mpfitellipse.pro
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;+
; NAME:
; MPFITELLIPSE
;
; AUTHOR:
; Craig B. Markwardt, NASA/GSFC Code 662, Greenbelt, MD 20770
; craigm@lheamail.gsfc.nasa.gov
; UPDATED VERSIONs can be found on my WEB PAGE:
; http://cow.physics.wisc.edu/~craigm/idl/idl.html
;
; PURPOSE:
; Approximate fit to points forming an ellipse
;
; MAJOR TOPICS:
; Curve and Surface Fitting
;
; CALLING SEQUENCE:
; parms = MPFITELLIPSE(X, Y, start_parms, [/TILT, WEIGHTS=wts, ...])
;
; DESCRIPTION:
;
; MPFITELLIPSE fits a closed elliptical or circular curve to a two
; dimensional set of data points. The user specifies the X and Y
; positions of the points, and an optional set of weights. The
; ellipse may also be tilted at an arbitrary angle.
;
; IMPORTANT NOTE: this fitting program performs simple ellipse
; fitting. It will not work well for ellipse data with high
; eccentricity. More robust answers can usually be obtained with
; "orthogonal distance regression." (See FORTRAN package ODRPACK on
; netlib.org for more information).
;
; The best fitting ellipse parameters are returned from by
; MPFITELLIPSE as a vector, whose values are:
;
; P[0] Ellipse semi axis 1
; P[1] Ellipse semi axis 2 ( = P[0] if CIRCLE keyword set)
; P[2] Ellipse center - x value
; P[3] Ellipse center - y value
; P[4] Ellipse rotation angle (radians) if TILT keyword set
;
; If the TILT keyword is set, then the P[0] is meant to be the
; semi-major axis, and P[1] is the semi-minor axis, and P[4]
; represents the tilt of the semi-major axis with respect to the X
; axis. If the TILT keyword is not set, the P[0] and P[1] represent
; the ellipse semi-axes in the X and Y directions, respectively.
; The returned semi-axis lengths should always be positive.
;
; The user may specify an initial set of trial parameters, but by
; default MPFITELLIPSE will estimate the parameters automatically.
;
; Users should be aware that in the presence of large amounts of
; noise, namely when the measurement error becomes significant
; compared to the ellipse axis length, then the estimated parameters
; become unreliable. Generally speaking the computed axes will
; overestimate the true axes. For example when (SIGMA_R/R) becomes
; 0.5, the radius of the ellipse is overestimated by about 40%.
;
; This unreliability is also pronounced if the ellipse has high
; eccentricity, as noted above.
;
; Users can weight their data as they see appropriate. However, the
; following prescription for the weighting may serve as a good
; starting point, and appeared to produce results comparable to the
; typical chi-squared value.
;
; WEIGHTS = 0.75/(SIGMA_X^2 + SIGMA_Y^2)
;
; where SIGMA_X and SIGMA_Y are the measurement error vectors in the
; X and Y directions respectively. However, this has not been
; robustly tested, and it should be pointed out that this weighting
; may only be appropriate for a set of points whose measurement
; errors are comparable. If a more robust estimation of the
; parameter values is needed, the so-called orthogonal distance
; regression package should be used (ODRPACK, available in FORTRAN
; at www.netlib.org).
;
; INPUTS:
;
; X - measured X positions of the points in the ellipse.
; Y - measured Y positions of the points in the ellipse.
;
; START_PARAMS - an array of starting values for the ellipse
; parameters, as described above. This parameter is
; optional; if not specified by the user, then the
; ellipse parameters are estimated automatically from
; the properties of the data.
;
; RETURNS:
;
; Returns the best fitting model ellipse parameters. Returned
; values are undefined if STATUS indicates an error condition.
;
; KEYWORDS:
;
; ** NOTE ** Additional keywords such as PARINFO, BESTNORM, and
; STATUS are accepted by MPFITELLIPSE but not documented
; here. Please see the documentation for MPFIT for the
; description of these advanced options.
;
; CIRCULAR - if set, then the curve is assumed to be a circle
; instead of ellipse. When set, the parameters P[0] and
; P[1] will be identical and the TILT keyword will have
; no effect.
;
; PERROR - upon return, the 1-sigma uncertainties of the returned
; ellipse parameter values. These values are only
; meaningful if the WEIGHTS keyword is specified properly.
;
; If the fit is unweighted (i.e. no errors were given, or
; the weights were uniformly set to unity), then PERROR
; will probably not represent the true parameter
; uncertainties.
;
; If STATUS indicates an error condition, then PERROR is
; undefined.
;
; QUIET - if set then diagnostic fitting messages are suppressed.
