julIO_param.py
343 lines
| 10.7 KiB
| text/x-python
|
PythonLexer
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r1101 | ''' | ||
Created on Set 10, 2017 | ||||
@author: Juan C. Espinoza | ||||
''' | ||||
import os | ||||
import sys | ||||
import time | ||||
import glob | ||||
import datetime | ||||
import numpy | ||||
from schainpy.model.proc.jroproc_base import ProcessingUnit | ||||
from schainpy.model.data.jrodata import Parameters | ||||
from schainpy.model.io.jroIO_base import JRODataReader, isNumber | ||||
from schainpy.utils import log | ||||
FILE_HEADER_STRUCTURE = numpy.dtype([ | ||||
('year', 'f'), | ||||
('doy', 'f'), | ||||
('nint', 'f'), | ||||
('navg', 'f'), | ||||
('fh', 'f'), | ||||
('dh', 'f'), | ||||
('nheights', 'f'), | ||||
('ipp', 'f') | ||||
]) | ||||
REC_HEADER_STRUCTURE = numpy.dtype([ | ||||
('magic', 'f'), | ||||
('hours', 'f'), | ||||
r1105 | ('interval', 'f'), | |||
|
r1101 | ('h0', 'f'), | ||
('nheights', 'f'), | ||||
('snr1', 'f'), | ||||
('snr2', 'f'), | ||||
('snr', 'f'), | ||||
]) | ||||
DATA_STRUCTURE = numpy.dtype([ | ||||
('range', '<u4'), | ||||
('status', '<u4'), | ||||
('zonal', '<f4'), | ||||
('meridional', '<f4'), | ||||
('vertical', '<f4'), | ||||
('zonal_a', '<f4'), | ||||
('meridional_a', '<f4'), | ||||
('corrected_fading', '<f4'), # seconds | ||||
('uncorrected_fading', '<f4'), # seconds | ||||
('time_diff', '<f4'), | ||||
('major_axis', '<f4'), | ||||
('axial_ratio', '<f4'), | ||||
('orientation', '<f4'), | ||||
('sea_power', '<u4'), | ||||
('sea_algorithm', '<u4') | ||||
]) | ||||
class JULIAParamReader(JRODataReader, ProcessingUnit): | ||||
''' | ||||
Julia data (eej, spf, 150km) *.dat files | ||||
''' | ||||
ext = '.dat' | ||||
def __init__(self, **kwargs): | ||||
ProcessingUnit.__init__(self, **kwargs) | ||||
self.dataOut = Parameters() | ||||
self.counter_records = 0 | ||||
self.flagNoMoreFiles = 0 | ||||
self.isConfig = False | ||||
self.filename = None | ||||
self.clockpulse = 0.15 | ||||
self.kd = 213.6 | ||||
def setup(self, | ||||
path=None, | ||||
startDate=None, | ||||
endDate=None, | ||||
ext=None, | ||||
startTime=datetime.time(0, 0, 0), | ||||
endTime=datetime.time(23, 59, 59), | ||||
timezone=0, | ||||
format=None, | ||||
**kwargs): | ||||
self.path = path | ||||
self.startDate = startDate | ||||
self.endDate = endDate | ||||
self.startTime = startTime | ||||
self.endTime = endTime | ||||
self.datatime = datetime.datetime(1900, 1, 1) | ||||
r1105 | self.format = format | |||
|
r1101 | |||
if self.path is None: | ||||
raise ValueError, "The path is not valid" | ||||
if ext is None: | ||||
ext = self.ext | ||||
self.search_files(self.path, startDate, endDate, ext) | ||||
self.timezone = timezone | ||||
self.fileIndex = 0 | ||||
if not self.fileList: | ||||
log.warning('There is no files matching these date in the folder: {}'.format( | ||||
path), self.name) | ||||
self.setNextFile() | ||||
def search_files(self, path, startDate, endDate, ext): | ||||
''' | ||||
Searching for BLTR rawdata file in path | ||||
Creating a list of file to proces included in [startDate,endDate] | ||||
Input: | ||||
path - Path to find BLTR rawdata files | ||||
startDate - Select file from this date | ||||
enDate - Select file until this date | ||||
ext - Extension of the file to read | ||||
''' | ||||
log.success('Searching files in {} '.format(path), self.name) | ||||
fileList0 = glob.glob1(path, '{}*{}'.format(self.format.upper(), ext)) | ||||
fileList0.sort() | ||||
self.fileList = [] | ||||
self.dateFileList = [] | ||||
