004d0 3.9999990805207988d0 -9.194792029987298d-7) (3.0000000000000013d0 10.562497090437557d0 -2.9095624576314094d-6) (4.000000000000002d0 24.999993765090643d0 -6.234909392333066d-6) (4.999999999999998d0 52.56248918030259d0 -1.081969734428867d-5) (5.999999999999995d0 99.9999834054036d0 -1.659459609015812d-5) (6.999999999999991d0 175.56247648227117d0 -2.3517728038768837d-5) (7.999999999999988d0 288.9999684347983d0 -3.156520000402452d-5) (8.999999999999984d0 451.56245927683887d0 -4.072315812209126d-5) (9.99999999999998d0 675.9999490167083d0 -5.0983286655537086d-5))