; Default: QUIET=1 (i.e., no diagnostics]
;
; STATUS - an integer status code is returned. All values greater
; than zero can represent success (however STATUS EQ 5 may
; indicate failure to converge). Please see MPFIT for
; the definitions of status codes.
;
; TILT - if set, then the major and minor axes of the ellipse
; are allowed to rotate with respect to the data axes.
; Parameter P[4] will be set to the clockwise rotation angle
; of the P[0] axis in radians, as measured from the +X axis.
; P[4] should be in the range 0 to !dpi.
;
; WEIGHTS - Array of weights to be used in calculating the
; chi-squared value. The chi-squared value is computed
; as follows:
;
; CHISQ = TOTAL( (Z-MYFUNCT(X,Y,P))^2 * ABS(WEIGHTS)^2 )
;
; Users may wish to follow the guidelines for WEIGHTS
; described above.
;
;
; EXAMPLE:
;
; ; Construct a set of points on an ellipse, with some noise
; ph0 = 2*!pi*randomu(seed,50)
; x = 50. + 32.*cos(ph0) + 4.0*randomn(seed, 50)
; y = -75. + 65.*sin(ph0) + 0.1*randomn(seed, 50)
;
; ; Compute weights function
; weights = 0.75/(4.0^2 + 0.1^2)
;
; ; Fit ellipse and plot result
; p = mpfitellipse(x, y)
; phi = dindgen(101)*2D*!dpi/100
; plot, x, y, psym=1
; oplot, p[2]+p[0]*cos(phi), p[3]+p[1]*sin(phi), color='ff'xl
;
; ; Fit ellipse and plot result - WITH TILT
; p = mpfitellipse(x, y, /tilt)
; phi = dindgen(101)*2D*!dpi/100
; ; New parameter P[4] gives tilt of ellipse w.r.t. coordinate axes
; ; We must rotate a standard ellipse to this new orientation
; xm = p[2] + p[0]*cos(phi)*cos(p[4]) + p[1]*sin(phi)*sin(p[4])
; ym = p[3] - p[0]*cos(phi)*sin(p[4]) + p[1]*sin(phi)*cos(p[4])
;
; plot, x, y, psym=1
; oplot, xm, ym, color='ff'xl
;
; REFERENCES:
;
; MINPACK-1, Jorge More', available from netlib (www.netlib.org).
; "Optimization Software Guide," Jorge More' and Stephen Wright,
; SIAM, *Frontiers in Applied Mathematics*, Number 14.
;
; MODIFICATION HISTORY:
;
; Ported from MPFIT2DPEAK, 17 Dec 2000, CM
; More documentation, 11 Jan 2001, CM
; Example corrected, 18 Nov 2001, CM
; Change CIRCLE keyword to the correct CIRCULAR keyword, 13 Sep
; 2002, CM
; Add error messages for SYMMETRIC and CIRCLE, 08 Nov 2002, CM
; Found small error in computation of _EVAL (when CIRCULAR) was set;
; sanity check when CIRCULAR is set, 21 Jan 2003, CM
; Convert to IDL 5 array syntax (!), 16 Jul 2006, CM
; Move STRICTARR compile option inside each function/procedure, 9
; Oct 2006
; Add disclaimer about the suitability of this program for fitting
; ellipses, 17 Sep 2007, CM
; Clarify documentation of TILT angle; make sure output contains
; semi-major axis first, followed by semi-minor; make sure that
; semi-axes are always positive (and can handle negative inputs)
; 17 Sep 2007, CM
; Output tilt angle is now in range 0 to !DPI, 20 Sep 2007, CM
; Some documentation clarifications, including to remove reference
; to the "ERR" keyword, which does not exist, 17 Jan 2008, CM
; Swapping of P[0] and P[1] only occurs if /TILT is set, 06 Nov
; 2009, CM
; Document an example of how to plot a tilted ellipse, 09 Nov 2009, CM
; Check for MPFIT error conditions and return immediately, 23 Jan 2010, CM
;
; $Id: mpfitellipse.pro,v 1.14 2010/01/25 03:38:03 craigm Exp $
;-
; Copyright (C) 1997-2000,2002,2003,2007,2008,2009,2010 Craig Markwardt
; This software is provided as is without any warranty whatsoever.
; Permission to use, copy, modify, and distribute modified or
; unmodified copies is granted, provided this copyright and disclaimer
; are included unchanged.