for thisFile in fileList0: | ||||
year = thisFile[2:4] | ||||
if not isNumber(year): | ||||
continue | ||||
month = thisFile[4:6] | ||||
if not isNumber(month): | ||||
continue | ||||
day = thisFile[6:8] | ||||
if not isNumber(day): | ||||
continue | ||||
year, month, day = int(year), int(month), int(day) | ||||
dateFile = datetime.date(year+2000, month, day) | ||||
if (startDate > dateFile) or (endDate < dateFile): | ||||
continue | ||||
self.fileList.append(thisFile) | ||||
self.dateFileList.append(dateFile) | ||||
return | ||||
def setNextFile(self): | ||||
file_id = self.fileIndex | ||||
if file_id == len(self.fileList): | ||||
log.success('No more files in the folder', self.name) | ||||
self.flagNoMoreFiles = 1 | ||||
return 0 | ||||
log.success('Opening {}'.format(self.fileList[file_id]), self.name) | ||||
filename = os.path.join(self.path, self.fileList[file_id]) | ||||
dirname, name = os.path.split(filename) | ||||
self.siteFile = name.split('.')[0] | ||||
if self.filename is not None: | ||||
self.fp.close() | ||||
self.filename = filename | ||||
self.fp = open(self.filename, 'rb') | ||||
self.header_file = numpy.fromfile(self.fp, FILE_HEADER_STRUCTURE, 1) | ||||
yy = self.header_file['year'] - 1900 * (self.header_file['year'] > 3000) | ||||
self.year = int(yy + 1900 * (yy < 1000)) | ||||
self.doy = int(self.header_file['doy']) | ||||
r1105 | self.dH = round(self.header_file['dh'], 2) | |||
self.ipp = round(self.header_file['ipp'], 2) | ||||
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r1101 | self.sizeOfFile = os.path.getsize(self.filename) | ||
self.counter_records = 0 | ||||
self.flagIsNewFile = 0 | ||||
self.fileIndex += 1 | ||||
return 1 | ||||
def readNextBlock(self): | ||||
while True: | ||||
r1105 | if not self.readBlock(): | |||
|
r1101 | self.flagIsNewFile = 1 | ||
if not self.setNextFile(): | ||||
r1105 | return 0 | |||
|
r1101 | |||
if (self.datatime < datetime.datetime.combine(self.startDate, self.startTime)) or \ | ||||
(self.datatime > datetime.datetime.combine(self.endDate, self.endTime)): | ||||
log.warning( | ||||
'Reading Record No. {} -> {} [Skipping]'.format( | ||||
self.counter_records, | ||||
self.datatime.ctime()), | ||||
self.name) | ||||
continue | ||||
break | ||||
r1105 | ||||
|
r1101 | log.log('Reading Record No. {} -> {}'.format( | ||
self.counter_records, | ||||
self.datatime.ctime()), self.name) | ||||
return 1 | ||||
def readBlock(self): | ||||
r1105 | pointer = self.fp.tell() | |||
heights, dt = self.readHeader() | ||||
self.fp.seek(pointer) | ||||
buffer_h = [] | ||||
buffer_d = [] | ||||
while True: | ||||
pointer = self.fp.tell() | ||||
if pointer == self.sizeOfFile: | ||||
return 0 | ||||
heights, datatime = self.readHeader() | ||||
if dt == datatime: | ||||
buffer_h.append(heights) | ||||
buffer_d.append(self.readData(len(heights))) | ||||
continue | ||||
self.fp.seek(pointer) | ||||
break | ||||
if dt.date() > self.datatime.date(): | ||||
self.flagDiscontinuousBlock = 1 | ||||
self.datatime = dt | ||||
self.time = (dt - datetime.datetime(1970, 1, 1)).total_seconds() + time.timezone | ||||
self.heights = numpy.concatenate(buffer_h) | ||||
self.buffer = numpy.zeros((5, len(self.heights))) + numpy.nan | ||||
self.buffer[0, :] = numpy.concatenate([buf[0] for buf in buffer_d]) | ||||
self.buffer[1, :] = numpy.concatenate([buf[1] for buf in buffer_d]) | ||||
self.buffer[2, :] = numpy.concatenate([buf[2] for buf in buffer_d]) | ||||
self.buffer[3, :] = numpy.concatenate([buf[3] for buf in buffer_d]) | ||||
