Public Member Functions | |
def | __init__ |
def | set_options |
def | set_scan |
def | set_data |
def | find_lines |
def | get_mask |
def | get_ranges |
Public Attributes | |
finder |
The class for automated spectral line search in ASAP. Example: fl=linefinder() fl.set_scan(sc) fl.set_options(threshold=3) nlines=fl.find_lines(edge=(50,0)) if nlines!=0: print "Found ",nlines," spectral lines" print fl.get_ranges(False) else: print "No lines found!" sc2=sc.poly_baseline(fl.get_mask(),7) The algorithm involves a simple threshold criterion. The line is considered to be detected if a specified number of consequtive channels (default is 3) is brighter (with respect to the current baseline estimate) than the threshold times the noise level. This criterion is applied in the iterative procedure updating baseline estimate and trying reduced spectral resolutions to detect broad lines as well. The off-line noise level is determined at each iteration as an average of 80% of the lowest variances across the spectrum (i.e. histogram equalization is used to avoid missing weak lines if strong ones are present). For bad baseline shapes it is recommended to increase the threshold and possibly switch the averaging option off (see set_options) to detect strong lines only, fit a high order baseline and repeat the line search.
Definition at line 3 of file asaplinefind.py.
def asap.asaplinefind.linefinder.__init__ | ( | self | ) |
Create a line finder object.
Definition at line 35 of file asaplinefind.py.
def asap.asaplinefind.linefinder.find_lines | ( | self, | |
nRow = 0 , |
|||
mask = [] , |
|||
edge = (0,0 |
|||
) |
Search for spectral lines in the scan assigned in set_scan. Parameters: nRow: a row in the scantable to work with mask: an optional mask (e.g. retreived from scantable) edge: an optional number of channels to drop at the edge of the spectrum. If only one value is specified, the same number will be dropped from both sides of the spectrum. Default is to keep all channels A number of lines found will be returned
Definition at line 117 of file asaplinefind.py.
References tests.test_imcontsub.list.
def asap.asaplinefind.linefinder.get_mask | ( | self, | |
invert = False |
|||
) |
Get the mask to mask out all lines that have been found (default) Parameters: invert if True, only channels belong to lines will be unmasked Note: all channels originally masked by the input mask or dropped out by the edge parameter will still be excluded regardless on the invert option
Definition at line 143 of file asaplinefind.py.
def asap.asaplinefind.linefinder.get_ranges | ( | self, | |
defunits = True |
|||
) |
Get ranges (start and end channels or velocities) for all spectral lines found. Parameters: defunits if True (default), the range will use the same units as set for the scan (e.g. LSR velocity) if False, the range will be expressed in channels
Definition at line 155 of file asaplinefind.py.
def asap.asaplinefind.linefinder.set_data | ( | self, | |
spectrum | |||
) |
Set the 'data' (spectrum) to work with Parameters: a method to allow linefinder work without setting scantable for the purpose of using linefinder inside some method in scantable class. (Dec 22, 2010 by W.Kawasaki)
Definition at line 103 of file asaplinefind.py.
Referenced by asap.asapplotter.asapplotter.plot(), and asap.asapplotter.asapplotter.plotgrid().
def asap.asaplinefind.linefinder.set_options | ( | self, | |
threshold = 1.7320508075688772 , |
|||
min_nchan = 3 , |
|||
avg_limit = 8 , |
|||
box_size = 0.2 , |
|||
noise_box = 'all' , |
|||
noise_stat = 'mean80' |
|||
) |
Set the parameters of the algorithm Parameters: threshold a single channel S/N ratio above which the channel is considered to be a detection Default is sqrt(3), which together with min_nchan=3 gives a 3-sigma criterion min_nchan a minimal number of consequtive channels, which should satisfy a threshold criterion to be a detection. Default is 3. avg_limit A number of consequtive channels not greater than this parameter can be averaged to search for broad lines. Default is 8. box_size A running mean/median box size specified as a fraction of the total spectrum length. Default is 1/5 noise_box Area of the spectrum used to estimate noise stats Both string values and numbers are allowed Allowed string values: 'all' use all the spectrum (default) 'box' noise box is the same as running mean/median box Numeric values are defined as a fraction from the spectrum size. Values should be positive. (noise_box == box_size has the same effect as noise_box = 'box') noise_stat Statistics used to estimate noise, allowed values: 'mean80' use the 80% of the lowest deviations in the noise box (default) 'median' median of deviations in the noise box Note: For bad baselines threshold should be increased, and avg_limit decreased (or even switched off completely by setting this parameter to 1) to avoid detecting baseline undulations instead of real lines.
Definition at line 43 of file asaplinefind.py.
def asap.asaplinefind.linefinder.set_scan | ( | self, | |
scan | |||
) |
Set the 'data' (scantable) to work with. Parameters: scan: a scantable
Definition at line 93 of file asaplinefind.py.
Definition at line 39 of file asaplinefind.py.