;-
FORWARD_FUNCTION mpfitellipse_u, mpfitellipse_eval, mpfitellipse, mpfit
; Compute the "u" value = (x/a)^2 + (y/b)^2 with optional rotation
function mpfitellipse_u, x, y, p, tilt=tilt, circle=circle
COMPILE_OPT strictarr
widx = abs(p[0]) > 1e-20 & widy = abs(p[1]) > 1e-20
if keyword_set(circle) then widy = widx
xp = x-p[2] & yp = y-p[3]
theta = p[4]
if keyword_set(tilt) AND theta NE 0 then begin
c = cos(theta) & s = sin(theta)
return, ( (xp * (c/widx) - yp * (s/widx))^2 + $
(xp * (s/widy) + yp * (c/widy))^2 )
endif else begin
return, (xp/widx)^2 + (yp/widy)^2
endelse
end
; This is the call-back function for MPFIT. It evaluates the
; function, subtracts the data, and returns the residuals.
function mpfitellipse_eval, p, tilt=tilt, circle=circle, _EXTRA=extra
COMPILE_OPT strictarr
common mpfitellipse_common, xy, wc
tilt = keyword_set(tilt)
circle = keyword_set(circle)
u2 = mpfitellipse_u(xy[*,0], xy[*,1], p, tilt=tilt, circle=circle) - 1.
if n_elements(wc) GT 0 then begin
if circle then u2 = sqrt(abs(p[0]*p[0]*wc))*u2 $
else u2 = sqrt(abs(p[0]*p[1]*wc))*u2
endif
return, u2
end
function mpfitellipse, x, y, p0, WEIGHTS=wts, $
BESTNORM=bestnorm, nfev=nfev, STATUS=status, $
tilt=tilt, circular=circle, $
circle=badcircle1, symmetric=badcircle2, $
parinfo=parinfo, query=query, $
covar=covar, perror=perror, niter=iter, $
quiet=quiet, ERRMSG=errmsg, _EXTRA=extra
COMPILE_OPT strictarr
status = 0L
errmsg = ''
;; Detect MPFIT and crash if it was not found
catch, catcherror
if catcherror NE 0 then begin
MPFIT_NOTFOUND:
catch, /cancel
message, 'ERROR: the required function MPFIT must be in your IDL path', /info
return, !values.d_nan
endif
if mpfit(/query) NE 1 then goto, MPFIT_NOTFOUND
catch, /cancel
if keyword_set(query) then return, 1
if n_params() EQ 0 then begin
message, "USAGE: PARMS = MPFITELLIPSE(X, Y, START_PARAMS, ... )", $
/info
return, !values.d_nan
endif
nx = n_elements(x) & ny = n_elements(y)
if (nx EQ 0) OR (ny EQ 0) OR (nx NE ny) then begin
message, 'ERROR: X and Y must have the same number of elements', /info
return, !values.d_nan
endif
if keyword_set(badcircle1) OR keyword_set(badcircle2) then $
message, 'ERROR: do not use the CIRCLE or SYMMETRIC keywords. ' +$
'Use CIRCULAR instead.'
p = make_array(5, value=x[0]*0)
if n_elements(p0) GT 0 then begin
p[0] = p0
if keyword_set(circle) then p[1] = p[0]
endif else begin
mx = moment(x)
my = moment(y)
p[0] = [sqrt(mx[1]), sqrt(my[1]), mx[0], my[0], 0]
if keyword_set(circle) then $
p[0:1] = sqrt(mx[1]+my[1])
endelse
common mpfitellipse_common, xy, wc
if n_elements(wts) GT 0 then begin
wc = abs(wts)
endif else begin
wc = 0 & dummy = temporary(wc)
endelse
xy = [[x],[y]]
nfev = 0L & dummy = temporary(nfev)
covar = 0 & dummy = temporary(covar)
perror = 0 & dummy = temporary(perror)
status = 0
result = mpfit('mpfitellipse_eval', p, $
parinfo=parinfo, STATUS=status, nfev=nfev, BESTNORM=bestnorm,$
covar=covar, perror=perror, niter=iter, $
functargs={circle:keyword_set(circle), tilt:keyword_set(tilt)},$
ERRMSG=errmsg, quiet=quiet, _EXTRA=extra)
;; Print error message if there is one.
if NOT keyword_set(quiet) AND errmsg NE '' then $
message, errmsg, /info
;; Return if there is an error condition
if status LE 0 then return, result
;; Sanity check on resulting parameters
if keyword_set(circle) then begin
result[1] = result[0]
perror[1] = perror[0]
endif
if NOT keyword_set(tilt) then begin
result[4] = 0
perror[4] = 0
endif
;; Make sure the axis lengths are positive, and the semi-major axis
;; is listed first
result[0:1] = abs(result[0:1])
if abs(result[0]) LT abs(result[1]) AND keyword_set(tilt) then begin
tmp = result[0] & result[0] = result[1] & result[1] = tmp
tmp = perror[0] & perror[0] = perror[1] & perror[1] = tmp
result[4] = result[4] - !dpi/2d
endif
if keyword_set(tilt) then begin
;; Put tilt in the range 0 to +Pi
result[4] = result[4] - !dpi * floor(result[4]/!dpi)
endif
return, result
end