self.buffer[4, :] = numpy.concatenate([buf[4] for buf in buffer_d]) | ||||
self.counter_records += 1 | ||||
|
r1101 | |||
r1105 | return 1 | |||
|
r1101 | |||
def readHeader(self): | ||||
''' | ||||
r1105 | Parse recordHeader | |||
|
r1101 | ''' | ||
r1105 | self.header_rec = numpy.fromfile(self.fp, REC_HEADER_STRUCTURE, 1) | |||
self.interval = self.header_rec['interval'] | ||||
if self.header_rec['magic'] == 888.: | ||||
self.header_rec['h0'] = round(self.header_rec['h0'], 2) | ||||
nheights = int(self.header_rec['nheights']) | ||||
hours = float(self.header_rec['hours'][0]) | ||||
heights = numpy.arange(nheights) * self.dH + self.header_rec['h0'] | ||||
datatime = datetime.datetime(self.year, 1, 1) + datetime.timedelta(days=self.doy-1, hours=hours) | ||||
return heights, datatime | ||||
else: | ||||
return False | ||||
def readData(self, N): | ||||
|
r1101 | ''' | ||
r1105 | Parse data | |||
|
r1101 | ''' | ||
r1105 | buffer = numpy.fromfile(self.fp, 'f', 8*N).reshape(N, 8) | |||
pow0 = buffer[:, 0] | ||||
pow1 = buffer[:, 1] | ||||
acf0 = (buffer[:,2] + buffer[:,3]*1j) / pow0 | ||||
acf1 = (buffer[:,4] + buffer[:,5]*1j) / pow1 | ||||
dccf = (buffer[:,6] + buffer[:,7]*1j) / (pow0*pow1) | ||||
### SNR | ||||
sno = (pow0 + pow1 - self.header_rec['snr']) / self.header_rec['snr'] | ||||
sno10 = numpy.log10(sno) | ||||
# dsno = 1.0 / numpy.sqrt(self.header_file['nint'] * self.header_file['navg']) * (1 + (1 / sno)) | ||||
### Vertical Drift | ||||
sp = numpy.sqrt(numpy.abs(acf0)*numpy.abs(acf1)) | ||||
sp[numpy.where(numpy.abs(sp) >= 1.0)] = numpy.sqrt(0.9999) | ||||
vzo = -numpy.arctan2(acf0.imag + acf1.imag,acf0.real + acf1.real)*1.5E5*1.5/(self.ipp*numpy.pi) | ||||
dvzo = numpy.sqrt(1.0 - sp*sp)*0.338*1.5E5/(numpy.sqrt(self.header_file['nint']*self.header_file['navg'])*sp*self.ipp) | ||||
err = numpy.where(dvzo <= 0.1) | ||||
dvzo[err] = 0.1 | ||||
#Zonal Drifts | ||||
dt = self.header_file['nint']*self.ipp / 1.5E5 | ||||
coh = numpy.sqrt(numpy.abs(dccf)) | ||||
err = numpy.where(coh >= 1.0) | ||||
coh[err] = numpy.sqrt(0.99999) | ||||
err = numpy.where(coh <= 0.1) | ||||
coh[err] = numpy.sqrt(0.1) | ||||
vxo = numpy.arctan2(dccf.imag, dccf.real)*self.header_rec['h0']*1.0E3/(self.kd*dt) | ||||
dvxo = numpy.sqrt(1.0 - coh*coh)*self.header_rec['h0']*1.0E3/(numpy.sqrt(self.header_file['nint']*self.header_file['navg'])*coh*self.kd*dt) | ||||
err = numpy.where(dvxo <= 0.1) | ||||
dvxo[err] = 0.1 | ||||
|
r1101 | |||
r1105 | return vzo, dvzo, vxo, dvxo, sno10 | |||
|
r1101 | |||
def set_output(self): | ||||
''' | ||||
Storing data from databuffer to dataOut object | ||||
''' | ||||
r1105 | ||||
self.dataOut.data_SNR = self.buffer[4].reshape(1, -1) | ||||
self.dataOut.heightList = self.heights | ||||
self.dataOut.data_param = self.buffer[0:4,] | ||||
|
r1101 | self.dataOut.utctimeInit = self.time | ||
r1105 | self.dataOut.utctime = self.time | |||
self.dataOut.useLocalTime = True | ||||
self.dataOut.paramInterval = self.interval | ||||
self.dataOut.timezone = self.timezone | ||||
|
r1101 | self.dataOut.sizeOfFile = self.sizeOfFile | ||
self.dataOut.flagNoData = False | ||||
self.dataOut.flagDiscontinuousBlock = self.flagDiscontinuousBlock | ||||
def getData(self): | ||||
''' | ||||
Storing data from databuffer to dataOut object | ||||
''' | ||||
if self.flagNoMoreFiles: | ||||
self.dataOut.flagNoData = True | ||||
log.success('No file left to process', self.name) | ||||
return 0 | ||||
if not self.readNextBlock(): | ||||
self.dataOut.flagNoData = True | ||||
return 0 | ||||
self.set_output() | ||||
return 1 | ||||